{:highlights [{:id #uuid "6a787abc-f31a-487e-9c0e-451308dc7e36", :page 2, :position {:bounding {:x1 110.05858866870403, :y1 71.3758544921875, :x2 459.86326090991497, :y2 85.26473999023438, :width 718, :height 1015.4567293154772}, :rects ({:x1 110.05858866870403, :y1 71.3758544921875, :x2 459.86326090991497, :y2 85.26473999023438, :width 718, :height 1015.4567293154772}), :page 2}, :content {:text "두 벡터 가 직교한다는 것은 두 벡터 의 내적 이 0임을 의미한다 ."}, :properties {:color "yellow"}} {:id #uuid "6a787ac1-8770-4b41-a862-8b8ae853cc50", :page 2, :position {:bounding {:x1 479.9696146696806, :y1 71.3758544921875, :x2 585.8723551481962, :y2 85.26473999023438, :width 718, :height 1015.4567293154772}, :rects ({:x1 479.9696146696806, :y1 71.3758544921875, :x2 585.8723551481962, :y2 85.26473999023438, :width 718, :height 1015.4567293154772}), :page 2}, :content {:text " •w=w= 0"}, :properties {:color "yellow"}} {:id #uuid "6a787bd5-b422-4b1e-8203-99d9c164a3ce", :page 2, :position {:bounding {:x1 345.12803141772747, :y1 535.232177734375, :x2 631.9661051481962, :y2 549.1210327148438, :width 718, :height 1015.4567293154772}, :rects ({:x1 345.12803141772747, :y1 535.232177734375, :x2 631.9661051481962, :y2 549.1210327148438, :width 718, :height 1015.4567293154772}), :page 2}, :content {:text "4가지 기본 부분공간 은 서로 직교하는 관계이다 "}, :properties {:color "yellow"}} {:id #uuid "6a787c0d-a229-4698-95fc-bdb87ebf798a", :page 2, :position {:bounding {:x1 103, :y1 562.5555419921875, :x2 659, :y2 650.5555419921875, :width 718, :height 1015.4567293154772}, :rects (), :page 2}, :content {:text "[:span]", :image 1786280971515}, :properties {:color "yellow"}} {:id #uuid "6a787d5d-e3a3-4fd6-bc60-23b45bd56f24", :page 2, :position {:bounding {:x1 112.0008646696806, :y1 671.2456321716309, :x2 656.52952067554, :y2 711.8381004333496, :width 718, :height 1015.4567293154772}, :rects ({:x1 112.0008646696806, :y1 671.2456321716309, :x2 656.52952067554, :y2 685.8289451599121, :width 718, :height 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291.01520793139935, :y2 182.6497344970703, :width 718, :height 1015.4567293154772}), :page 4}, :content {:text "직선 위의 모든 벡터와 평면 위에 모든 벡터 가 서로 직교 하면, 그 직선( 1 차원 부분 공간)과 평면 ( 2차원 부분 공간 ) 은 서로 직교 한다."}, :properties {:color "yellow"}} {:id #uuid "6a787eb2-c989-4164-beca-de440e0edb91", :page 4, :position {:bounding {:x1 183.8758646696806, :y1 244.63975524902344, :x2 440.86997477710247, :y2 257.8341827392578, :width 718, :height 1015.4567293154772}, :rects ({:x1 183.8758646696806, :y1 244.63975524902344, :x2 440.86997477710247, :y2 257.8341827392578, :width 718, :height 1015.4567293154772}), :page 4}, :content {:text "행렬 A의 영공간 은 A의 행공간 과 직교 한다."