From 898d62f7ca14ef4f85ce2ff2e832316debced0cb Mon Sep 17 00:00:00 2001 From: Dong Yu Date: Wed, 5 Aug 2015 17:43:15 -0700 Subject: [PATCH] update CNTK book. --- .../CNTK-TechReport/lyx/CNTKBook-20150702.pdf | 36906 ---------------- .../CNTK-TechReport/lyx/CNTKBook-20150805.pdf | 29816 +++++++++++++ .../CNTK-TechReport/lyx/CNTKBook-master.lyx | 12 +- .../lyx/CNTKBook_CNTK_Adv_Chapter.lyx | 223 +- 4 files changed, 30021 insertions(+), 36936 deletions(-) delete mode 100644 Documentation/CNTK-TechReport/lyx/CNTKBook-20150702.pdf create mode 100644 Documentation/CNTK-TechReport/lyx/CNTKBook-20150805.pdf diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook-20150702.pdf b/Documentation/CNTK-TechReport/lyx/CNTKBook-20150702.pdf deleted file mode 100644 index 1f27d8281..000000000 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook-20150702.pdf +++ /dev/null @@ -1,36906 +0,0 @@ -%PDF-1.5 -% -1 0 obj -<< /S /GoTo /D (chapter.1) >> -endobj -4 0 obj 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1252 0 R 1258 0 R 1267 0 R 1273 0 R] +>> endobj +1288 0 obj << +/Type /Pages +/Count 6 +/Parent 4144 0 R +/Kids [1278 0 R 1304 0 R 1313 0 R 1319 0 R 1325 0 R 1335 0 R] +>> endobj +1354 0 obj << +/Type /Pages +/Count 6 +/Parent 4144 0 R +/Kids [1347 0 R 1359 0 R 1368 0 R 1373 0 R 1379 0 R 1387 0 R] +>> endobj +1406 0 obj << +/Type /Pages +/Count 6 +/Parent 4144 0 R +/Kids [1396 0 R 1408 0 R 1420 0 R 1429 0 R 1441 0 R 1451 0 R] +>> endobj +1471 0 obj << +/Type /Pages +/Count 6 +/Parent 4145 0 R +/Kids [1462 0 R 1473 0 R 1482 0 R 1491 0 R 1500 0 R 1509 0 R] +>> endobj +1523 0 obj << +/Type /Pages +/Count 6 +/Parent 4145 0 R +/Kids [1519 0 R 1525 0 R 1534 0 R 1545 0 R 1553 0 R 1558 0 R] +>> endobj +1576 0 obj << +/Type /Pages +/Count 6 +/Parent 4145 0 R +/Kids [1570 0 R 1581 0 R 1592 0 R 1596 0 R 1600 0 R 1605 0 R] +>> endobj +1615 0 obj << +/Type /Pages +/Count 6 +/Parent 4145 0 R +/Kids [1612 0 R 1617 0 R 1630 0 R 1663 0 R 1667 0 R 1673 0 R] +>> endobj +1682 0 obj << +/Type /Pages 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2324 0 R] +>> endobj +2348 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2340 0 R 2350 0 R 2364 0 R 2375 0 R 2395 0 R 2428 0 R] +>> endobj +2462 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2450 0 R 2464 0 R 2477 0 R 2488 0 R 2498 0 R 2509 0 R] +>> endobj +2526 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2521 0 R 2528 0 R 2538 0 R 2549 0 R 2558 0 R 2564 0 R] +>> endobj +2599 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2571 0 R 2601 0 R 2610 0 R 2614 0 R 2635 0 R 2641 0 R] +>> endobj +2658 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2648 0 R 2660 0 R 2699 0 R 2724 0 R 2739 0 R 2759 0 R] +>> endobj +2808 0 obj << +/Type /Pages +/Count 6 +/Parent 4147 0 R +/Kids [2781 0 R 2810 0 R 2833 0 R 2864 0 R 2889 0 R 2898 0 R] +>> endobj +2946 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [2919 0 R 2948 0 R 2962 0 R 2968 0 R 2974 0 R 2998 0 R] +>> endobj +3042 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [3031 0 R 3044 0 R 3048 0 R 3052 0 R 3056 0 R 3060 0 R] +>> endobj +3067 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [3064 0 R 3069 0 R 3073 0 R 3077 0 R 3106 0 R 3144 0 R] +>> endobj +3201 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [3172 0 R 3203 0 R 3226 0 R 3257 0 R 3274 0 R 3303 0 R] +>> endobj +3353 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [3343 0 R 3355 0 R 3379 0 R 3389 0 R 3393 0 R 3397 0 R] +>> endobj +3404 0 obj << +/Type /Pages +/Count 6 +/Parent 4148 0 R +/Kids [3401 0 R 3406 0 R 3410 0 R 3414 0 R 3488 0 R 3595 0 R] +>> endobj +3698 0 obj << +/Type /Pages +/Count 5 +/Parent 4149 0 R +/Kids [3695 0 R 3808 0 R 3912 0 R 4023 0 R 4050 0 R] +>> endobj +4144 0 obj << +/Type /Pages +/Count 36 +/Parent 4150 0 R +/Kids [864 0 R 1079 0 R 1203 0 R 1288 0 R 1354 0 R 1406 0 R] +>> endobj +4145 0 obj << +/Type /Pages +/Count 36 +/Parent 4150 0 R +/Kids [1471 0 R 1523 0 R 1576 0 R 1615 0 R 1682 0 R 1727 0 R] +>> endobj +4146 0 obj << +/Type /Pages +/Count 36 +/Parent 4150 0 R +/Kids [1820 0 R 1896 0 R 1961 0 R 2077 0 R 2195 0 R 2275 0 R] +>> endobj +4147 0 obj << +/Type /Pages +/Count 36 +/Parent 4150 0 R +/Kids [2348 0 R 2462 0 R 2526 0 R 2599 0 R 2658 0 R 2808 0 R] +>> endobj +4148 0 obj << +/Type /Pages +/Count 36 +/Parent 4150 0 R +/Kids [2946 0 R 3042 0 R 3067 0 R 3201 0 R 3353 0 R 3404 0 R] +>> endobj +4149 0 obj << +/Type /Pages +/Count 5 +/Parent 4150 0 R +/Kids [3698 0 R] +>> endobj +4150 0 obj << +/Type /Pages +/Count 185 +/Kids [4144 0 R 4145 0 R 4146 0 R 4147 0 R 4148 0 R 4149 0 R] +>> endobj +4151 0 obj << +/Type /Outlines +/First 3 0 R +/Last 779 0 R +/Count 37 +>> endobj +855 0 obj << +/Title 856 0 R +/A 853 0 R +/Parent 847 0 R +/Prev 851 0 R +>> endobj +851 0 obj << +/Title 852 0 R +/A 849 0 R +/Parent 847 0 R +/Next 855 0 R +>> endobj +847 0 obj << +/Title 848 0 R +/A 845 0 R +/Parent 779 0 R +/Prev 835 0 R +/First 851 0 R +/Last 855 0 R +/Count -2 +>> endobj +843 0 obj << +/Title 844 0 R +/A 841 0 R +/Parent 835 0 R +/Prev 839 0 R +>> endobj +839 0 obj << +/Title 840 0 R +/A 837 0 R +/Parent 835 0 R +/Next 843 0 R +>> endobj +835 0 obj << +/Title 836 0 R +/A 833 0 R +/Parent 779 0 R +/Prev 823 0 R +/Next 847 0 R +/First 839 0 R +/Last 843 0 R +/Count -2 +>> endobj +831 0 obj << +/Title 832 0 R +/A 829 0 R +/Parent 823 0 R +/Prev 827 0 R +>> endobj +827 0 obj << +/Title 828 0 R +/A 825 0 R +/Parent 823 0 R +/Next 831 0 R +>> endobj +823 0 obj << +/Title 824 0 R +/A 821 0 R +/Parent 779 0 R +/Prev 783 0 R +/Next 835 0 R +/First 827 0 R +/Last 831 0 R +/Count -2 +>> endobj +819 0 obj << +/Title 820 0 R +/A 817 0 R +/Parent 783 0 R +/Prev 815 0 R +>> endobj +815 0 obj << +/Title 816 0 R +/A 813 0 R +/Parent 783 0 R +/Prev 811 0 R +/Next 819 0 R +>> endobj +811 0 obj << +/Title 812 0 R +/A 809 0 R +/Parent 783 0 R +/Prev 807 0 R +/Next 815 0 R +>> endobj +807 0 obj << +/Title 808 0 R +/A 805 0 R +/Parent 783 0 R +/Prev 803 0 R +/Next 811 0 R +>> endobj +803 0 obj << +/Title 804 0 R +/A 801 0 R +/Parent 783 0 R +/Prev 799 0 R +/Next 807 0 R +>> endobj +799 0 obj << +/Title 800 0 R +/A 797 0 R +/Parent 783 0 R +/Prev 795 0 R +/Next 803 0 R +>> endobj +795 0 obj << +/Title 796 0 R +/A 793 0 R +/Parent 783 0 R +/Prev 791 0 R +/Next 799 0 R +>> endobj +791 0 obj << +/Title 792 0 R +/A 789 0 R +/Parent 783 0 R +/Prev 787 0 R +/Next 795 0 R +>> endobj +787 0 obj << +/Title 788 0 R +/A 785 0 R +/Parent 783 0 R +/Next 791 0 R +>> endobj +783 0 obj << +/Title 784 0 R +/A 781 0 R +/Parent 779 0 R +/Next 823 0 R +/First 787 0 R +/Last 819 0 R +/Count -9 +>> endobj +779 0 obj << +/Title 780 0 R +/A 777 0 R +/Parent 4151 0 R +/Prev 715 0 R +/First 783 0 R +/Last 847 0 R +/Count 4 +>> endobj +775 0 obj << +/Title 776 0 R +/A 773 0 R +/Parent 755 0 R +/Prev 763 0 R +>> endobj +771 0 obj << +/Title 772 0 R +/A 769 0 R +/Parent 763 0 R +/Prev 767 0 R +>> endobj +767 0 obj << +/Title 768 0 R +/A 765 0 R +/Parent 763 0 R +/Next 771 0 R +>> endobj +763 0 obj << +/Title 764 0 R +/A 761 0 R +/Parent 755 0 R +/Prev 759 0 R +/Next 775 0 R +/First 767 0 R +/Last 771 0 R +/Count -2 +>> endobj +759 0 obj << +/Title 760 0 R +/A 757 0 R +/Parent 755 0 R +/Next 763 0 R +>> endobj +755 0 obj << +/Title 756 0 R +/A 753 0 R +/Parent 715 0 R +/Prev 719 0 R +/First 759 0 R +/Last 775 0 R +/Count -3 +>> endobj +751 0 obj << +/Title 752 0 R +/A 749 0 R +/Parent 735 0 R +/Prev 747 0 R +>> endobj +747 0 obj << +/Title 748 0 R +/A 745 0 R +/Parent 735 0 R +/Prev 743 0 R +/Next 751 0 R +>> endobj +743 0 obj << +/Title 744 0 R +/A 741 0 R +/Parent 735 0 R +/Prev 739 0 R +/Next 747 0 R +>> endobj +739 0 obj << +/Title 740 0 R +/A 737 0 R +/Parent 735 0 R +/Next 743 0 R +>> endobj +735 0 obj << +/Title 736 0 R +/A 733 0 R +/Parent 719 0 R +/Prev 731 0 R +/First 739 0 R +/Last 751 0 R +/Count -4 +>> endobj +731 0 obj << +/Title 732 0 R +/A 729 0 R +/Parent 719 0 R +/Prev 723 0 R +/Next 735 0 R +>> endobj +727 0 obj << +/Title 728 0 R +/A 725 0 R +/Parent 723 0 R +>> endobj +723 0 obj << +/Title 724 0 R +/A 721 0 R +/Parent 719 0 R +/Next 731 0 R +/First 727 0 R +/Last 727 0 R +/Count -1 +>> endobj +719 0 obj << +/Title 720 0 R +/A 717 0 R +/Parent 715 0 R +/Next 755 0 R +/First 723 0 R +/Last 735 0 R +/Count -3 +>> endobj +715 0 obj << +/Title 716 0 R +/A 713 0 R +/Parent 4151 0 R +/Prev 571 0 R +/Next 779 0 R +/First 719 0 R +/Last 755 0 R +/Count 2 +>> endobj +711 0 obj << +/Title 712 0 R +/A 709 0 R +/Parent 695 0 R +/Prev 707 0 R +>> endobj +707 0 obj << +/Title 708 0 R +/A 705 0 R +/Parent 695 0 R +/Prev 703 0 R +/Next 711 0 R +>> endobj +703 0 obj << +/Title 704 0 R +/A 701 0 R +/Parent 695 0 R +/Prev 699 0 R +/Next 707 0 R +>> endobj +699 0 obj << +/Title 700 0 R +/A 697 0 R +/Parent 695 0 R +/Next 703 0 R +>> endobj +695 0 obj << +/Title 696 0 R +/A 693 0 R +/Parent 571 0 R +/Prev 611 0 R +/First 699 0 R +/Last 711 0 R +/Count -4 +>> endobj +691 0 obj << +/Title 692 0 R +/A 689 0 R +/Parent 667 0 R +/Prev 687 0 R +>> endobj +687 0 obj << +/Title 688 0 R +/A 685 0 R +/Parent 667 0 R +/Prev 683 0 R +/Next 691 0 R +>> endobj +683 0 obj << +/Title 684 0 R +/A 681 0 R +/Parent 667 0 R +/Prev 679 0 R +/Next 687 0 R +>> endobj +679 0 obj << +/Title 680 0 R +/A 677 0 R +/Parent 667 0 R +/Prev 675 0 R +/Next 683 0 R +>> endobj +675 0 obj << +/Title 676 0 R +/A 673 0 R +/Parent 667 0 R +/Prev 671 0 R +/Next 679 0 R +>> endobj +671 0 obj << +/Title 672 0 R +/A 669 0 R +/Parent 667 0 R +/Next 675 0 R +>> endobj +667 0 obj << +/Title 668 0 R +/A 665 0 R +/Parent 611 0 R +/Prev 663 0 R +/First 671 0 R +/Last 691 0 R +/Count -6 +>> endobj +663 0 obj << +/Title 664 0 R +/A 661 0 R +/Parent 611 0 R +/Prev 615 0 R +/Next 667 0 R +>> endobj +659 0 obj << +/Title 660 0 R +/A 657 0 R +/Parent 615 0 R +/Prev 655 0 