}, :properties {:color "yellow"}} {:id #uuid "6a787ef7-1822-46e0-8709-ed5e9eb05a05", :page 4, :position {:bounding {:x1 107.4110209196806, :y1 746.8641204833984, :x2 654.1666666716337, :y2 792.3719329833984, :width 718, :height 1015.4567293154772}, :rects ({:x1 532.2916666716337, :y1 746.8641204833984, :x2 654.1666666716337, :y2 763.5308074951172, :width 718, :height 1015.4567293154772} {:x1 107.4110209196806, :y1 776.3997039794922, :x2 323.44834391772747, :y2 792.3719329833984, :width 718, :height 1015.4567293154772}), :page 4}, :content {:text " 의 열공간 C( A) 와 AT 의 영공간 N (AT ) 가 직교한다 "}, :properties {:color "yellow"}} {:id #uuid "6a787f09-1ca3-4fa6-93e5-3e342dc05a83", :page 5, :position {:bounding {:x1 80, :y1 366.027587890625, :x2 602, :y2 410.027587890625, :width 718, :height 1015.4567293154772}, :rects (), :page 5}, :content {:text "[:span]", :image 1786281737047}, :properties {:color "yellow"}} {:id #uuid "6a788137-090c-4660-8c0e-093b7751a47c", :page 5, :position {:bounding {:x1 70.713976547122, :y1 555.0238189697266, :x2 530.2200113981962, :y2 568.9127349853516, :width 718, :height 1015.4567293154772}, :rects ({:x1 70.713976547122, :y1 555.0238189697266, :x2 530.2200113981962, :y2 568.9127349853516, :width 718, :height 1015.4567293154772}), :page 5}, :content {:text "전체 공간 을 구성하는 직교하는 두 부분 공간의 쌍을 특별히 직교여 공간이라 한다"}, :properties {:color "yellow"}} {:id #uuid "6a788141-72f8-496c-b763-902b6938ff79", :page 5, :position {:bounding {:x1 69.7157084196806, :y1 555.0238590240479, :x2 623.4817301481962, :y2 597.8624210357666, :width 718, :height 1015.4567293154772}, :rects ({:x1 541.0698649138212, :y1 555.0238590240479, :x2 623.4817301481962, :y2 568.9127140045166, :width 718, :height 1015.4567293154772} {:x1 69.7157084196806, :y1 584.6679630279541, :x2 342.6239420622587, :y2 597.8624210357666, :width 718, :height 1015.4567293154772}), :page 5}, :content {:text "V의 직교 여공간 V- 은V 와 직교 하는 모든 벡터 를 포함 한다."}, :properties {:color "yellow"}} {:id #uuid "6a788158-f254-4ace-8d7b-92efbb1a5894", :page 5, :position {:bounding {:x1 64, :y1 836.6943359375, :x2 539, :y2 924.6943359375, :width 718, :height 1015.4567293154772}, :rects (), :page 5}, :content {:text "[:span]", :image 1786282327912}, :properties {:color "yellow"}} {:id #uuid "6a7881ad-9b11-4a79-88c1-01464b139f02", :page 7, :position {:bounding {:x1 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{:bounding {:x1 135.54686991870403, :y1 848.2638549804688, :x2 587.887186691165, :y2 861.4583129882812, :width 718, :height 1015.4567293154772}, :rects ({:x1 135.54686991870403, :y1 848.2638549804688, :x2 587.887186691165, :y2 861.4583129882812, :width 718, :height 1015.4567293154772}), :page 7}, :content {:text "해 의 유일성은 해 가 존재 함을 의미 하고, 해 의 존재성은 해가 유일 함을 의미 한다"}, :properties {:color "yellow"}} {:id #uuid "6a788859-b8b0-4ccf-a774-177555adbcec", :page 6, :position {:bounding {:x1 110.41665904223919, :y1 750.2061614990234, :x2 655.13791911304, :y2 792.0138397216797, :width 718, :height 1015.4567293154772}, :rects ({:x1 597.58030192554, :y1 750.2061614990234, :x2 655.13791911304, :y2 763.4005584716797, :width 718, :height 1015.4567293154772} {:x1 110.41665904223919, :y1 778.1249847412109, :x2 326.82050578296185, :y2 792.0138397216797, :width 718, :height 1015.4567293154772}), :page 6}, :content {:text "행렬 A는행공간 에서 열 공간 으로 의 가역변환이다"}, :properties {:color "yellow"}} {:id #uuid "6a788882-d504-47fd-809d-fa131414360a", :page 8, :position {:bounding {:x1 112.85806529223919, :y1 160.90493774414062, :x2 659.4292399138212, :y2 205.14321899414062, :width 718, :height 1015.4567293154772}, :rects ({:x1 112.85806529223919, :y1 160.90493774414062, :x2 659.4292399138212, :y2 176.87716674804688, :width 718, :height 1015.4567293154772} {:x1 112.85806529223919, :y1 191.25436401367188, :x2 453.74433390796185, :y2 205.14321899414062, :width 718, :height 1015.4567293154772}), :page 8}, :content {:text "행 공간의 기저벡터 개와 영공간 의 기저벡터 ( 2-1)개 를 더하면 + ( nr ) = \"개의 벡터가 된다 . 이 \" 개의 벡터는 선형독립 이다 . 따라서 R \"을 생성한다"}, :properties {:color "yellow"}} {:id #uuid "6a7888b9-0f6a-494b-a9e7-3cf7dbe5dd91", :page 4, :position {:bounding {:x1 112.43489329516888, :y1 537.5650863647461, :x2 620.1280314177275, :y2 554.9912948608398, :width 718, :height 1015.4567293154772}, :rects ({:x1 428.91709391772747, :y1 537.5650863647461, :x2 620.1280314177275, :y2 553.5373153686523, :width 718, :height 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"}, :properties {:color "yellow"}} {:id #uuid "6a7a0403-2799-49a5-952d-9fdf5d50e671", :page 13, :position {:bounding {:x1 73.51345317065716, :y1 497.3741226196289, :x2 622.670878097415, :y2 567.3393936157227, :width 718, :height 1015.4567293154772}, :rects ({:x1 464.0299174040556, :y1 497.3741226196289, :x2 622.670878097415, :y2 510.5685501098633, :width 718, :height 1015.4567293154772} {:x1 73.51345317065716, :y1 522.8515396118164, :x2 617.382792159915, :y2 539.518196105957, :width 718, :height 1015.4567293154772} {:x1 73.51345317065716, :y1 551.3671646118164, :x2 261.3311869353056, :y2 567.3393936157227, :width 718, :height 1015.4567293154772}), :page 13}, :content {:text "행렬 A 가 선형독립 인 열을갖는다면, 벡터 b 의 C ( A) 위로의 사영 은 P=A( ATA) 'ATb이다 . 여기서 사영 행렬 P= A( ATA) ' AT는 대칭 행렬이다"}, :properties {:color "yellow"}} {:id #uuid "6a7a040f-bcd4-4e55-863a-6152ed91aa7f", :page 13, :position {:bounding {:x1 72.51518504321575, :y1 551.3671646118164, :x2 619.94358317554, :y2 595.1605606079102, :width 718, :height 1015.4567293154772}, :rects ({:x1 430.3602396696806, :y1 551.3671646118164, :x2 619.94358317554, :y2 567.3393936157227, :width 718, :height 1015.4567293154772} {:x1 72.51518504321575, :y1 579.1883316040039, :x2 332.7189127653837, :y2 595.1605606079102, :width 718, :height 1015.4567293154772}), :page 13}, :content {:text "P2P이다. 즉 두 번째 사영 은 pp로 사영하므로 아무것도 변하지 않는다"}, :properties {:color "yellow"}} {:id #uuid "6a7a0415-779e-42a1-9b91-95340aa2264b", :page 13, :position {:bounding {:x1 87.36979167163372, :y1 741.3844985961914, :x2 616.7273356169462, :y2 782.0637588500977, :width 718, :height 1015.4567293154772}, :rects ({:x1 87.36979167163372, :y1 741.3844985961914, :x2 616.7273356169462, :y2 755.2734146118164, :width 718, :height 1015.4567293154772} {:x1 87.36979167163372, :y1 768.1749038696289, :x2 576.0654703825712, :y2 782.0637588500977, :width 718, :height 1015.4567293154772}), :page 13}, :content {:text "벡터 b 가 직선 위로 사영되면, 사영 p는 벡터 b 의 해당 직선 방향 부분 이 된다 . 벡터 b가 평면위로 사영되면, 사영 p는 벡터 b의 해당 평면 방향 부분 이 된다. 사영 p는 Pb 이다."}, :properties {:color "yellow"}} {:id #uuid "6a7a041f-7af3-4273-a7e3-c56d9b591165", :page 14, :position {:bounding {:x1 86, :y1 382.9990234375, :x2 660, :y2 453.9990234375, :width 718, :height 1015.4567293154772}, :rects (), :page 14}, :content {:text "[:span]", :image 1786381341457}, :properties {:color "yellow"}} {:id #uuid "6a7a042f-2b0c-4ecd-949e-f28c59939ff2", :page 14, :position {:bounding {:x1 102.31119029223919, :y1 710.7312927246094, :x2 467.52057902514935, :y2 724.6202087402344, :width 718, :height 1015.4567293154772}, :rects ({:x1 102.31119029223919, :y1 710.7312927246094, :x2 467.52057902514935, :y2 724.6202087402344, :width 718, :height 1015.4567293154772}), :page 14}, :content {:text "직선 과 평면 은 단순히 직교 하는 것을 넘어, 서로 직교 여공간 이다"}, :properties {:color "yellow"}} {:id #uuid "6a7a0437-3040-4bc0-a638-f5b5d33a8f99", :page 14, :position {:bounding {:x1 135.98089091479778, :y1 799.5334167480469, :x2 623.7521158903837, :y2 816.8945007324219, :width 718, :height 1015.4567293154772}, :rects ({:x1 135.98089091479778, :y1 799.5334167480469, :x2 623.7521158903837, :y2 816.8945007324219, :width 718, :height 1015.4567293154772}), :page 14}, :content {:text "벡터들은 P1 + P2= b 를 만족 하고, 행렬들은 P+P2= 1, PP2 = 0 을 만족한다 . "}, :properties {:color "yellow"}} {:id #uuid "6a7a043f-522f-490b-b277-c1d2a36f849c", :page 15, :position {:bounding {:x1 379.30771891772747, :y1 407.34588623046875, :x2 620.6924845427275, :y2 421.23480224609375, :width 718, :height 1015.4567293154772}, :rects ({:x1 379.30771891772747, :y1 407.34588623046875, :x2 620.6924845427275, :y2 421.23480224609375, :width 718, :height 1015.4567293154772}), :page 15}, :content {:text " 6 에서 p까지 의 직선 은 벡터 4 와 직교 한다"}, :properties {:color "yellow"}} {:id #uuid "6a7a044a-2260-4606-b890-6f4f9333742c", :page 16, :position {:bounding {:x1 81, :y1 50.4716796875, :x2 667, :y2 166.4716796875, :width 718, :height 1015.4567293154772}, :rects (), :page 16}, :content {:text "[:span]", :image 1786381386523}, :properties {:color "yellow"}} {:id #uuid "6a7a045f-fe09-47a3-b9b0-74e54a3248ee", :page 16, :position {:bounding {:x1 104, :y1 276.4716796875, :x2 508, :y2 317.4716796875, :width 718, :height 1015.4567293154772}, :rects (), :page 16}, :content {:text "[:span]", :image 1786381407053}, :properties {:color "yellow"}} {:id #uuid "6a7a046a-3e0f-494b-b603-5a93cc3eeed4", :page 17, :position {:bounding {:x1 89, :y1 126.2490234375, :x2 604, :y2 207.2490234375, :width 718, :height 1015.4567293154772}, :rects (), :page 17}, :content {:text "[:span]", :image 1786381417724}, :properties {:color "yellow"}} {:id #uuid "6a7af20e-41d5-4040-a603-a53e5809a41f", :page 17, :position {:bounding {:x1 63.465708419680595, :y1 798.9257354736328, :x2 369.44150798022747, :y2 812.8146209716797, :width 718, :height 1015.4567293154772}, :rects ({:x1 63.465708419680595, :y1 798.9257354736328, :x2 369.44150798022747, :y2 812.8146209716797, :width 718, :height 1015.4567293154772}), :page 17}, :content {:text "항등행렬 / 에 대해 행렬 - P 도 사영행렬 이어야 한다"}, :properties {:color "yellow"}} {:id #uuid "6a7af214-6b8f-4d35-99ab-549c781aa104", :page 17, :position {:bounding {:x1 65.47308604419231, :y1 826.5407409667969, :x2 608.8986002653837, :y2 866.1891784667969, :width 718, :height 1015.4567293154772}, :rects ({:x1 85.28645579516888, :y1 826.5407409667969, :x2 608.8986002653837, :y2 839.7351989746094, :width 718, :height 1015.4567293154772} {:x1 65.47308604419231, :y1 851.6058654785156, :x2 102.84287516772747, :y2 866.1891784667969, :width 718, :height 1015.4567293154772}), :page 17}, :content {:text "P 가 하나의 부분공간 위로 사영 할 때 , I -P 는 그 부분 공간과 직교 하는 부분공간 위로 사영 한다."}, :properties {:color "yellow"}} {:id #uuid "6a7af225-e248-4100-b418-ce9559de344b", :page 18, :position {:bounding {:x1 106.54296366870403, :y1 313.35718154907227, :x2 185.54686991870403, :y2 327.94052505493164, :width 718, :height 1015.4567293154772}, :rects ({:x1 106.54296366870403, :y1 313.35718154907227, :x2 185.54686991870403, :y2 327.94052505493164, :width 718, :height 1015.4567293154772}), :page 18}, :content {:text "p = Ai( 사)"}, :properties {:color "yellow"}} {:id #uuid "6a7af22c-331d-4718-b45f-3c7997457022", :page 18, :position {:bounding {:x1 106.54296366870403, :y1 313.35718154907227, :x2 656.6622721403837, :y2 360.95920181274414, :width 718, :height 1015.4567293154772}, :rects ({:x1 288.71528117358685, :y1 313.35718154907227, :x2 656.6622721403837, :y2 327.94052505493164, :width 718, :height 1015.4567293154772} {:x1 106.54296366870403, :y1 343.598087310791, :x2 564.8734537810087, :y2 360.95920181274414, :width 718, :height 1015.4567293154772}), :page 18}, :content {:text "위 의 ' ( hat) 표기는 열 공간 안에서 가장 가까운 벡터 를 제공하는 최적 의 선택 임을 의미 한다 . \" = 1인 경우 , 그 최적 의 선택은 호 - 이다"}, :properties {:color "yellow"}} {:id #uuid "6a7af232-2329-4ae5-8b0b-f32445874c99", :page 18, :position {:bounding {:x1 106.54296366870403, :y1 449.164493560791, :x2 656.1355997771025, :y2 487.836368560791, :width 718, :height 1015.4567293154772}, :rects ({:x1 119.40103404223919, :y1 449.164493560791, :x2 656.1355997771025, :y2 463.74780654907227, :width 718, :height 1015.4567293154772} {:x1 106.54296366870403, :y1 474.6419105529785, :x2 195.51865641772747, :y2 487.836368560791, :width 718, :height 1015.4567293154772}), :page 18}, :content {:text " ( S) 안에서 벡터 을 구하고 , ( C ) 안에서 사영 p= A²을 구한 다음 , (T) 안에서 사영 행렬 P를 구해보자 ."