R +>> endobj +655 0 obj << +/Title 656 0 R +/A 653 0 R +/Parent 615 0 R +/Prev 651 0 R +/Next 659 0 R +>> endobj +651 0 obj << +/Title 652 0 R +/A 649 0 R +/Parent 615 0 R +/Prev 647 0 R +/Next 655 0 R +>> endobj +647 0 obj << +/Title 648 0 R +/A 645 0 R +/Parent 615 0 R +/Prev 643 0 R +/Next 651 0 R +>> endobj +643 0 obj << +/Title 644 0 R +/A 641 0 R +/Parent 615 0 R +/Prev 639 0 R +/Next 647 0 R +>> endobj +639 0 obj << +/Title 640 0 R +/A 637 0 R +/Parent 615 0 R +/Prev 635 0 R +/Next 643 0 R +>> endobj +635 0 obj << +/Title 636 0 R +/A 633 0 R +/Parent 615 0 R +/Prev 631 0 R +/Next 639 0 R +>> endobj +631 0 obj << +/Title 632 0 R +/A 629 0 R +/Parent 615 0 R +/Prev 627 0 R +/Next 635 0 R +>> endobj +627 0 obj << +/Title 628 0 R +/A 625 0 R +/Parent 615 0 R +/Prev 623 0 R +/Next 631 0 R +>> endobj +623 0 obj << +/Title 624 0 R +/A 621 0 R +/Parent 615 0 R +/Prev 619 0 R +/Next 627 0 R +>> endobj +619 0 obj << +/Title 620 0 R +/A 617 0 R +/Parent 615 0 R +/Next 623 0 R +>> endobj +615 0 obj << +/Title 616 0 R +/A 613 0 R +/Parent 611 0 R +/Next 663 0 R +/First 619 0 R +/Last 659 0 R +/Count -11 +>> endobj +611 0 obj << +/Title 612 0 R +/A 609 0 R +/Parent 571 0 R +/Prev 575 0 R +/Next 695 0 R +/First 615 0 R +/Last 667 0 R +/Count -3 +>> endobj +607 0 obj << +/Title 608 0 R +/A 605 0 R +/Parent 587 0 R +/Prev 603 0 R +>> endobj +603 0 obj << +/Title 604 0 R +/A 601 0 R +/Parent 587 0 R +/Prev 599 0 R +/Next 607 0 R +>> endobj +599 0 obj << +/Title 600 0 R +/A 597 0 R +/Parent 587 0 R +/Prev 595 0 R +/Next 603 0 R +>> endobj +595 0 obj << +/Title 596 0 R +/A 593 0 R +/Parent 587 0 R +/Prev 591 0 R +/Next 599 0 R +>> endobj +591 0 obj << +/Title 592 0 R +/A 589 0 R +/Parent 587 0 R +/Next 595 0 R +>> endobj +587 0 obj << +/Title 588 0 R +/A 585 0 R +/Parent 575 0 R +/Prev 583 0 R +/First 591 0 R +/Last 607 0 R +/Count -5 +>> endobj +583 0 obj << +/Title 584 0 R +/A 581 0 R +/Parent 575 0 R +/Prev 579 0 R +/Next 587 0 R +>> endobj +579 0 obj << +/Title 580 0 R +/A 577 0 R +/Parent 575 0 R +/Next 583 0 R +>> endobj +575 0 obj << +/Title 576 0 R +/A 573 0 R +/Parent 571 0 R +/Next 611 0 R +/First 579 0 R +/Last 587 0 R +/Count -3 +>> endobj +571 0 obj << +/Title 572 0 R +/A 569 0 R +/Parent 4151 0 R +/Prev 259 0 R +/Next 715 0 R +/First 575 0 R +/Last 695 0 R +/Count 3 +>> endobj +567 0 obj << +/Title 568 0 R +/A 565 0 R +/Parent 507 0 R +/Prev 563 0 R +>> endobj +563 0 obj << +/Title 564 0 R +/A 561 0 R +/Parent 507 0 R +/Prev 559 0 R +/Next 567 0 R +>> endobj +559 0 obj << +/Title 560 0 R +/A 557 0 R +/Parent 507 0 R +/Prev 555 0 R +/Next 563 0 R +>> endobj +555 0 obj << +/Title 556 0 R +/A 553 0 R +/Parent 507 0 R +/Prev 551 0 R +/Next 559 0 R +>> endobj +551 0 obj << +/Title 552 0 R +/A 549 0 R +/Parent 507 0 R +/Prev 547 0 R +/Next 555 0 R +>> endobj +547 0 obj << +/Title 548 0 R +/A 545 0 R +/Parent 507 0 R +/Prev 543 0 R +/Next 551 0 R +>> endobj +543 0 obj << +/Title 544 0 R +/A 541 0 R +/Parent 507 0 R +/Prev 539 0 R +/Next 547 0 R +>> endobj +539 0 obj << +/Title 540 0 R +/A 537 0 R +/Parent 507 0 R +/Prev 535 0 R +/Next 543 0 R +>> endobj +535 0 obj << +/Title 536 0 R +/A 533 0 R +/Parent 507 0 R +/Prev 531 0 R +/Next 539 0 R +>> endobj +531 0 obj << +/Title 532 0 R +/A 529 0 R +/Parent 507 0 R +/Prev 527 0 R +/Next 535 0 R +>> endobj +527 0 obj << +/Title 528 0 R +/A 525 0 R +/Parent 507 0 R +/Prev 523 0 R +/Next 531 0 R +>> endobj +523 0 obj << +/Title 524 0 R +/A 521 0 R +/Parent 507 0 R +/Prev 519 0 R +/Next 527 0 R +>> endobj +519 0 obj << +/Title 520 0 R +/A 517 0 R +/Parent 507 0 R +/Prev 515 0 R +/Next 523 0 R +>> endobj +515 0 obj << +/Title 516 0 R +/A 513 0 R +/Parent 507 0 R +/Prev 511 0 R +/Next 519 0 R +>> endobj +511 0 obj << +/Title 512 0 R +/A 509 0 R +/Parent 507 0 R +/Next 515 0 R +>> endobj +507 0 obj << +/Title 508 0 R +/A 505 0 R +/Parent 471 0 R +/Prev 475 0 R +/First 511 0 R +/Last 567 0 R +/Count -15 +>> endobj +503 0 obj << +/Title 504 0 R +/A 501 0 R +/Parent 475 0 R +/Prev 499 0 R +>> endobj +499 0 obj << +/Title 500 0 R +/A 497 0 R +/Parent 475 0 R +/Prev 495 0 R +/Next 503 0 R +>> endobj +495 0 obj << +/Title 496 0 R +/A 493 0 R +/Parent 475 0 R +/Prev 491 0 R +/Next 499 0 R +>> endobj +491 0 obj << +/Title 492 0 R +/A 489 0 R +/Parent 475 0 R +/Prev 487 0 R +/Next 495 0 R +>> endobj +487 0 obj << +/Title 488 0 R +/A 485 0 R +/Parent 475 0 R +/Prev 483 0 R +/Next 491 0 R +>> endobj +483 0 obj << +/Title 484 0 R +/A 481 0 R +/Parent 475 0 R +/Prev 479 0 R +/Next 487 0 R +>> endobj +479 0 obj << +/Title 480 0 R +/A 477 0 R +/Parent 475 0 R +/Next 483 0 R +>> endobj +475 0 obj << +/Title 476 0 R +/A 473 0 R +/Parent 471 0 R +/Next 507 0 R +/First 479 0 R +/Last 503 0 R +/Count -7 +>> endobj +471 0 obj << +/Title 472 0 R +/A 469 0 R +/Parent 259 0 R +/Prev 263 0 R +/First 475 0 R +/Last 507 0 R +/Count -2 +>> endobj +467 0 obj << +/Title 468 0 R +/A 465 0 R +/Parent 323 0 R +/Prev 463 0 R +>> endobj +463 0 obj << +/Title 464 0 R +/A 461 0 R +/Parent 323 0 R +/Prev 459 0 R +/Next 467 0 R +>> endobj +459 0 obj << +/Title 460 0 R +/A 457 0 R +/Parent 323 0 R +/Prev 455 0 R +/Next 463 0 R +>> endobj +455 0 obj << +/Title 456 0 R +/A 453 0 R +/Parent 323 0 R +/Prev 451 0 R +/Next 459 0 R +>> endobj +451 0 obj << +/Title 452 0 R +/A 449 0 R +/Parent 323 0 R +/Prev 447 0 R +/Next 455 0 R +>> endobj +447 0 obj << +/Title 448 0 R +/A 445 0 R +/Parent 323 0 R +/Prev 443 0 R +/Next 451 0 R +>> endobj +443 0 obj << +/Title 444 0 R +/A 441 0 R +/Parent 323 0 R +/Prev 439 0 R +/Next 447 0 R +>> endobj +439 0 obj << +/Title 440 0 R +/A 437 0 R +/Parent 323 0 R +/Prev 435 0 R +/Next 443 0 R +>> endobj +435 0 obj << +/Title 436 0 R +/A 433 0 R +/Parent 323 0 R +/Prev 431 0 R +/Next 439 0 R +>> endobj +431 0 obj << +/Title 432 0 R +/A 429 0 R +/Parent 323 0 R +/Prev 427 0 R +/Next 435 0 R +>> endobj +427 0 obj << +/Title 428 0 R +/A 425 0 R +/Parent 323 0 R +/Prev 423 0 R +/Next 431 0 R +>> endobj +423 0 obj << +/Title 424 0 R +/A 421 0 R +/Parent 323 0 R +/Prev 419 0 R +/Next 427 0 R +>> endobj +419 0 obj << +/Title 420 0 R +/A 417 0 R +/Parent 323 0 R +/Prev 415 0 R +/Next 423 0 R +>> endobj +415 0 obj << +/Title 416 0 R +/A 413 0 R +/Parent 323 0 R +/Prev 411 0 R +/Next 419 0 R +>> endobj +411 0 obj << +/Title 412 0 R +/A 409 0 R +/Parent 323 0 R +/Prev 407 0 R +/Next 415 0 R +>> endobj +407 0 obj << +/Title 408 0 R +/A 405 0 R +/Parent 323 0 R +/Prev 403 0 R +/Next 411 0 R +>> endobj +403 0 obj << +/Title 404 0 R +/A 401 0 R +/Parent 323 0 R +/Prev 399 0 R +/Next 407 0 R +>> endobj +399 0 obj << +/Title 400 0 R +/A 397 0 R +/Parent 323 0 R +/Prev 395 0 R +/Next 403 0 R +>> endobj +395 0 obj << +/Title 396 0 R +/A 393 0 R +/Parent 323 0 R +/Prev 391 0 R +/Next 399 0 R +>> endobj +391 0 obj << +/Title 392 0 R +/A 389 0 R +/Parent 323 0 R +/Prev 387 0 R +/Next 395 0 R +>> endobj +387 0 obj << +/Title 388 0 R +/A 385 0 R +/Parent 323 0 R +/Prev 383 0 R +/Next 391 0 R +>> endobj +383 0 obj << +/Title 384 0 R +/A 381 0 R +/Parent 323 0 R +/Prev 379 0 R +/Next 387 0 R +>> endobj +379 0 obj << +/Title 380 0 R +/A 377 0 R +/Parent 323 0 R +/Prev 375 0 R +/Next 383 0 R +>> endobj +375 0 obj << +/Title 376 0 R +/A 373 0 R +/Parent 323 0 R +/Prev 371 0 R +/Next 379 0 R +>> endobj +371 0 obj << +/Title 372 0 R +/A 369 0 R +/Parent 323 0 R +/Prev 367 0 R +/Next 375 0 R +>> endobj +367 0 obj << +/Title 368 0 R +/A 365 0 R +/Parent 323 0 R +/Prev 363 0 R +/Next 371 0 R +>> endobj +363 0 obj << +/Title 364 0 R +/A 361 0 R +/Parent 323 0 R +/Prev 359 0 R +/Next 367 0 R +>> endobj +359 0 obj << +/Title 360 0 R +/A 357 0 R +/Parent 323 0 R +/Prev 355 0 R +/Next 363 0 R +>> endobj +355 0 obj << +/Title 356 0 R +/A 353 0 R +/Parent 323 0 R +/Prev 351 0 R +/Next 359 0 R +>> endobj +351 0 obj << +/Title 352 0 R +/A 349 0 R +/Parent 323 0 R +/Prev 347 0 R +/Next 355 0 R +>> endobj +347 0 obj << +/Title 348 0 R +/A 345 0 R +/Parent 323 0 R +/Prev 343 0 R +/Next 351 0 R +>> endobj +343 0 obj << +/Title 344 0 R +/A 341 0 R +/Parent 323 0 R +/Prev 339 0 R +/Next 347 0 R +>> endobj +339 0 obj << +/Title 340 0 R +/A 337 0 R +/Parent 323 0 R +/Prev 335 0 R +/Next 343 0 R +>> endobj +335 0 obj << +/Title 336 0 R +/A 333 0 R +/Parent 323 0 R +/Prev 331 0 R +/Next 339 0 R +>> endobj +331 0 obj << +/Title 332 0 R +/A 329 0 R +/Parent 323 0 R +/Prev 327 0 R +/Next 335 0 R +>> endobj +327 0 obj << +/Title 328 0 R +/A 325 0 R +/Parent 323 0 R +/Next 331 0 R +>> endobj +323 0 obj << +/Title 324 0 R +/A 321 0 R +/Parent 263 0 R +/Prev 311 0 R +/First 327 0 R +/Last 467 0 R +/Count -36 +>> endobj +319 0 obj << +/Title 320 0 R +/A 317 0 R +/Parent 311 0 R +/Prev 315 0 R +>> endobj +315 0 obj << +/Title 316 0 R +/A 313 0 R +/Parent 311 0 R +/Next 319 0 R +>> endobj +311 0 obj << +/Title 312 0 R +/A 309 0 R +/Parent 263 0 R +/Prev 299 0 R +/Next 323 0 R +/First 315 0 R +/Last 319 0 R +/Count -2 +>> endobj +307 0 obj << +/Title 308 0 R +/A 305 0 R +/Parent 299 0 R +/Prev 303 0 R +>> endobj +303 0 obj << +/Title 304 0 R +/A 301 0 R +/Parent 299 0 R +/Next 307 0 R +>> endobj +299 0 obj << +/Title 300 0 R +/A 297 0 R +/Parent 263 0 R +/Prev 267 0 R +/Next 311 0 R +/First 303 0 R +/Last 307 0 R +/Count -2 +>> endobj +295 0 obj << +/Title 296 0 R +/A 293 0 R +/Parent 267 0 R +/Prev 291 0 R +>> endobj +291 0 obj << +/Title 292 0 R +/A 289 0 R +/Parent 267 0 R +/Prev 287 0 R +/Next 295 0 R +>> endobj +287 0 obj << +/Title 288 0 R +/A 285 0 R +/Parent 267 0 R +/Prev 283 0 R +/Next 291 0 R +>> endobj +283 0 obj << +/Title 284 0 R +/A 281 0 R +/Parent 267 0 R +/Prev 279 0 R +/Next 287 0 R +>> endobj +279 0 obj << +/Title 280 0 R +/A 277 0 R +/Parent 267 0 R +/Prev 275 0 R +/Next 283 0 R +>> endobj +275 0 obj << +/Title 276 0 R +/A 273 0 R +/Parent 267 0 R +/Prev 271 0 R +/Next 279 0 R +>> endobj +271 0 obj << +/Title 272 0 R +/A 269 0 R +/Parent 267 0 R +/Next 275 0 R +>> endobj +267 0 obj << +/Title 268 0 R +/A 265 0 R +/Parent 263 0 R +/Next 299 0 R +/First 271 0 R +/Last 295 0 R +/Count -7 +>> endobj +263 0 obj << +/Title 264 0 R +/A 261 0 R +/Parent 259 0 R +/Next 471 0 R +/First 267 0 R +/Last 323 0 R +/Count -4 +>> endobj +259 0 obj << +/Title 260 0 R +/A 257 0 R +/Parent 4151 0 R +/Prev 83 0 R +/Next 571 0 R +/First 263 0 R +/Last 471 0 R +/Count 2 +>> endobj +255 0 obj << +/Title 256 0 R +/A 253 0 R +/Parent 235 0 R +/Prev 251 0 R +>> endobj +251 0 obj << +/Title 252 0 R +/A 249 0 R +/Parent 235 0 R +/Prev 247 0 R +/Next 255 0 R +>> endobj +247 0 obj << +/Title 248 0 R +/A 245 0 R +/Parent 235 0 R +/Prev 243 0 R +/Next 251 0 R +>> endobj +243 0 obj << +/Title 244 0 R +/A 241 0 R +/Parent 235 0 R +/Prev 239 0 R +/Next 247 0 R +>> endobj +239 0 obj << +/Title 240 0 R +/A 237 0 R +/Parent 235 0 R +/Next 243 0 R +>> endobj +235 0 obj << +/Title 236 0 R +/A 233 0 R +/Parent 83 0 R +/Prev 211 0 R +/First 239 0 R +/Last 255 0 R +/Count -5 +>> endobj +231 0 obj << +/Title 232 0 R +/A 229 0 R +/Parent 211 0 R +/Prev 227 0 R +>> endobj +227 0 obj << +/Title 228 0 R +/A 225 0 R +/Parent 211 0 R +/Prev 223 0 R +/Next 231 0 R +>> endobj +223 0 obj << +/Title 224 0 R +/A 221 0 R +/Parent 211 0 R +/Prev 219 0 R +/Next 227 0 R +>> endobj +219 0 obj << +/Title 220 0 R +/A 217 0 R +/Parent 211 0 R +/Prev 215 0 R +/Next 223 0 R +>> endobj +215 0 obj << +/Title 216 0 R +/A 213 0 R +/Parent 211 0 R +/Next 219 0 R +>> endobj +211 0 obj << +/Title 212 0 R +/A 209 0 R +/Parent 83 0 R +/Prev 207 0 R +/Next 235 0 R +/First 215 0 R +/Last 231 0 R +/Count -5 +>> endobj +207 0 obj << +/Title 208 0 R +/A 205 0 R +/Parent 83 0 R +/Prev 203 0 R +/Next 211 0 R +>> endobj +203 0 obj << +/Title 204 0 R +/A 201 0 R +/Parent 83 0 R +/Prev 155 0 R +/Next 207 0 R +>> endobj +199 0 obj << +/Title 200 0 R +/A 197 0 R +/Parent 155 0 R +/Prev 195 0 R +>> endobj +195 0 obj << +/Title 196 0 R +/A 193 0 R +/Parent 155 0 R +/Prev 191 0 R +/Next 199 0 R +>> endobj +191 0 obj << +/Title 192 0 R +/A 189 0 R +/Parent 155 0 R +/Prev 187 0 R +/Next 195 0 R +>> endobj +187 0 obj << +/Title 188 0 R +/A 185 0 R +/Parent 155 0 R +/Prev 183 0 R +/Next 191 0 R +>> endobj +183 0 obj << +/Title 184 0 R +/A 181 0 R +/Parent 155 0 R +/Prev 179 0 R +/Next 187 0 R +>> endobj +179 0 obj << +/Title 180 0 R +/A 177 0 R +/Parent 155 0 R +/Prev 175 0 R +/Next 183 0 R +>> endobj +175 0 obj << +/Title 176 0 R +/A 173 0 R +/Parent 155 0 R +/Prev 171 0 R +/Next 179 0 R +>> endobj +171 0 obj << +/Title 172 0 R +/A 169 0 R +/Parent 155 0 R +/Prev 167 0 R +/Next 175 0 R +>> endobj +167 0 obj << +/Title 168 0 R +/A 165 0 R +/Parent 155 0 R +/Prev 163 0 R +/Next 171 0 R +>> endobj +163 0 obj << +/Title 164 0 R +/A 161 0 R +/Parent 155 0 R +/Prev 159 0 R +/Next 167 0 R +>> endobj +159 0 obj << +/Title 160 0 R +/A 157 0 R +/Parent 155 0 R +/Next 163 0 R +>> endobj +155 0 obj << +/Title 156 0 R +/A 153 0 R +/Parent 83 0 R +/Prev 135 0 R +/Next 203 0 R +/First 159 0 R +/Last 199 0 R +/Count -11 +>> endobj +151 0 obj << +/Title 152 0 R +/A 149 0 R +/Parent 135 0 R +/Prev 147 0 R +>> endobj +147 0 obj << +/Title 148 0 R +/A 145 0 R +/Parent 135 0 R +/Prev 143 0 R +/Next 151 0 R +>> endobj +143 0 obj << +/Title 144 0 R +/A 141 0 R +/Parent 135 0 R +/Prev 139 0 R +/Next 147 0 R +>> endobj +139 0 obj << +/Title 140 0 R +/A 137 0 R +/Parent 135 0 R +/Next 143 0 R +>> endobj +135 0 obj << +/Title 136 0 R +/A 133 0 R +/Parent 83 0 R +/Prev 103 0 R +/Next 155 0 R +/First 139 0 R +/Last 151 0 R +/Count -4 +>> endobj +131 0 obj << +/Title 132 0 R +/A 129 0 R +/Parent 107 0 R +/Prev 127 0 R +>> endobj +127 0 obj << +/Title 128 0 R +/A 125 0 R +/Parent 107 0 R +/Prev 123 0 R +/Next 131 0 R +>> endobj +123 0 obj << +/Title 124 0 R +/A 121 0 R +/Parent 107 0 R +/Prev 119 0 R +/Next 127 0 R +>> endobj +119 0 obj << +/Title 120 0 R +/A 117 0 R +/Parent 107 0 R +/Prev 115 0 R +/Next 123 0 R +>> endobj +115 0 obj << +/Title 116 0 R +/A 113 0 R +/Parent 107 0 R +/Prev 111 0 R +/Next 119 0 R +>> endobj +111 0 obj << +/Title 112 0 R +/A 109 0 R +/Parent 107 0 R +/Next 115 0 R +>> endobj +107 0 obj << +/Title 108 0 R +/A 105 0 R +/Parent 103 0 R +/First 111 0 R +/Last 131 0 R +/Count -6 +>> endobj +103 0 obj << +/Title 104 0 R +/A 101 0 R +/Parent 83 0 R +/Prev 91 0 R +/Next 135 0 R +/First 107 0 R +/Last 107 0 R +/Count -1 +>> endobj +99 0 obj << +/Title 100 0 R +/A 97 0 R +/Parent 91 0 R +/Prev 95 0 R +>> endobj +95 0 obj << +/Title 96 0 R +/A 93 0 R +/Parent 91 0 R +/Next 99 0 R +>> endobj +91 0 obj << +/Title 92 0 R +/A 89 0 R +/Parent 83 0 R +/Prev 87 0 R +/Next 103 0 R +/First 95 0 R +/Last 99 0 R +/Count -2 +>> endobj +87 0 obj << +/Title 88 0 R +/A 85 0 R +/Parent 83 0 R +/Next 91 0 R +>> endobj +83 0 obj << +/Title 84 0 R +/A 81 0 R +/Parent 4151 0 R +/Prev 19 0 R +/Next 259 0 R +/First 87 0 R +/Last 235 0 R +/Count 9 +>> endobj +79 0 obj << +/Title 80 0 R +/A 77 0 R +/Parent 75 0 R +>> endobj +75 0 obj << +/Title 76 0 R +/A 73 0 R +/Parent 19 0 R +/Prev 59 0 R +/First 79 0 R +/Last 79 0 R +/Count -1 +>> endobj +71 0 obj << +/Title 72 0 R +/A 69 0 R +/Parent 59 0 R +/Prev 67 0 R +>> endobj +67 0 obj << +/Title 68 0 R +/A 65 0 R +/Parent 59 0 R +/Prev 63 0 R +/Next 71 0 R +>> endobj +63 0 obj << +/Title 64 0 R +/A 61 0 R +/Parent 59 0 R +/Next 67 0 R +>> endobj +59 0 obj << +/Title 60 0 R +/A 57 0 R +/Parent 19 0 R +/Prev 55 0 R +/Next 75 0 R +/First 63 0 R +/Last 71 0 R +/Count -3 +>> endobj +55 0 obj << +/Title 56 0 R +/A 53 0 R +/Parent 19 0 R +/Prev 35 0 R +/Next 59 0 R +>> endobj +51 0 obj << +/Title 52 0 R +/A 49 0 R +/Parent 35 0 R +/Prev 47 0 R +>> endobj +47 0 obj << +/Title 48 0 R +/A 45 0 R +/Parent 35 0 R +/Prev 43 0 R +/Next 51 0 R +>> endobj +43 0 obj << +/Title 44 0 R +/A 41 0 R +/Parent 35 0 R +/Prev 39 0 R +/Next 47 0 R +>> endobj +39 0 obj << +/Title 40 0 R +/A 37 0 R +/Parent 35 0 R +/Next 43 0 R +>> endobj +35 0 obj << +/Title 36 0 R +/A 33 0 R +/Parent 19 0 R +/Prev 31 0 R +/Next 55 0 R +/First 39 0 R +/Last 51 0 R +/Count -4 +>> endobj +31 0 obj << +/Title 32 0 R +/A 29 0 R +/Parent 19 0 R +/Prev 27 0 R +/Next 35 0 R +>> endobj +27 0 obj << +/Title 28 0 R +/A 25 0 R +/Parent 19 0 R +/Prev 23 0 R +/Next 31 0 R +>> endobj +23 0 obj << +/Title 24 0 R +/A 21 0 R +/Parent 19 0 R +/Next 27 0 R +>> endobj +19 0 obj << +/Title 20 0 R +/A 17 0 R +/Parent 4151 0 R +/Prev 3 0 R +/Next 83 0 R +/First 23 0 R +/Last 75 0 R +/Count 7 +>> endobj +15 0 obj << +/Title 16 0 R +/A 13 0 R +/Parent 3 0 R +/Prev 11 0 R +>> endobj +11 0 obj << +/Title 12 0 R +/A 9 0 R +/Parent 3 0 R +/Prev 7 0 R +/Next 15 0 R +>> endobj +7 0 obj << +/Title 8 0 R +/A 5 0 R +/Parent 3 0 R +/Next 11 0 R +>> endobj +3 0 obj << +/Title 4 0 R +/A 1 0 R +/Parent 4151 0 R +/Next 19 0 R +/First 7 0 R +/Last 15 0 R +/Count 3 +>> endobj +4152 0 obj << +/Names [(Doc-Start) 862 0 R (Hfootnote.1) 1588 0 R (Item.1) 2958 0 R (Item.2) 2959 0 R (Item.3) 2960 0 R (Item.4) 2965 0 R] +/Limits [(Doc-Start) (Item.4)] +>> endobj +4153 0 obj << +/Names [(Item.5) 2966 0 R (algorithm.2.1) 1281 0 R (algorithm.2.2) 1322 0 R (algorithm.2.3) 1323 0 R (algorithm.2.4) 1363 0 R (algorithm.2.5) 1371 0 R] +/Limits [(Item.5) (algorithm.2.5)] +>> endobj +4154 0 obj << +/Names [(algorithm.2.6) 1589 0 R (chapter*.4) 904 0 R (chapter.1) 2 0 R (chapter.2) 18 0 R (chapter.3) 82 0 R (chapter.4) 258 0 R] +/Limits [(algorithm.2.6) (chapter.4)] +>> endobj +4155 0 obj << +/Names [(chapter.5) 570 0 R (chapter.6) 714 0 R (chapter.7) 778 0 R (equation.2.3.1) 1338 0 R (equation.2.3.2) 1339 0 R (equation.2.3.3) 1350 0 R] +/Limits [(chapter.5) (equation.2.3.3)] +>> endobj +4156 0 obj << +/Names [(equation.2.3.5) 1376 0 R (equation.2.4.10) 1392 0 R (equation.2.4.101) 1489 0 R (equation.2.4.102) 1494 0 R (equation.2.4.103) 1495 0 R (equation.2.4.106) 1496 0 R] +/Limits [(equation.2.3.5) (equation.2.4.106)] +>> endobj +4157 0 obj << +/Names [(equation.2.4.107) 1498 0 R (equation.2.4.109) 1503 0 R (equation.2.4.11) 1393 0 R (equation.2.4.112) 1504 0 R (equation.2.4.115) 1505 0 R (equation.2.4.117) 1506 0 R] +/Limits [(equation.2.4.107) (equation.2.4.117)] +>> endobj +4158 0 obj << +/Names [(equation.2.4.121) 1507 0 R (equation.2.4.122) 1512 0 R (equation.2.4.123) 1513 0 R (equation.2.4.124) 1514 0 R (equation.2.4.125) 1515 0 R (equation.2.4.13) 1394 0 R] +/Limits [(equation.2.4.121) (equation.2.4.13)] +>> endobj +4159 0 obj << +/Names [(equation.2.4.130) 1516 0 R (equation.2.4.131) 1517 0 R (equation.2.4.132) 1522 0 R (equation.2.4.14) 1399 0 R (equation.2.4.149) 1528 0 R (equation.2.4.15) 1400 0 R] +/Limits [(equation.2.4.130) (equation.2.4.15)] +>> endobj +4160 0 obj << +/Names [(equation.2.4.154) 1529 0 R (equation.2.4.156) 1537 0 R (equation.2.4.159) 1538 0 R (equation.2.4.161) 1539 0 R (equation.2.4.17) 1401 0 R (equation.2.4.18) 1402 0 R] +/Limits [(equation.2.4.154) (equation.2.4.18)] +>> endobj +4161 0 obj << +/Names [(equation.2.4.19) 1403 0 R (equation.2.4.21) 1404 0 R (equation.2.4.22) 1405 0 R (equation.2.4.23) 1411 0 R (equation.2.4.25) 1412 0 R (equation.2.4.26) 1413 0 R] +/Limits [(equation.2.4.19) (equation.2.4.26)] +>> endobj +4162 0 obj << +/Names [(equation.2.4.27) 1414 0 R (equation.2.4.29) 1415 0 R (equation.2.4.30) 1416 0 R (equation.2.4.31) 1417 0 R (equation.2.4.36) 1423 0 R (equation.2.4.37) 1424 0 R] +/Limits [(equation.2.4.27) (equation.2.4.37)] +>> endobj +4163 0 obj << +/Names [(equation.2.4.38) 1425 0 R (equation.2.4.43) 1426 0 R (equation.2.4.44) 1427 0 R (equation.2.4.45) 1432 0 R (equation.2.4.47) 1433 0 R (equation.2.4.48) 1434 0 R] +/Limits [(equation.2.4.38) (equation.2.4.48)] +>> endobj +4164 0 obj << +/Names [(equation.2.4.49) 1435 0 R (equation.2.4.51) 1436 0 R (equation.2.4.52) 1437 0 R (equation.2.4.53) 1438 0 R (equation.2.4.55) 1439 0 R (equation.2.4.56) 1444 0 R] +/Limits [(equation.2.4.49) (equation.2.4.56)] +>> endobj +4165 0 obj << +/Names [(equation.2.4.57) 1445 0 R (equation.2.4.59) 1446 0 R (equation.2.4.6) 1382 0 R (equation.2.4.62) 1447 0 R (equation.2.4.63) 1448 0 R (equation.2.4.64) 1449 0 R] +/Limits [(equation.2.4.57) (equation.2.4.64)] +>> endobj +4166 0 obj << +/Names [(equation.2.4.65) 1454 0 R (equation.2.4.66) 1455 0 R (equation.2.4.69) 1456 0 R (equation.2.4.7) 1383 0 R (equation.2.4.70) 1457 0 R (equation.2.4.71) 1458 0 R] +/Limits [(equation.2.4.65) (equation.2.4.71)] +>> endobj +4167 0 obj << +/Names [(equation.2.4.72) 1459 0 R (equation.2.4.73) 1460 0 R (equation.2.4.76) 1465 0 R (equation.2.4.77) 1466 0 R (equation.2.4.78) 1467 0 R (equation.2.4.81) 1468 0 R] +/Limits [(equation.2.4.72) (equation.2.4.81)] +>> endobj +4168 0 obj << +/Names [(equation.2.4.82) 1469 0 R (equation.2.4.83) 1470 0 R (equation.2.4.84) 1476 0 R (equation.2.4.85) 1477 0 R (equation.2.4.88) 1478 0 R (equation.2.4.9) 1391 0 R] +/Limits [(equation.2.4.82) (equation.2.4.9)] +>> endobj +4169 0 obj << +/Names [(equation.2.4.91) 1479 0 R (equation.2.4.92) 1480 0 R (equation.2.4.93) 1485 0 R (equation.2.4.94) 1486 0 R (equation.2.4.95) 1487 0 R (equation.2.4.98) 1488 0 R] +/Limits [(equation.2.4.91) (equation.2.4.98)] +>> endobj +4170 0 obj << +/Names [(equation.2.5.162) 1548 0 R (equation.2.5.163) 1549 0 R (equation.2.5.164) 1550 0 R (equation.2.5.165) 1556 0 R (equation.2.5.170) 1561 0 R (equation.2.5.172) 1562 0 R] +/Limits [(equation.2.5.162) (equation.2.5.172)] +>> endobj +4171 0 obj << +/Names [(equation.2.6.174) 1563 0 R (equation.2.6.176) 1574 0 R (equation.2.6.177) 1575 0 R (equation.2.6.178) 1603 0 R (equation.2.6.183) 1608 0 R (equation.2.6.196) 1609 0 R] +/Limits [(equation.2.6.174) (equation.2.6.196)] +>> endobj +4172 0 obj << +/Names [(equation.2.6.198) 1610 0 R (figure.1.1) 1145 0 R (figure.1.2) 1255 0 R (figure.1.3) 1256 0 R (figure.1.4) 1270 0 R (figure.1.5) 1271 0 R] +/Limits [(equation.2.6.198) (figure.1.5)] +>> endobj +4173 0 obj << +/Names [(figure.2.1) 1307 0 R (figure.2.2) 1310 0 R (figure.2.3) 1311 0 R (figure.2.4) 1341 0 R (figure.2.5) 1342 0 R (figure.2.6) 1355 0 R] +/Limits [(figure.2.1) (figure.2.6)] +>> endobj +4174 0 obj << +/Names [(figure.2.7) 1540 0 R (figure.2.8) 1573 0 R (figure.2.9) 1590 0 R (figure.5.1) 2561 0 R (lstlisting.1.-1) 1150 0 R (lstlisting.1.-2) 1243 0 R] +/Limits [(figure.2.7) (lstlisting.1.-2)] +>> endobj +4175 0 obj << +/Names [(lstlisting.1.-3) 1245 0 R (lstlisting.3.-10) 1774 0 R (lstlisting.3.-11) 1786 0 R (lstlisting.3.-12) 1807 0 R (lstlisting.3.-13) 1817 0 R (lstlisting.3.-14) 1825 0 R] +/Limits [(lstlisting.1.-3) (lstlisting.3.-14)] +>> endobj +4176 0 obj << +/Names [(lstlisting.3.-15) 1855 0 R (lstlisting.3.-16) 1858 0 R (lstlisting.3.-17) 1880 0 R (lstlisting.3.-18) 1891 0 R (lstlisting.3.-19) 1893 0 R (lstlisting.3.-20) 1905 0 R] +/Limits [(lstlisting.3.-15) (lstlisting.3.-20)] +>> endobj +4177 0 obj << +/Names [(lstlisting.3.-21) 1911 0 R (lstlisting.3.-22) 1928 0 R (lstlisting.3.-23) 1930 0 R (lstlisting.3.-24) 1936 0 R (lstlisting.3.-25) 1938 0 R (lstlisting.3.-26) 1944 0 R] +/Limits [(lstlisting.3.-21) (lstlisting.3.-26)] +>> endobj +4178 0 obj << +/Names [(lstlisting.3.-27) 1952 0 R (lstlisting.3.-28) 1954 0 R (lstlisting.3.-29) 1971 0 R (lstlisting.3.-30) 1973 0 R (lstlisting.3.-31) 1975 0 R (lstlisting.3.-32) 1977 0 R] +/Limits [(lstlisting.3.-27) (lstlisting.3.-32)] +>> endobj +4179 0 obj << +/Names [(lstlisting.3.-33) 1984 0 R (lstlisting.3.-34) 1986 0 R (lstlisting.3.-35) 1988 0 R (lstlisting.3.-36) 1990 0 R (lstlisting.3.-37) 1992 0 R (lstlisting.3.-38) 1998 0 R] +/Limits [(lstlisting.3.-33) (lstlisting.3.-38)] +>> endobj +4180 0 obj << +/Names [(lstlisting.3.-39) 2020 0 R (lstlisting.3.-4) 1620 0 R (lstlisting.3.-40) 2023 0 R (lstlisting.3.-41) 2025 0 R (lstlisting.3.-42) 2027 0 R (lstlisting.3.-5) 1622 0 R] +/Limits [(lstlisting.3.-39) (lstlisting.3.-5)] +>> endobj +4181 0 obj << +/Names [(lstlisting.3.-6) 1709 0 R (lstlisting.3.-7) 1732 0 R (lstlisting.3.-8) 1762 0 R (lstlisting.3.-9) 1770 0 R (lstlisting.4.-100) 2405 0 R (lstlisting.4.-101) 2424 0 R] +/Limits [(lstlisting.3.-6) (lstlisting.4.-101)] +>> endobj +4182 0 obj << +/Names [(lstlisting.4.-102) 2431 0 R (lstlisting.4.-103) 2433 0 R (lstlisting.4.-104) 2453 0 R (lstlisting.4.-105) 2456 0 R (lstlisting.4.-106) 2458 0 R (lstlisting.4.-107) 2467 0 R] +/Limits [(lstlisting.4.-102) (lstlisting.4.-107)] +>> endobj +4183 0 obj << +/Names [(lstlisting.4.-108) 2472 0 R (lstlisting.4.-109) 2480 0 R (lstlisting.4.-110) 2483 0 R (lstlisting.4.-111) 2485 0 R (lstlisting.4.-112) 2491 0 R 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obj << +/Names [(lstnumber.-17.1) 1881 0 R (lstnumber.-17.2) 1882 0 R (lstnumber.-17.3) 1883 0 R (lstnumber.-17.4) 1884 0 R (lstnumber.-17.5) 1885 0 R (lstnumber.-17.6) 1886 0 R] +/Limits [(lstnumber.-17.1) (lstnumber.-17.6)] +>> endobj +4325 0 obj << +/Names [(lstnumber.-170.1) 3282 0 R (lstnumber.-170.10) 3291 0 R (lstnumber.-170.11) 3292 0 R (lstnumber.-170.12) 3293 0 R (lstnumber.-170.13) 3294 0 R (lstnumber.-170.14) 3295 0 R] +/Limits [(lstnumber.-170.1) (lstnumber.-170.14)] +>> endobj +4326 0 obj << +/Names [(lstnumber.-170.15) 3296 0 R (lstnumber.-170.16) 3297 0 R (lstnumber.-170.17) 3298 0 R (lstnumber.-170.18) 3299 0 R (lstnumber.-170.19) 3300 0 R (lstnumber.-170.2) 3283 0 R] +/Limits [(lstnumber.-170.15) (lstnumber.-170.2)] +>> endobj +4327 0 obj << +/Names [(lstnumber.-170.20) 3301 0 R (lstnumber.-170.3) 3284 0 R (lstnumber.-170.4) 3285 0 R (lstnumber.-170.5) 3286 0 R (lstnumber.-170.6) 3287 0 R (lstnumber.-170.7) 3288 0 R] +/Limits [(lstnumber.-170.20) (lstnumber.-170.7)] 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(lstnumber.-172.8)] +>> endobj +4332 0 obj << +/Names [(lstnumber.-172.9) 3329 0 R (lstnumber.-173.1) 3332 0 R (lstnumber.-173.10) 3341 0 R (lstnumber.-173.11) 3346 0 R (lstnumber.-173.2) 3333 0 R (lstnumber.-173.3) 3334 0 R] +/Limits [(lstnumber.-172.9) (lstnumber.-173.3)] +>> endobj +4333 0 obj << +/Names [(lstnumber.-173.4) 3335 0 R (lstnumber.-173.5) 3336 0 R (lstnumber.-173.6) 3337 0 R (lstnumber.-173.7) 3338 0 R (lstnumber.-173.8) 3339 0 R (lstnumber.-173.9) 3340 0 R] +/Limits [(lstnumber.-173.4) (lstnumber.-173.9)] +>> endobj +4334 0 obj << +/Names [(lstnumber.-174.1) 3348 0 R (lstnumber.-175.1) 3350 0 R (lstnumber.-176.1) 3352 0 R (lstnumber.-177.1) 3359 0 R (lstnumber.-177.10) 3368 0 R (lstnumber.-177.11) 3369 0 R] +/Limits [(lstnumber.-174.1) (lstnumber.-177.11)] +>> endobj +4335 0 obj << +/Names [(lstnumber.-177.12) 3370 0 R (lstnumber.-177.13) 3371 0 R (lstnumber.-177.14) 3372 0 R (lstnumber.-177.15) 3373 0 R (lstnumber.-177.16) 3374 0 R (lstnumber.-177.17) 3375 0 R] 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1923 0 R] +/Limits [(lstnumber.-2.1) (lstnumber.-21.12)] +>> endobj +4340 0 obj << +/Names [(lstnumber.-21.2) 1913 0 R (lstnumber.-21.3) 1914 0 R (lstnumber.-21.4) 1915 0 R (lstnumber.-21.5) 1916 0 R (lstnumber.-21.6) 1917 0 R (lstnumber.-21.7) 1918 0 R] +/Limits [(lstnumber.-21.2) (lstnumber.-21.7)] +>> endobj +4341 0 obj << +/Names [(lstnumber.-21.8) 1919 0 R (lstnumber.-21.9) 1920 0 R (lstnumber.-22.1) 1929 0 R (lstnumber.-23.1) 1931 0 R (lstnumber.-24.1) 1937 0 R (lstnumber.-25.1) 1939 0 R] +/Limits [(lstnumber.-21.8) (lstnumber.-25.1)] +>> endobj +4342 0 obj << +/Names [(lstnumber.-26.1) 1945 0 R (lstnumber.-26.2) 1946 0 R (lstnumber.-26.3) 1947 0 R (lstnumber.-26.4) 1948 0 R (lstnumber.-26.5) 1949 0 R (lstnumber.-26.6) 1950 0 R] +/Limits [(lstnumber.-26.1) (lstnumber.-26.6)] +>> endobj +4343 0 obj << +/Names [(lstnumber.-26.7) 1951 0 R (lstnumber.-27.1) 1953 0 R (lstnumber.-28.1) 1955 0 R (lstnumber.-28.10) 1969 0 R (lstnumber.-28.11) 1970 0 R (lstnumber.-28.2) 1956 0 R] +/Limits [(lstnumber.-26.7) (lstnumber.-28.2)] +>> endobj +4344 0 obj << +/Names [(lstnumber.-28.3) 1957 0 R (lstnumber.-28.4) 1958 0 R (lstnumber.-28.5) 1959 0 R (lstnumber.-28.6) 1960 0 R (lstnumber.-28.7) 1966 0 R (lstnumber.-28.8) 1967 0 R] +/Limits [(lstnumber.-28.3) (lstnumber.-28.8)] +>> endobj +4345 0 obj << +/Names [(lstnumber.-28.9) 1968 0 R (lstnumber.-29.1) 1972 0 R (lstnumber.-3.1) 1246 0 R (lstnumber.-30.1) 1974 0 R (lstnumber.-31.1) 1976 0 R (lstnumber.-32.1) 1978 0 R] +/Limits [(lstnumber.-28.9) (lstnumber.-32.1)] +>> endobj +4346 0 obj << +/Names [(lstnumber.-32.2) 1979 0 R (lstnumber.-33.1) 1985 0 R (lstnumber.-34.1) 1987 0 R (lstnumber.-35.1) 1989 0 R (lstnumber.-36.1) 1991 0 R (lstnumber.-37.1) 1993 0 R] +/Limits [(lstnumber.-32.2) (lstnumber.-37.1)] +>> endobj +4347 0 obj << +/Names [(lstnumber.-38.1) 1999 0 R (lstnumber.-38.10) 2008 0 R (lstnumber.-38.11) 2009 0 R (lstnumber.-38.12) 2010 0 R (lstnumber.-38.13) 2011 0 R (lstnumber.-38.14) 2012 0 R] +/Limits [(lstnumber.-38.1) (lstnumber.-38.14)] +>> endobj +4348 0 obj << +/Names [(lstnumber.-38.15) 2013 0 R (lstnumber.-38.16) 2014 0 R (lstnumber.-38.17) 2015 0 R (lstnumber.-38.2) 2000 0 R (lstnumber.-38.3) 2001 0 R (lstnumber.-38.4) 2002 0 R] +/Limits [(lstnumber.-38.15) (lstnumber.-38.4)] +>> endobj +4349 0 obj << +/Names [(lstnumber.-38.5) 2003 0 R (lstnumber.-38.6) 2004 0 R (lstnumber.-38.7) 2005 0 R (lstnumber.-38.8) 2006 0 R (lstnumber.-38.9) 2007 0 R (lstnumber.-39.1) 2021 0 R] +/Limits [(lstnumber.-38.5) (lstnumber.-39.1)] +>> endobj +4350 0 obj << +/Names [(lstnumber.-39.2) 2022 0 R (lstnumber.-4.1) 1621 0 R (lstnumber.-40.1) 2024 0 R (lstnumber.-41.1) 2026 0 R (lstnumber.-42.1) 2028 0 R (lstnumber.-43.1) 2034 0 R] +/Limits [(lstnumber.-39.2) (lstnumber.-43.1)] +>> endobj +4351 0 obj << +/Names [(lstnumber.-43.10) 2043 0 R (lstnumber.-43.11) 2044 0 R (lstnumber.-43.12) 2045 0 R (lstnumber.