}, :properties {:color "yellow"}} {:id #uuid "6a7af237-5421-4b5e-9aaf-f18ab9f7b198", :page 18, :position {:bounding {:x1 261.27387492358685, :y1 542.133243560791, :x2 497.44590251147747, :y2 556.0220985412598, :width 718, :height 1015.4567293154772}, :rects ({:x1 261.27387492358685, :y1 542.133243560791, :x2 497.44590251147747, :y2 556.0220985412598, :width 718, :height 1015.4567293154772}), :page 18}, :content {:text "오차벡터 b - A '은 부분공간 과 직교한다"}, :properties {:color "yellow"}} {:id #uuid "6a7af245-203a-4d34-99d3-63a1f7a3bc3e", :page 19, :position {:bounding {:x1 60, :y1 120.220703125, :x2 645, :y2 400.220703125, :width 718, :height 1015.4567293154772}, :rects (), :page 19}, :content {:text "[:span]", :image 1786442309180}, :properties {:color "yellow"}} {:id #uuid "6a7af250-44f8-4e4d-8c66-e774cd33390a", :page 19, :position {:bounding {:x1 71.28905741870403, :y1 639.9848022460938, :x2 520.8550211638212, :y2 657.3458862304688, :width 718, :height 1015.4567293154772}, :rects ({:x1 71.28905741870403, :y1 639.9848022460938, :x2 520.8550211638212, :y2 657.3458862304688, :width 718, :height 1015.4567293154772}), :page 19}, :content {:text "핵심 은 정규 방정식 (normal equation ) AT ( b- A² )= 0을 해결 하는 단계이다 ."}, :properties {:color "yellow"}} {:id #uuid "6a7af25d-f986-4721-a903-e7463d07eb9a", :page 19, :position {:bounding {:x1 56, :y1 733.220703125, :x2 645, :y2 888.220703125, :width 718, :height 1015.4567293154772}, :rects (), :page 19}, :content {:text "[:span]", :image 1786442333608}, :properties {:color "yellow"}} {:id #uuid "6a7af267-9dca-45c0-bc40-f0a8db37093b", :page 20, :position {:bounding {:x1 131.39104716479778, :y1 759.5485687255859, :x2 453.23069255053997, :y2 775.5207977294922, :width 718, :height 1015.4567293154772}, :rects ({:x1 131.39104716479778, :y1 759.5485687255859, :x2 453.23069255053997, :y2 775.5207977294922, :width 718, :height 1015.4567293154772}), :page 20}, :content {:text "행렬 P =A ( ATA ) ' A' 를 계산할 때 주의 할 점이 있다"}, :properties {:color "yellow"}} {:id #uuid "6a7af26d-7da7-41db-ba30-fac9454a16e0", :page 20, :position {:bounding {:x1 110.56857554614544, :y1 881.3476409912109, :x2 653.053202316165, :y2 921.2781829833984, :width 718, :height 1015.4567293154772}, :rects ({:x1 110.56857554614544, :y1 881.3476409912109, :x2 653.053202316165, :y2 895.9309539794922, :width 718, :height 1015.4567293154772} {:x1 111.56683604419231, :y1 905.3059539794922, :x2 379.02558390796185, :y2 921.2781829833984, :width 718, :height 1015.4567293154772}), :page 20}, :content {:text "A 는 직사각 행렬 이다. 즉 A의 역행렬은 없다. > 개인 경우에는 A'가 존재하지 않으므로( ATA )' 를 A- '와 ( AT)' 로 나눌 수 없다 "}, :properties {:color "yellow"}} {:id #uuid "6a7af283-66b3-4560-ae49-96b3acabb433", :page 21, :position {:bounding {:x1 119.90017192065716, :y1 157.7582449913025, :x2 559.54856364429, :y2 172.3415732383728, :width 718, :height 1015.4567293154772}, :rects ({:x1 119.90017192065716, :y1 157.7582449913025, :x2 559.54856364429, :y2 172.3415732383728, :width 718, :height 1015.4567293154772}), :page 21}, :content {:text "ATA 가 가역 행렬일 필요충분 조건 은 행렬 A의 열이 선형 독립인 것이다 ."}, :properties {:color "yellow"}} {:id #uuid "6a7af28d-1121-4a8f-94c5-3749f4744e14", :page 22, :position {:bounding {:x1 78, :y1 235.666015625, :x2 671, :y2 458.666015625, :width 718, :height 1015.4567293154772}, :rects (), :page 22}, :content {:text "[:span]", :image 1786442380971}, :properties {:color "yellow"}}], :extra {:page 22}}