-43.13) 2046 0 R (lstnumber.-43.14) 2047 0 R (lstnumber.-43.15) 2048 0 R] +/Limits [(lstnumber.-43.10) (lstnumber.-43.15)] +>> endobj +4352 0 obj << +/Names [(lstnumber.-43.16) 2049 0 R (lstnumber.-43.17) 2054 0 R (lstnumber.-43.18) 2055 0 R (lstnumber.-43.19) 2056 0 R (lstnumber.-43.2) 2035 0 R (lstnumber.-43.20) 2057 0 R] +/Limits [(lstnumber.-43.16) (lstnumber.-43.20)] +>> endobj +4353 0 obj << +/Names [(lstnumber.-43.21) 2058 0 R (lstnumber.-43.22) 2059 0 R (lstnumber.-43.23) 2060 0 R (lstnumber.-43.24) 2061 0 R (lstnumber.-43.25) 2062 0 R (lstnumber.-43.26) 2063 0 R] +/Limits [(lstnumber.-43.21) (lstnumber.-43.26)] +>> endobj +4354 0 obj << +/Names [(lstnumber.-43.27) 2064 0 R (lstnumber.-43.28) 2065 0 R (lstnumber.-43.29) 2066 0 R (lstnumber.-43.3) 2036 0 R (lstnumber.-43.30) 2067 0 R (lstnumber.-43.31) 2068 0 R] +/Limits [(lstnumber.-43.27) (lstnumber.-43.31)] +>> endobj +4355 0 obj << +/Names [(lstnumber.-43.32) 2069 0 R (lstnumber.-43.33) 2070 0 R (lstnumber.-43.34) 2071 0 R (lstnumber.-43.35) 2072 0 R (lstnumber.-43.4) 2037 0 R (lstnumber.-43.5) 2038 0 R] 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[(lstnumber.-48.3) (lstnumber.-49.3)] +>> endobj +4360 0 obj << +/Names [(lstnumber.-49.4) 2110 0 R (lstnumber.-49.5) 2111 0 R (lstnumber.-49.6) 2112 0 R (lstnumber.-5.1) 1623 0 R (lstnumber.-5.10) 1636 0 R (lstnumber.-5.11) 1637 0 R] +/Limits [(lstnumber.-49.4) (lstnumber.-5.11)] +>> endobj +4361 0 obj << +/Names [(lstnumber.-5.12) 1638 0 R (lstnumber.-5.13) 1639 0 R (lstnumber.-5.14) 1640 0 R (lstnumber.-5.15) 1641 0 R (lstnumber.-5.16) 1642 0 R (lstnumber.-5.17) 1643 0 R] +/Limits [(lstnumber.-5.12) (lstnumber.-5.17)] +>> endobj +4362 0 obj << +/Names [(lstnumber.-5.18) 1644 0 R (lstnumber.-5.19) 1645 0 R (lstnumber.-5.2) 1624 0 R (lstnumber.-5.20) 1646 0 R (lstnumber.-5.21) 1647 0 R (lstnumber.-5.22) 1648 0 R] +/Limits [(lstnumber.-5.18) (lstnumber.-5.22)] +>> endobj +4363 0 obj << +/Names [(lstnumber.-5.23) 1649 0 R (lstnumber.-5.24) 1650 0 R (lstnumber.-5.25) 1651 0 R (lstnumber.-5.26) 1652 0 R (lstnumber.-5.27) 1653 0 R (lstnumber.-5.28) 1654 0 R] +/Limits [(lstnumber.-5.23) 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[(lstnumber.-6.14) 1723 0 R (lstnumber.-6.15) 1724 0 R (lstnumber.-6.16) 1725 0 R (lstnumber.-6.17) 1726 0 R (lstnumber.-6.2) 1711 0 R (lstnumber.-6.3) 1712 0 R] +/Limits [(lstnumber.-6.14) (lstnumber.-6.3)] +>> endobj +4377 0 obj << +/Names [(lstnumber.-6.4) 1713 0 R (lstnumber.-6.5) 1714 0 R (lstnumber.-6.6) 1715 0 R (lstnumber.-6.7) 1716 0 R (lstnumber.-6.8) 1717 0 R (lstnumber.-6.9) 1718 0 R] +/Limits [(lstnumber.-6.4) (lstnumber.-6.9)] +>> endobj +4378 0 obj << +/Names [(lstnumber.-60.1) 2201 0 R (lstnumber.-61.1) 2203 0 R (lstnumber.-62.1) 2205 0 R (lstnumber.-63.1) 2207 0 R (lstnumber.-63.2) 2208 0 R (lstnumber.-64.1) 2210 0 R] +/Limits [(lstnumber.-60.1) (lstnumber.-64.1)] +>> endobj +4379 0 obj << +/Names [(lstnumber.-64.2) 2211 0 R (lstnumber.-64.3) 2212 0 R (lstnumber.-64.4) 2213 0 R (lstnumber.-65.1) 2219 0 R (lstnumber.-65.2) 2220 0 R (lstnumber.-65.3) 2221 0 R] +/Limits [(lstnumber.-64.2) (lstnumber.-65.3)] +>> endobj +4380 0 obj << +/Names [(lstnumber.-65.4) 2222 0 R (lstnumber.-65.5) 2223 0 R (lstnumber.-65.6) 2224 0 R (lstnumber.-65.7) 2225 0 R (lstnumber.-66.1) 2231 0 R (lstnumber.-66.2) 2232 0 R] +/Limits [(lstnumber.-65.4) (lstnumber.-66.2)] +>> endobj +4381 0 obj << +/Names [(lstnumber.-67.1) 2234 0 R (lstnumber.-67.2) 2235 0 R (lstnumber.-67.3) 2236 0 R (lstnumber.-67.4) 2237 0 R (lstnumber.-67.5) 2238 0 R (lstnumber.-68.1) 2244 0 R] +/Limits [(lstnumber.-67.1) (lstnumber.-68.1)] +>> endobj +4382 0 obj << +/Names [(lstnumber.-69.1) 2246 0 R (lstnumber.-7.1) 1733 0 R (lstnumber.-7.10) 1742 0 R (lstnumber.-7.11) 1743 0 R (lstnumber.-7.12) 1744 0 R (lstnumber.-7.13) 1745 0 R] +/Limits [(lstnumber.-69.1) (lstnumber.-7.13)] +>> endobj +4383 0 obj << +/Names [(lstnumber.-7.14) 1746 0 R (lstnumber.-7.15) 1751 0 R (lstnumber.-7.16) 1752 0 R (lstnumber.-7.17) 1753 0 R (lstnumber.-7.2) 1734 0 R (lstnumber.-7.3) 1735 0 R] +/Limits [(lstnumber.-7.14) (lstnumber.-7.3)] +>> endobj +4384 0 obj << +/Names [(lstnumber.-7.4) 1736 0 R (lstnumber.-7.5) 1737 0 R (lstnumber.-7.6) 1738 0 R (lstnumber.-7.7) 1739 0 R (lstnumber.-7.8) 1740 0 R (lstnumber.-7.9) 1741 0 R] +/Limits [(lstnumber.-7.4) (lstnumber.-7.9)] +>> endobj +4385 0 obj << +/Names [(lstnumber.-70.1) 2248 0 R (lstnumber.-71.1) 2250 0 R (lstnumber.-72.1) 2252 0 R (lstnumber.-73.1) 2258 0 R (lstnumber.-74.1) 2260 0 R (lstnumber.-75.1) 2262 0 R] +/Limits [(lstnumber.-70.1) (lstnumber.-75.1)] +>> endobj +4386 0 obj << +/Names [(lstnumber.-76.1) 2268 0 R (lstnumber.-77.1) 2270 0 R (lstnumber.-78.1) 2272 0 R (lstnumber.-79.1) 2274 0 R (lstnumber.-8.1) 1763 0 R (lstnumber.-8.2) 1764 0 R] +/Limits [(lstnumber.-76.1) (lstnumber.-8.2)] +>> endobj +4387 0 obj << +/Names [(lstnumber.-8.3) 1765 0 R (lstnumber.-80.1) 2281 0 R (lstnumber.-80.2) 2282 0 R (lstnumber.-81.1) 2284 0 R (lstnumber.-81.2) 2285 0 R (lstnumber.-81.3) 2286 0 R] +/Limits [(lstnumber.-8.3) (lstnumber.-81.3)] +>> endobj +4388 0 obj << +/Names [(lstnumber.-82.1) 2288 0 R (lstnumber.-82.2) 2289 0 R (lstnumber.-83.1) 2295 0 R (lstnumber.-83.2) 2296 0 R (lstnumber.-84.1) 2298 0 R (lstnumber.-84.2) 2299 0 R] +/Limits [(lstnumber.-82.1) (lstnumber.-84.2)] +>> endobj +4389 0 obj << +/Names [(lstnumber.-85.1) 2305 0 R (lstnumber.-85.2) 2306 0 R (lstnumber.-86.1) 2308 0 R (lstnumber.-86.2) 2309 0 R (lstnumber.-87.1) 2315 0 R (lstnumber.-87.2) 2316 0 R] +/Limits [(lstnumber.-85.1) (lstnumber.-87.2)] +>> endobj +4390 0 obj << +/Names [(lstnumber.-88.1) 2318 0 R (lstnumber.-88.2) 2319 0 R (lstnumber.-89.1) 2321 0 R (lstnumber.-89.2) 2322 0 R (lstnumber.-9.1) 1771 0 R (lstnumber.-9.2) 1772 0 R] +/Limits [(lstnumber.-88.1) (lstnumber.-9.2)] +>> endobj +4391 0 obj << +/Names [(lstnumber.-9.3) 1773 0 R (lstnumber.-90.1) 2328 0 R (lstnumber.-90.2) 2329 0 R (lstnumber.-90.3) 2330 0 R (lstnumber.-90.4) 2331 0 R (lstnumber.-91.1) 2333 0 R] +/Limits [(lstnumber.-9.3) (lstnumber.-91.1)] +>> endobj +4392 0 obj << +/Names [(lstnumber.-92.1) 2335 0 R (lstnumber.-93.1) 2337 0 R (lstnumber.-93.2) 2338 0 R (lstnumber.-94.1) 2344 0 R (lstnumber.-94.2) 2345 0 R (lstnumber.-95.1) 2347 0 R] +/Limits [(lstnumber.-92.1) (lstnumber.-95.1)] +>> endobj +4393 0 obj << +/Names [(lstnumber.-96.1) 2354 0 R (lstnumber.-96.2) 2355 0 R (lstnumber.-96.3) 2356 0 R (lstnumber.-96.4) 2357 0 R (lstnumber.-96.5) 2358 0 R (lstnumber.-96.6) 2359 0 R] +/Limits [(lstnumber.-96.1) (lstnumber.-96.6)] +>> endobj +4394 0 obj << +/Names [(lstnumber.-96.7) 2360 0 R (lstnumber.-96.8) 2361 0 R (lstnumber.-97.1) 2368 0 R (lstnumber.-97.2) 2369 0 R (lstnumber.-98.1) 2371 0 R (lstnumber.-98.2) 2372 0 R] +/Limits [(lstnumber.-96.7) (lstnumber.-98.2)] +>> endobj +4395 0 obj << +/Names [(lstnumber.-98.3) 2373 0 R (lstnumber.-99.1) 2379 0 R (lstnumber.-99.10) 2388 0 R (lstnumber.-99.11) 2389 0 R (lstnumber.-99.12) 2390 0 R (lstnumber.-99.13) 2391 0 R] +/Limits [(lstnumber.-98.3) (lstnumber.-99.13)] +>> endobj +4396 0 obj << +/Names [(lstnumber.-99.14) 2392 0 R (lstnumber.-99.15) 2393 0 R (lstnumber.-99.16) 2398 0 R (lstnumber.-99.17) 2399 0 R (lstnumber.-99.18) 2400 0 R (lstnumber.-99.19) 2401 0 R] +/Limits [(lstnumber.-99.14) (lstnumber.-99.19)] +>> endobj +4397 0 obj << +/Names [(lstnumber.-99.2) 2380 0 R (lstnumber.-99.20) 2402 0 R (lstnumber.-99.21) 2403 0 R (lstnumber.-99.22) 2404 0 R (lstnumber.-99.3) 2381 0 R (lstnumber.-99.4) 2382 0 R] +/Limits [(lstnumber.-99.2) (lstnumber.-99.4)] +>> endobj +4398 0 obj << +/Names [(lstnumber.-99.5) 2383 0 R (lstnumber.-99.6) 2384 0 R (lstnumber.-99.7) 2385 0 R (lstnumber.-99.8) 2386 0 R (lstnumber.-99.9) 2387 0 R (page.1) 861 0 R] +/Limits [(lstnumber.-99.5) (page.1)] +>> endobj +4399 0 obj << +/Names [(page.10) 1144 0 R (page.100) 2242 0 R (page.101) 2256 0 R (page.102) 2266 0 R (page.103) 2279 0 R (page.104) 2293 0 R] +/Limits [(page.10) (page.104)] +>> endobj +4400 0 obj << +/Names [(page.105) 2303 0 R (page.106) 2313 0 R (page.107) 2326 0 R (page.108) 2342 0 R (page.109) 2352 0 R (page.11) 1149 0 R] +/Limits [(page.105) (page.11)] +>> endobj +4401 0 obj << +/Names [(page.110) 2366 0 R (page.111) 2377 0 R (page.112) 2397 0 R (page.113) 2430 0 R (page.114) 2452 0 R (page.115) 2466 0 R] +/Limits [(page.110) (page.115)] +>> endobj +4402 0 obj << +/Names [(page.116) 2479 0 R (page.117) 2490 0 R (page.118) 2500 0 R (page.119) 2511 0 R (page.12) 1157 0 R (page.120) 2523 0 R] +/Limits [(page.116) (page.120)] +>> endobj +4403 0 obj << +/Names [(page.121) 2530 0 R (page.122) 2540 0 R (page.123) 2551 0 R (page.124) 2560 0 R (page.125) 2566 0 R (page.126) 2573 0 R] +/Limits [(page.121) (page.126)] +>> endobj +4404 0 obj << +/Names [(page.127) 2603 0 R (page.128) 2612 0 R (page.129) 2616 0 R (page.13) 1207 0 R (page.130) 2637 0 R (page.131) 2643 0 R] +/Limits [(page.127) (page.131)] +>> endobj +4405 0 obj << +/Names [(page.132) 2650 0 R (page.133) 2662 0 R (page.134) 2701 0 R (page.135) 2726 0 R (page.136) 2741 0 R (page.137) 2761 0 R] +/Limits [(page.132) (page.137)] +>> endobj +4406 0 obj << +/Names [(page.138) 2783 0 R (page.139) 2812 0 R (page.14) 1254 0 R (page.140) 2835 0 R (page.141) 2866 0 R (page.142) 2891 0 R] +/Limits [(page.138) (page.142)] +>> endobj +4407 0 obj << +/Names [(page.143) 2900 0 R (page.144) 2921 0 R (page.145) 2950 0 R (page.146) 2964 0 R (page.147) 2970 0 R (page.148) 2976 0 R] +/Limits [(page.143) (page.148)] +>> endobj +4408 0 obj << +/Names [(page.149) 3000 0 R (page.15) 1260 0 R (page.150) 3033 0 R (page.151) 3046 0 R (page.152) 3050 0 R (page.153) 3054 0 R] +/Limits [(page.149) (page.153)] +>> endobj +4409 0 obj << +/Names [(page.154) 3058 0 R (page.155) 3062 0 R (page.156) 3066 0 R (page.157) 3071 0 R (page.158) 3075 0 R (page.159) 3079 0 R] +/Limits [(page.154) (page.159)] +>> endobj +4410 0 obj << +/Names [(page.16) 1269 0 R (page.160) 3108 0 R (page.161) 3146 0 R (page.162) 3174 0 R (page.163) 3205 0 R (page.164) 3228 0 R] +/Limits [(page.16) (page.164)] +>> endobj +4411 0 obj << +/Names [(page.165) 3259 0 R (page.166) 3276 0 R (page.167) 3305 0 R (page.168) 3345 0 R (page.169) 3357 0 R (page.17) 1275 0 R] +/Limits [(page.165) (page.17)] +>> endobj +4412 0 obj << +/Names [(page.170) 3381 0 R (page.171) 3391 0 R (page.172) 3395 0 R (page.173) 3399 0 R (page.174) 3403 0 R (page.175) 3408 0 R] +/Limits [(page.170) (page.175)] +>> endobj +4413 0 obj << +/Names [(page.176) 3412 0 R (page.177) 3416 0 R (page.178) 3490 0 R (page.179) 3597 0 R (page.18) 1280 0 R (page.180) 3697 0 R] +/Limits [(page.176) (page.180)] +>> endobj +4414 0 obj << +/Names [(page.181) 3810 0 R (page.182) 3914 0 R (page.183) 4025 0 R (page.184) 4052 0 R (page.19) 1306 0 R (page.2) 903 0 R] +/Limits [(page.181) (page.2)] +>> endobj +4415 0 obj << +/Names [(page.20) 1315 0 R (page.21) 1321 0 R (page.22) 1327 0 R (page.23) 1337 0 R (page.24) 1349 0 R (page.25) 1361 0 R] +/Limits [(page.20) (page.25)] +>> endobj +4416 0 obj << +/Names [(page.26) 1370 0 R (page.27) 1375 0 R (page.28) 1381 0 R (page.29) 1389 0 R (page.3) 947 0 R (page.30) 1398 0 R] +/Limits [(page.26) (page.30)] +>> endobj +4417 0 obj << +/Names [(page.31) 1410 0 R (page.32) 1422 0 R (page.33) 1431 0 R (page.34) 1443 0 R (page.35) 1453 0 R (page.36) 1464 0 R] +/Limits [(page.31) (page.36)] +>> endobj +4418 0 obj << +/Names [(page.37) 1475 0 R (page.38) 1484 0 R (page.39) 1493 0 R (page.4) 989 0 R (page.40) 1502 0 R (page.41) 1511 0 R] +/Limits [(page.37) (page.41)] +>> endobj +4419 0 obj << +/Names [(page.42) 1521 0 R (page.43) 1527 0 R (page.44) 1536 0 R (page.45) 1547 0 R (page.46) 1555 0 R (page.47) 1560 0 R] +/Limits [(page.42) (page.47)] +>> endobj +4420 0 obj << +/Names [(page.48) 1572 0 R (page.49) 1583 0 R (page.5) 1030 0 R (page.50) 1594 0 R (page.51) 1598 0 R (page.52) 1602 0 R] +/Limits [(page.48) (page.52)] +>> endobj +4421 0 obj << +/Names [(page.53) 1607 0 R (page.54) 1614 0 R (page.55) 1619 0 R (page.56) 1632 0 R (page.57) 1665 0 R (page.58) 1669 0 R] +/Limits [(page.53) (page.58)] +>> endobj +4422 0 obj << +/Names [(page.59) 1675 0 R (page.6) 1074 0 R (page.60) 1681 0 R (page.61) 1686 0 R (page.62) 1690 0 R (page.63) 1694 0 R] +/Limits [(page.59) (page.63)] +>> endobj +4423 0 obj << +/Names [(page.64) 1698 0 R (page.65) 1704 0 R (page.66) 1708 0 R (page.67) 1731 0 R (page.68) 1750 0 R (page.69) 1757 0 R] +/Limits [(page.64) (page.69)] +>> endobj +4424 0 obj << +/Names [(page.7) 1120 0 R (page.70) 1761 0 R (page.71) 1769 0 R (page.72) 1800 0 R (page.73) 1824 0 R (page.74) 1854 0 R] +/Limits [(page.7) (page.74)] +>> endobj +4425 0 obj << +/Names [(page.75) 1870 0 R (page.76) 1874 0 R (page.77) 1879 0 R (page.78) 1890 0 R (page.79) 1900 0 R (page.8) 1126 0 R] +/Limits [(page.75) (page.8)] +>> endobj +4426 0 obj << +/Names [(page.80) 1904 0 R (page.81) 1910 0 R (page.82) 1927 0 R (page.83) 1935 0 R (page.84) 1943 0 R (page.85) 1965 0 R] +/Limits [(page.80) (page.85)] +>> endobj +4427 0 obj << +/Names [(page.86) 1983 0 R (page.87) 1997 0 R (page.88) 2019 0 R (page.89) 2032 0 R (page.9) 1130 0 R (page.90) 2053 0 R] +/Limits [(page.86) (page.90)] +>> endobj +4428 0 obj << +/Names [(page.91) 2083 0 R (page.92) 2099 0 R (page.93) 2116 0 R (page.94) 2135 0 R (page.95) 2160 0 R (page.96) 2182 0 R] +/Limits [(page.91) (page.96)] +>> endobj +4429 0 obj << +/Names [(page.97) 2199 0 R (page.98) 2217 0 R (page.99) 2229 0 R (section*.1) 868 0 R (section*.2) 870 0 R (section*.3) 871 0 R] +/Limits [(page.97) (section*.3)] +>> endobj +4430 0 obj << +/Names [(section.1.1) 6 0 R (section.1.2) 10 0 R (section.1.3) 14 0 R (section.2.1) 22 0 R (section.2.2) 26 0 R (section.2.3) 30 0 R] +/Limits [(section.1.1) (section.2.3)] +>> endobj +4431 0 obj << +/Names [(section.2.4) 34 0 R (section.2.5) 54 0 R (section.2.6) 58 0 R (section.2.7) 74 0 R (section.3.1) 86 0 R (section.3.2) 90 0 R] +/Limits [(section.2.4) (section.3.2)] +>> endobj +4432 0 obj << +/Names [(section.3.3) 102 0 R (section.3.4) 134 0 R (section.3.5) 154 0 R (section.3.6) 202 0 R (section.3.7) 206 0 R (section.3.8) 210 0 R] +/Limits [(section.3.3) (section.3.8)] +>> endobj +4433 0 obj << +/Names [(section.3.9) 234 0 R (section.4.1) 262 0 R (section.4.2) 470 0 R (section.5.1) 574 0 R (section.5.2) 610 0 R (section.5.3) 694 0 R] +/Limits [(section.3.9) (section.5.3)] +>> endobj +4434 0 obj << +/Names [(section.6.1) 718 0 R (section.6.2) 754 0 R (section.7.1) 782 0 R (section.7.2) 822 0 R (section.7.3) 834 0 R (section.7.4) 846 0 R] +/Limits [(section.6.1) (section.7.4)] +>> endobj +4435 0 obj << +/Names [(subsection.2.4.1) 38 0 R (subsection.2.4.2) 42 0 R (subsection.2.4.3) 46 0 R (subsection.2.4.4) 50 0 R (subsection.2.6.1) 62 0 R (subsection.2.6.2) 66 0 R] +/Limits [(subsection.2.4.1) (subsection.2.6.2)] +>> endobj +4436 0 obj << +/Names [(subsection.2.6.3) 70 0 R (subsection.2.7.1) 78 0 R (subsection.3.2.1) 94 0 R (subsection.3.2.2) 98 0 R (subsection.3.3.1) 106 0 R (subsection.3.4.1) 138 0 R] +/Limits [(subsection.2.6.3) (subsection.3.4.1)] +>> endobj +4437 0 obj << +/Names [(subsection.3.4.2) 142 0 R (subsection.3.4.3) 146 0 R (subsection.3.4.4) 150 0 R (subsection.3.5.1) 158 0 R (subsection.3.5.10) 194 0 R (subsection.3.5.11) 198 0 R] +/Limits [(subsection.3.4.2) (subsection.3.5.11)] +>> endobj +4438 0 obj << +/Names [(subsection.3.5.2) 162 0 R (subsection.3.5.3) 166 0 R (subsection.3.5.4) 170 0 R (subsection.3.5.5) 174 0 R (subsection.3.5.6) 178 0 R (subsection.3.5.7) 182 0 R] +/Limits [(subsection.3.5.2) (subsection.3.5.7)] +>> endobj +4439 0 obj << +/Names [(subsection.3.5.8) 186 0 R (subsection.3.5.9) 190 0 R (subsection.3.8.1) 214 0 R (subsection.3.8.2) 218 0 R (subsection.3.8.3) 222 0 R (subsection.3.8.4) 226 0 R] +/Limits [(subsection.3.5.8) (subsection.3.8.4)] +>> endobj +4440 0 obj << +/Names [(subsection.3.8.5) 230 0 R (subsection.3.9.1) 238 0 R (subsection.3.9.2) 242 0 R (subsection.3.9.3) 246 0 R (subsection.3.9.4) 250 0 R (subsection.3.9.5) 254 0 R] +/Limits [(subsection.3.8.5) (subsection.3.9.5)] +>> endobj +4441 0 obj << +/Names [(subsection.4.1.1) 266 0 R (subsection.4.1.2) 298 0 R (subsection.4.1.3) 310 0 R (subsection.4.1.4) 322 0 R (subsection.4.2.1) 474 0 R (subsection.4.2.2) 506 0 R] +/Limits [(subsection.4.1.1) (subsection.4.2.2)] +>> endobj +4442 0 obj << +/Names [(subsection.5.1.1) 578 0 R (subsection.5.1.2) 582 0 R (subsection.5.1.3) 586 0 R (subsection.5.2.1) 614 0 R (subsection.5.2.2) 662 0 R (subsection.5.2.3) 666 0 R] +/Limits [(subsection.5.1.1) (subsection.5.2.3)] +>> endobj +4443 0 obj << +/Names [(subsection.5.3.1) 698 0 R (subsection.5.3.2) 702 0 R (subsection.5.3.3) 706 0 R (subsection.5.3.4) 710 0 R (subsection.6.1.1) 722 0 R (subsection.6.1.2) 730 0 R] +/Limits [(subsection.5.3.1) (subsection.6.1.2)] +>> endobj +4444 0 obj << +/Names [(subsection.6.1.3) 734 0 R (subsection.6.2.1) 758 0 R (subsection.6.2.2) 762 0 R (subsection.6.2.3) 774 0 R (subsection.7.1.1) 786 0 R (subsection.7.1.2) 790 0 R] +/Limits [(subsection.6.1.3) (subsection.7.1.2)] +>> endobj +4445 0 obj << +/Names [(subsection.7.1.3) 794 0 R (subsection.7.1.4) 798 0 R (subsection.7.1.5) 802 0 R (subsection.7.1.6) 806 0 R (subsection.7.1.7) 810 0 R (subsection.7.1.8) 814 0 R] +/Limits [(subsection.7.1.3) (subsection.7.1.8)] +>> endobj +4446 0 obj << +/Names [(subsection.7.1.9) 818 0 R (subsection.7.2.1) 826 0 R (subsection.7.2.2) 830 0 R (subsection.7.3.1) 838 0 R (subsection.7.3.2) 842 0 R (subsection.7.4.1) 850 0 R] +/Limits [(subsection.7.1.9) (subsection.7.4.1)] +>> endobj +4447 0 obj << +/Names [(subsection.7.4.2) 854 0 R (subsubsection.3.3.1.1) 110 0 R (subsubsection.3.3.1.2) 114 0 R (subsubsection.3.3.1.3) 118 0 R (subsubsection.3.3.1.4) 122 0 R (subsubsection.3.3.1.5) 126 0 R] +/Limits [(subsection.7.4.2) (subsubsection.3.3.1.5)] +>> endobj +4448 0 obj << +/Names [(subsubsection.3.3.1.6) 130 0 R (subsubsection.4.1.1.1) 270 0 R (subsubsection.4.1.1.2) 274 0 R (subsubsection.4.1.1.3) 278 0 R (subsubsection.4.1.1.4) 282 0 R (subsubsection.4.1.1.5) 286 0 R] +/Limits [(subsubsection.3.3.1.6) (subsubsection.4.1.1.5)] +>> endobj +4449 0 obj << +/Names [(subsubsection.4.1.1.6) 290 0 R (subsubsection.4.1.1.7) 294 0 R (subsubsection.4.1.2.1) 302 0 R (subsubsection.4.1.2.2) 306 0 R (subsubsection.4.1.3.1) 314 0 R (subsubsection.4.1.3.2) 318 0 R] +/Limits [(subsubsection.4.1.1.6) (subsubsection.4.1.3.2)] +>> endobj +4450 0 obj << +/Names [(subsubsection.4.1.4.1) 326 0 R (subsubsection.4.1.4.10) 362 0 R (subsubsection.4.1.4.11) 366 0 R (subsubsection.4.1.4.12) 370 0 R (subsubsection.4.1.4.13) 374 0 R (subsubsection.4.1.4.14) 378 0 R] +/Limits [(subsubsection.4.1.4.1) (subsubsection.4.1.4.14)] +>> endobj +4451 0 obj << +/Names [(subsubsection.4.1.4.15) 382 0 R (subsubsection.4.1.4.16) 386 0 R (subsubsection.4.1.4.17) 390 0 R (subsubsection.4.1.4.18) 394 0 R (subsubsection.4.1.4.19) 398 0 R (subsubsection.4.1.4.2) 330 0 R] +/Limits [(subsubsection.4.1.4.15) (subsubsection.4.1.4.2)] +>> endobj +4452 0 obj << +/Names [(subsubsection.4.1.4.20) 402 0 R (subsubsection.4.1.4.21) 406 0 R (subsubsection.4.1.4.22) 410 0 R (subsubsection.4.1.4.23) 414 0 R (subsubsection.4.1.4.24) 418 0 R (subsubsection.4.1.4.25) 422 0 R] +/Limits [(subsubsection.4.1.4.20) (subsubsection.4.1.4.25)] +>> endobj +4453 0 obj << +/Names [(subsubsection.4.1.4.26) 426 0 R (subsubsection.4.1.4.27) 430 0 R (subsubsection.4.1.4.28) 434 0 R (subsubsection.4.1.4.29) 438 0 R (subsubsection.4.1.4.3) 334 0 R (subsubsection.4.1.4.30) 442 0 R] +/Limits [(subsubsection.4.1.4.26) (subsubsection.4.1.4.30)] +>> endobj +4454 0 obj << +/Names [(subsubsection.4.1.4.31) 446 0 R (subsubsection.4.1.4.32) 450 0 R (subsubsection.4.1.4.33) 454 0 R (subsubsection.4.1.4.34) 458 0 R (subsubsection.4.1.4.35) 462 0 R (subsubsection.4.1.4.36) 466 0 R] +/Limits [(subsubsection.4.1.4.31) (subsubsection.4.1.4.36)] +>> endobj +4455 0 obj << +/Names [(subsubsection.4.1.4.4) 338 0 R (subsubsection.4.1.4.5) 342 0 R (subsubsection.4.1.4.6) 346 0 R (subsubsection.4.1.4.7) 350 0 R (subsubsection.4.1.4.8) 354 0 R (subsubsection.4.1.4.9) 358 0 R] +/Limits [(subsubsection.4.1.4.4) (subsubsection.4.1.4.9)] +>> endobj +4456 0 obj << +/Names [(subsubsection.4.2.1.1) 478 0 R (subsubsection.4.2.1.2) 482 0 R (subsubsection.4.2.1.3) 486 0 R (subsubsection.4.2.1.4) 490 0 R (subsubsection.4.2.1.5) 494 0 R (subsubsection.4.2.1.6) 498 0 R] +/Limits [(subsubsection.4.2.1.1) (subsubsection.4.2.1.6)] +>> endobj +4457 0 obj << +/Names [(subsubsection.4.2.1.7) 502 0 R (subsubsection.4.2.2.1) 510 0 R (subsubsection.4.2.2.10) 546 0 R (subsubsection.4.2.2.11) 550 0 R (subsubsection.4.2.2.12) 554 0 R (subsubsection.4.2.2.13) 558 0 R] +/Limits [(subsubsection.4.2.1.7) (subsubsection.4.2.2.13)] +>> endobj +4458 0 obj << +/Names [(subsubsection.4.2.2.14) 562 0 R (subsubsection.4.2.2.15) 566 0 R (subsubsection.4.2.2.2) 514 0 R (subsubsection.4.2.2.3) 518 0 R (subsubsection.4.2.2.4) 522 0 R (subsubsection.4.2.2.5) 526 0 R] +/Limits [(subsubsection.4.2.2.14) (subsubsection.4.2.2.5)] +>> endobj +4459 0 obj << +/Names [(subsubsection.4.2.2.6) 530 0 R (subsubsection.4.2.2.7) 534 0 R (subsubsection.4.2.2.8) 538 0 R (subsubsection.4.2.2.9) 542 0 R (subsubsection.5.1.3.1) 590 0 R (subsubsection.5.1.3.2) 594 0 R] +/Limits [(subsubsection.4.2.2.6) (subsubsection.5.1.3.2)] +>> endobj +4460 0 obj << +/Names [(subsubsection.5.1.3.3) 598 0 R (subsubsection.5.1.3.4) 602 0 R (subsubsection.5.1.3.5) 606 0 R (subsubsection.5.2.1.1) 618 0 R (subsubsection.5.2.1.10) 654 0 R (subsubsection.5.2.1.11) 658 0 R] +/Limits [(subsubsection.5.1.3.3) (subsubsection.5.2.1.11)] +>> endobj +4461 0 obj << +/Names [(subsubsection.5.2.1.2) 622 0 R (subsubsection.5.2.1.3) 626 0 R (subsubsection.5.2.1.4) 630 0 R (subsubsection.5.2.1.5) 634 0 R (subsubsection.5.2.1.6) 638 0 R (subsubsection.5.2.1.7) 642 0 R] +/Limits [(subsubsection.5.2.1.2) (subsubsection.5.2.1.7)] +>> endobj +4462 0 obj << +/Names [(subsubsection.5.2.1.8) 646 0 R (subsubsection.5.2.1.9) 650 0 R (subsubsection.5.2.3.1) 670 0 R (subsubsection.5.2.3.2) 674 0 R (subsubsection.5.2.3.3) 678 0 R (subsubsection.5.2.3.4) 682 0 R] +/Limits [(subsubsection.5.2.1.8) (subsubsection.5.2.3.4)] +>> endobj +4463 0 obj << +/Names [(subsubsection.5.2.3.5) 686 0 R (subsubsection.5.2.3.6) 690 0 R (subsubsection.6.1.1.1) 726 0 R (subsubsection.6.1.3.1) 738 0 R (subsubsection.6.1.3.2) 742 0 R (subsubsection.6.1.3.3) 746 0 R] +/Limits [(subsubsection.5.2.3.5) (subsubsection.6.1.3.3)] +>> endobj +4464 0 obj << +/Names [(subsubsection.6.1.3.4) 750 0 R (subsubsection.6.2.2.1) 766 0 R (subsubsection.6.2.2.2) 770 0 R (table.2.1) 1385 0 R (table.5.1) 2638 0 R] +/Limits [(subsubsection.6.1.3.4) (table.5.1)] +>> endobj +4465 0 obj << +/Kids [4152 0 R 4153 0 R 4154 0 R 4155 0 R 4156 0 R 4157 0 R] +/Limits [(Doc-Start) (equation.2.4.117)] +>> endobj +4466 0 obj << +/Kids [4158 0 R 4159 0 R 4160 0 R 4161 0 R 4162 0 R 4163 0 R] +/Limits [(equation.2.4.121) (equation.2.4.48)] +>> endobj +4467 0 obj << +/Kids [4164 0 R 4165 0 R 4166 0 R 4167 0 R 4168 0 R 4169 0 R] +/Limits [(equation.2.4.49) (equation.2.4.98)] +>> endobj +4468 0 obj << +/Kids [4170 0 R 4171 0 R 4172 0 R 4173 0 R 4174 0 R 4175 0 R] +/Limits [(equation.2.5.162) (lstlisting.3.-14)] +>> endobj +4469 0 obj << +/Kids [4176 0 R 4177 0 R 4178 0 R 4179 0 R 4180 0 R 4181 0 R] +/Limits [(lstlisting.3.-15) (lstlisting.4.-101)] +>> endobj +4470 0 obj << +/Kids [4182 0 R 4183 0 R 4184 0 R 4185 0 R 4186 0 R 4187 0 R] +/Limits [(lstlisting.4.-102) (lstlisting.4.-53)] +>> endobj +4471 0 obj << +/Kids [4188 0 R 4189 0 R 4190 0 R 4191 0 R 4192 0 R 4193 0 R] +/Limits [(lstlisting.4.-54) (lstlisting.4.-89)] +>> endobj +4472 0 obj << +/Kids [4194 0 R 4195 0 R 4196 0 R 4197 0 R 4198 0 R 4199 0 R] +/Limits [(lstlisting.4.-90) (lstlisting.5.-152)] +>> endobj +4473 0 obj << +/Kids [4200 0 R 4201 0 R 4202 0 R 4203 0 R 4204 0 R 4205 0 R] +/Limits [(lstlisting.5.-153) (lstnumber.-1.18)] +>> endobj +4474 0 obj << +/Kids [4206 0 R 4207 0 R 4208 0 R 4209 0 R 4210 0 R 4211 0 R] +/Limits [(lstnumber.-1.19) (lstnumber.-1.50)] +>> endobj +4475 0 obj << +/Kids [4212 0 R 4213 0 R 4214 0 R 4215 0 R 4216 0 R 4217 0 R] +/Limits [(lstnumber.-1.51) (lstnumber.-1.9)] +>> endobj +4476 0 obj << +/Kids [4218 0 R 4219 0 R 4220 0 R 4221 0 R 4222 0 R 4223 0 R] +/Limits [(lstnumber.-10.1) (lstnumber.-103.12)] +>> endobj +4477 0 obj << +/Kids [4224 0 R 4225 0 R 4226 0 R 4227 0 R 4228 0 R 4229 0 R] +/Limits [(lstnumber.-103.13) (lstnumber.-11.3)] +>> endobj +4478 0 obj << +/Kids [4230 0 R 4231 0 R 4232 0 R 4233 0 R 4234 0 R 4235 0 R] +/Limits [(lstnumber.-11.4) (lstnumber.-125.1)] +>> endobj +4479 0 obj << +/Kids [4236 0 R 4237 0 R 4238 0 R 4239 0 R 4240 0 R 4241 0 R] +/Limits [(lstnumber.-125.2) (lstnumber.-130.1)] +>> endobj +4480 0 obj << +/Kids [4242 0 R 4243 0 R 4244 0 R 4245 0 R 4246 0 R 4247 0 R] +/Limits [(lstnumber.-130.10) (lstnumber.-135.24)] +>> endobj +4481 0 obj << +/Kids [4248 0 R 4249 0 R 4250 0 R 4251 0 R 4252 0 R 4253 0 R] +/Limits [(lstnumber.-135.25) (lstnumber.-135.9)] +>> endobj +4482 0 obj << +/Kids [4254 0 R 4255 0 R 4256 0 R 4257 0 R 4258 0 R 4259 0 R] +/Limits [(lstnumber.-136.1) (lstnumber.-14.13)] +>> endobj +4483 0 obj << +/Kids [4260 0 R 4261 0 R 4262 0 R 4263 0 R 4264 0 R 4265 0 R] +/Limits [(lstnumber.-14.14) (lstnumber.-143.13)] +>> endobj +4484 0 obj << +/Kids [4266 0 R 4267 0 R 4268 0 R 4269 0 R 4270 0 R 4271 0 R] +/Limits [(lstnumber.-143.14) (lstnumber.-146.14)] +>> endobj +4485 0 obj << +/Kids [4272 0 R 4273 0 R 4274 0 R 4275 0 R 4276 0 R 4277 0 R] +/Limits [(lstnumber.-146.15) (lstnumber.-146.6)] +>> endobj +4486 0 obj << +/Kids [4278 0 R 4279 0 R 4280 0 R 4281 0 R 4282 0 R 4283 0 R] +/Limits [(lstnumber.-146.7) (lstnumber.-152.6)] +>> endobj +4487 0 obj << +/Kids [4284 0 R 4285 0 R 4286 0 R 4287 0 R 4288 0 R 4289 0 R] +/Limits [(lstnumber.-152.7) (lstnumber.-158.2)] +>> endobj +4488 0 obj << +/Kids [4290 0 R 4291 0 R 4292 0 R 4293 0 R 4294 0 R 4295 0 R] +/Limits [(lstnumber.-158.3) (lstnumber.-16.2)] +>> endobj +4489 0 obj << +/Kids [4296 0 R 4297 0 R 4298 0 R 4299 0 R 4300 0 R 4301 0 R] +/Limits [(lstnumber.-16.3) (lstnumber.-160.36)] +>> endobj +4490 0 obj << +/Kids [4302 0 R 4303 0 R 4304 0 R 4305 0 R 4306 0 R 4307 0 R] +/Limits [(lstnumber.-160.37) (lstnumber.-162.15)] +>> endobj +4491 0 obj << +/Kids [4308 0 R 4309 0 R 4310 0 R 4311 0 R 4312 0 R 4313 0 R] +/Limits [(lstnumber.-162.16) (lstnumber.-164.3)] +>> endobj +4492 0 obj << +/Kids [4314 0 R 4315 0 R 4316 0 R 4317 0 R 4318 0 R 4319 0 R] +/Limits [(lstnumber.-164.30) (lstnumber.-167.22)] +>> endobj +4493 0 obj << +/Kids [4320 0 R 4321 0 R 4322 0 R 4323 0 R 4324 0 R 4325 0 R] +/Limits [(lstnumber.-167.23) (lstnumber.-170.14)] +>> endobj +4494 0 obj << +/Kids [4326 0 R 4327 0 R 4328 0 R 4329 0 R 4330 0 R 4331 0 R] +/Limits [(lstnumber.-170.15) (lstnumber.-172.8)] +>> endobj +4495 0 obj << +/Kids [4332 0 R 4333 0 R 4334 0 R 4335 0 R 4336 0 R 4337 0 R] +/Limits [(lstnumber.-172.9) (lstnumber.-178.2)] +>> endobj +4496 0 obj << +/Kids [4338 0 R 4339 0 R 4340 0 R 4341 0 R 4342 0 R 4343 0 R] +/Limits [(lstnumber.-178.3) (lstnumber.-28.2)] +>> endobj +4497 0 obj << +/Kids [4344 0 R 4345 0 R 4346 0 R 4347 0 R 4348 0 R 4349 0 R] +/Limits [(lstnumber.-28.3) (lstnumber.-39.1)] +>> endobj +4498 0 obj << +/Kids [4350 0 R 4351 0 R 4352 0 R 4353 0 R 4354 0 R 4355 0 R] +/Limits [(lstnumber.-39.2) (lstnumber.-43.5)] +>> endobj +4499 0 obj << +/Kids [4356 0 R 4357 0 R 4358 0 R 4359 0 R 4360 0 R 4361 0 R] +/Limits [(lstnumber.-43.6) (lstnumber.-5.17)] +>> endobj +4500 0 obj << +/Kids [4362 0 R 4363 0 R 4364 0 R 4365 0 R 4366 0 R 4367 0 R] +/Limits [(lstnumber.-5.18) (lstnumber.-52.3)] +>> endobj +4501 0 obj << +/Kids [4368 0 R 4369 0 R 4370 0 R 4371 0 R 4372 0 R 4373 0 R] +/Limits [(lstnumber.-52.4) (lstnumber.-58.3)] +>> endobj +4502 0 obj << +/Kids [4374 0 R 4375 0 R 4376 0 R 4377 0 R 4378 0 R 4379 0 R] +/Limits [(lstnumber.-58.4) (lstnumber.-65.3)] +>> endobj +4503 0 obj << +/Kids [4380 0 R 4381 0 R 4382 0 R 4383 0 R 4384 0 R 4385 0 R] +/Limits [(lstnumber.-65.4) (lstnumber.-75.1)] +>> endobj +4504 0 obj << +/Kids [4386 0 R 4387 0 R 4388 0 R 4389 0 R 4390 0 R 4391 0 R] +/Limits [(lstnumber.-76.1) (lstnumber.-91.1)] +>> endobj +4505 0 obj << +/Kids [4392 0 R 4393 0 R 4394 0 R 4395 0 R 4396 0 R 4397 0 R] +/Limits [(lstnumber.-92.1) (lstnumber.-99.4)] +>> endobj +4506 0 obj << +/Kids [4398 0 R 4399 0 R 4400 0 R 4401 0 R 4402 0 R 4403 0 R] +/Limits [(lstnumber.-99.5) (page.126)] +>> endobj +4507 0 obj << +/Kids [4404 0 R 4405 0 R 4406 0 R 4407 0 R 4408 0 R 4409 0 R] +/Limits [(page.127) (page.159)] +>> endobj +4508 0 obj << +/Kids [4410 0 R 4411 0 R 4412 0 R 4413 0 R 4414 0 R 4415 0 R] +/Limits [(page.16) (page.25)] +>> endobj +4509 0 obj << +/Kids [4416 0 R 4417 0 R 4418 0 R 4419 0 R 4420 0 R 4421 0 R] +/Limits [(page.26) (page.58)] +>> endobj +4510 0 obj << +/Kids [4422 0 R 4423 0 R 4424 0 R 4425 0 R 4426 0 R 4427 0 R] +/Limits [(page.59) (page.90)] +>> endobj +4511 0 obj << +/Kids [4428 0 R 4429 0 R 4430 0 R 4431 0 R 4432 0 R 4433 0 R] +/Limits [(page.91) (section.5.3)] +>> endobj +4512 0 obj << +/Kids [4434 0 R 4435 0 R 4436 0 R 4437 0 R 4438 0 R 4439 0 R] +/Limits [(section.6.1) (subsection.3.8.4)] +>> endobj +4513 0 obj << +/Kids [4440 0 R 4441 0 R 4442 0 R 4443 0 R 4444 0 R 4445 0 R] +/Limits [(subsection.3.8.5) (subsection.7.1.8)] +>> endobj +4514 0 obj << +/Kids [4446 0 R 4447 0 R 4448 0 R 4449 0 R 4450 0 R 4451 0 R] +/Limits [(subsection.7.1.9) (subsubsection.4.1.4.2)] +>> endobj +4515 0 obj << +/Kids [4452 0 R 4453 0 R 4454 0 R 4455 0 R 4456 0 R 4457 0 R] +/Limits [(subsubsection.4.1.4.20) (subsubsection.4.2.2.13)] +>> endobj +4516 0 obj << +/Kids [4458 0 R 4459 0 R 4460 0 R 4461 0 R 4462 0 R 4463 0 R] +/Limits [(subsubsection.4.2.2.14) (subsubsection.6.1.3.3)] +>> endobj +4517 0 obj << +/Kids [4464 0 R] +/Limits [(subsubsection.6.1.3.4) (table.5.1)] +>> endobj +4518 0 obj << +/Kids [4465 0 R 4466 0 R 4467 0 R 4468 0 R 4469 0 R 4470 0 R] +/Limits [(Doc-Start) (lstlisting.4.-53)] +>> endobj +4519 0 obj << +/Kids [4471 0 R 4472 0 R 4473 0 R 4474 0 R 4475 0 R 4476 0 R] +/Limits [(lstlisting.4.-54) (lstnumber.-103.12)] +>> endobj +4520 0 obj << +/Kids [4477 0 R 4478 0 R 4479 0 R 4480 0 R 4481 0 R 4482 0 R] +/Limits [(lstnumber.-103.13) (lstnumber.-14.13)] +>> endobj +4521 0 obj << +/Kids [4483 0 R 4484 0 R 4485 0 R 4486 0 R 4487 0 R 4488 0 R] +/Limits [(lstnumber.-14.14) (lstnumber.-16.2)] +>> endobj +4522 0 obj << +/Kids [4489 0 R 4490 0 R 4491 0 R 4492 0 R 4493 0 R 4494 0 R] +/Limits [(lstnumber.-16.3) (lstnumber.-172.8)] +>> endobj +4523 0 obj << +/Kids [4495 0 R 4496 0 R 4497 0 R 4498 0 R 4499 0 R 4500 0 R] +/Limits [(lstnumber.-172.9) (lstnumber.-52.3)] +>> endobj +4524 0 obj << +/Kids [4501 0 R 4502 0 R 4503 0 R 4504 0 R 4505 0 R 4506 0 R] +/Limits [(lstnumber.-52.4) (page.126)] +>> endobj +4525 0 obj << +/Kids [4507 0 R 4508 0 R 4509 0 R 4510 0 R 4511 0 R 4512 0 R] +/Limits [(page.127) (subsection.3.8.4)] +>> endobj +4526 0 obj << +/Kids [4513 0 R 4514 0 R 4515 0 R 4516 0 R 4517 0 R] +/Limits [(subsection.3.8.5) (table.5.1)] +>> endobj +4527 0 obj << +/Kids [4518 0 R 4519 0 R 4520 0 R 4521 0 R 4522 0 R 4523 0 R] +/Limits [(Doc-Start) (lstnumber.-52.3)] +>> endobj +4528 0 obj << +/Kids [4524 0 R 4525 0 R 4526 0 R] +/Limits [(lstnumber.-52.4) (table.5.1)] +>> endobj +4529 0 obj << +/Kids [4527 0 R 4528 0 R] +/Limits [(Doc-Start) (table.5.1)] +>> endobj +4530 0 obj << +/Dests 4529 0 R +>> endobj +4531 0 obj << +/Type /Catalog +/Pages 4150 0 R +/Outlines 4151 0 R +/Names 4530 0 R +/PageMode/UseOutlines/PageLabels<>1<>]>> +/OpenAction 857 0 R +>> endobj +4532 0 obj << 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--git a/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx index 2eb1443a6..39eed8cf1 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx @@ -25,7 +25,7 @@ \font_roman times \font_sans helvet \font_typewriter courier -\font_math auto +\font_math default \font_default_family default \use_non_tex_fonts false \font_sc false @@ -56,11 +56,11 @@ \use_package cancel 0 \use_package esint 1 \use_package mathdots 1 -\use_package mathtools 0 +\use_package mathtools 1 \use_package mhchem 1 -\use_package stackrel 0 -\use_package stmaryrd 0 -\use_package undertilde 0 +\use_package stackrel 1 +\use_package stmaryrd 1 +\use_package undertilde 1 \cite_engine basic \cite_engine_type default \biblio_style plain @@ -115,7 +115,7 @@ Jie Gao, Avner May, Baolin Peng, Andreas Stolcke, Malcolm Slaney \end_layout \begin_layout Date -MSR-TR-2014-112 (DRAFT v0.8: May 19, 2015) +MSR-TR-2014-112 (DRAFT v0.8: Aug 5, 2015) \end_layout \begin_layout Standard diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx index c9dfbd7e7..65ab487b2 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx @@ -2073,6 +2073,45 @@ SumElements(m) \end_inset +\end_layout + +\begin_layout Itemize +m - input matrix +\end_layout + +\begin_layout Subsubsection +SumColumnElements +\begin_inset Index idx +status open + +\begin_layout Plain Layout +SumColumnElements +\end_layout + +\end_inset + + +\end_layout + +\begin_layout Standard +Calculate the sum of all elements in each column of the input matrix. + The result is a row vector. + The syntax is +\end_layout + +\begin_layout Standard +\begin_inset listings +inline false +status open + +\begin_layout Plain Layout + +SumColumnElements(m) +\end_layout + +\end_inset + + \end_layout \begin_layout Itemize @@ -2118,6 +2157,55 @@ Negate(m) m - input matrix. \end_layout +\begin_layout Subsubsection +Reshape +\begin_inset Index idx +status open + +\begin_layout Plain Layout +Reshape +\end_layout + +\end_inset + + +\end_layout + +\begin_layout Standard +Reshape the input matrix. + The resulting matrix has the same number of elements as that of the input + matrix but is interpreted differently. + The syntax is +\end_layout + +\begin_layout Standard +\begin_inset listings +inline false +status open + +\begin_layout Plain Layout + +Reshape(m, numRows, [imageWidth=], [imageHeight=], [imageChannels=] +\end_layout + +\end_inset + + +\end_layout + +\begin_layout Itemize +m - input matrix. +\end_layout + +\begin_layout Itemize +numRows - reshape to a matrix with numRows rows. +\end_layout + +\begin_layout Itemize +imageWidth, imageHeight, imageChannels - are named optional parameters that + allow you to interpret each column as images with different dimensions. +\end_layout + \begin_layout Subsubsection RowSlice \begin_inset Index idx @@ -2401,23 +2489,13 @@ Minus \end_inset -, ElementTimes -\begin_inset Index idx -status open - -\begin_layout Plain Layout -ElementTimes -\end_layout - -\end_inset - \end_layout \begin_layout Standard -Calculate the sum (Plus), difference (Minus), or element-wise product (ElementTi -mes) of two matrices. - The resulting matrices have the same dimension as that of the input matrices. +Calculate the sum (Plus) and difference (Minus) of two matrices. + The resulting matrices have the same dimension as that of the input matrix + with larger dimension. The syntax is \end_layout @@ -2436,19 +2514,95 @@ Plus(m1, m2) Minus(m1, m2) \end_layout +\end_inset + + +\end_layout + +\begin_layout Itemize +m1, m2 - input matrices. + +\end_layout + +\begin_layout Subsubsection +ElementTimes +\begin_inset Index idx +status open + +\begin_layout Plain Layout +ElementTimes +\end_layout + +\end_inset + +, RowElementTimes +\begin_inset Index idx +status open + +\begin_layout Plain Layout +RowElementTimes +\end_layout + +\end_inset + +, ColumnElementTimes +\begin_inset Index idx +status open + +\begin_layout Plain Layout +ColumnElementTimes +\end_layout + +\end_inset + +, +\end_layout + +\begin_layout Standard +Calculate the element-wise product of two matrices. + The resulting matrices have the same dimension as that of the input matrix + with larger dimension. + The syntax is +\end_layout + +\begin_layout Standard +\begin_inset listings +inline false +status open + \begin_layout Plain Layout ElementTimes(m1, m2) \end_layout +\begin_layout Plain Layout + +RowElementTimes(m, vrow) +\end_layout + +\begin_layout Plain Layout + +ColumnElementTimes(m, vcol) +\end_layout + \end_inset \end_layout \begin_layout Itemize -m1, m2 - input matrices. - Must be the same dimensions. +m1, m2, m - input matrices. + +\end_layout + +\begin_layout Itemize +vrow, vcol - row and column vectors +\end_layout + +\begin_layout Standard +m1 and m2 must have same dimension in ElementTimes. + m and vrow must have same number of columns in RowElementTimes, and m and + vcol must have same number of rows in ColumnElementTimes. \end_layout \begin_layout Subsubsection @@ -3547,7 +3701,7 @@ stepH - step (or stride) used in the height direction \end_layout \begin_layout Subsubsection -Delay +PastValue (or Delay \begin_inset Index idx status open @@ -3557,11 +3711,21 @@ Delay \end_inset +) and FutureValue +\begin_inset Index idx +status open +\begin_layout Plain Layout +FutureValue +\end_layout + +\end_inset + + \end_layout \begin_layout Standard -Used to apply a value in the past to the current time. +Used to get the past or future value of a node. It is most often used to create recurrent networks. The resulting matrix has the same dimension as that of the input matrix. The syntax is @@ -3574,7 +3738,17 @@ status open \begin_layout Plain Layout -Delay(rows, [cols], m, [delayTime=1, defaultPastValue=0.1]) +PastValue(rows, [cols], m, [timeStep=1, defaultHiddenActivity=0.1]) +\end_layout + +\begin_layout Plain Layout + +Delay(rows, [cols], m, [delayTime=1, defaultPastValue=0.1]) #deprecated +\end_layout + +\begin_layout Plain Layout + +FutureValue(rows, [cols], m, [timeStep=1, defaultHiddenActivity=0.1]) \end_layout \end_inset @@ -3583,19 +3757,19 @@ Delay(rows, [cols], m, [delayTime=1, defaultPastValue=0.1]) \end_layout \begin_layout Itemize -rows - the number of rows in the delay node (and in the input matrix). +rows - the number of rows in the input matrix. This parameter is needed because under some loopy conditions the dimensions cannot be automatically inferred from the input matrix. \end_layout \begin_layout Itemize -cols - the number of columns in the delay node (and in the input matrix). +cols - the number of columns in the input matrix. This parameter is optional since it will be set based on the minibatch size during training and testing. \end_layout \begin_layout Itemize -m - input matrix to be delayed. +m - input matrix from which the past or future value is obtained. Each column is a sample. The samples may be from different utterances as explained in Chapter . \begin_inset CommandInset ref @@ -3608,13 +3782,14 @@ reference "chap:CN" \end_layout \begin_layout Itemize -delayTime - [named optional] the amount of delay. +timeStep, delayTime - [named optional] the amount of time steps look into + past or future. Default is 1. \end_layout \begin_layout Itemize -defaultPastValue - [named optional] the default value to use if the past - value is not available. +defaultHiddenActivity, defaultPastValue - [named optional] the default value + to use if the past or future values are not available. Default is 0.1. \end_layout