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20190406_nlp/cv_勉強会

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Publié le

2019/04/06に行われたNLP/CV交流勉強会の資発表資料です。

Publié dans : Technologie
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20190406_nlp/cv_勉強会

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sha1_base64="sz3bKz6Ix+7KtjUaVO2UCAlGGm4=">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</latexit><latexit sha1_base64="sz3bKz6Ix+7KtjUaVO2UCAlGGm4=">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</latexit><latexit 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sha1_base64="sz3bKz6Ix+7KtjUaVO2UCAlGGm4=">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</latexit> {wk 2 RD }C k=1<latexit sha1_base64="/QUdhVpoSOoZpEhDuqqiMTAUDCs=">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</latexit><latexit sha1_base64="/QUdhVpoSOoZpEhDuqqiMTAUDCs=">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</latexit><latexit sha1_base64="/QUdhVpoSOoZpEhDuqqiMTAUDCs=">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</latexit><latexit sha1_base64="/QUdhVpoSOoZpEhDuqqiMTAUDCs=">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</latexit> bk = sgn(wkx)<latexit sha1_base64="K+8/PBEUbGgm/7VRW7/ctYSDE5g=">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</latexit><latexit sha1_base64="K+8/PBEUbGgm/7VRW7/ctYSDE5g=">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</latexit><latexit sha1_base64="K+8/PBEUbGgm/7VRW7/ctYSDE5g=">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</latexit><latexit sha1_base64="K+8/PBEUbGgm/7VRW7/ctYSDE5g=">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</latexit> W = (w1, ...wC)<latexit sha1_base64="M1aff513psT3WQSGgKCn9gdJdXk=">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</latexit><latexit sha1_base64="M1aff513psT3WQSGgKCn9gdJdXk=">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</latexit><latexit sha1_base64="M1aff513psT3WQSGgKCn9gdJdXk=">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</latexit><latexit sha1_base64="M1aff513psT3WQSGgKCn9gdJdXk=">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</latexit> B = sgn(XW)<latexit 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  17. 17. • 2 C ℎ(#) ,2 %, ' 2 , • ( ,2 2 • 1)*++,- Ø ,2 ( ≃ 0 0 , Pr[h(u) = h(v)] = 1 ✓(u, v) ⇡<latexit sha1_base64="GdR+epYac1Yo3uuafyjsDmFalS8=">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</latexit><latexit sha1_base64="GdR+epYac1Yo3uuafyjsDmFalS8=">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</latexit><latexit sha1_base64="GdR+epYac1Yo3uuafyjsDmFalS8=">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</latexit><latexit sha1_base64="GdR+epYac1Yo3uuafyjsDmFalS8=">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</latexit>
  18. 18. • ? C C , • Ø , • • , CA ? • CA ? • P ,!
  19. 19. • • ! ), • (( • , , ),
  20. 20. • 2 p l • Ø m L cB Ø C • a 2 2 Ø L t - () ) , r e i !
  21. 21. • , , Ø , ! " #(!, ") • '(!) ! #((', )) ', ) ℎ(', )) , ,
  22. 22. • !" , , !# •
  23. 23. • 1 4 3{"#}1 1 4 2 3 %(')1 4 3{"#}1 . 4 1 . 4 , 1
  24. 24. . • K • Ø , Ø !" M Ø
  25. 25. • , ! " • •
  26. 26.
  27. 27.
  28. 28. • ( ( ), , • M g c g e R • a e • )( • @ P@ a N • a @ P@ A
  29. 29. - • ,,CI D F 0 2 07 20 2 0 21 0 2 . 70 22 -0
  30. 30. • •
  31. 31. • N ek k CSDI • JFJ ,2 DIihgd • W C CS L • -0 0 2 R a 0 2 07 20 2 0 21 0 2 . 70 22 -0
  32. 32. • JF ID -.71 0 . 0. 7 71 70 1 . 70 .10 , . 2 00 .7 71
  33. 33. • bkim hle cj • J :D : : H L • FF III : D: :F : D:F 7 0 1 / FJ • Y W dOS dOSga TP S R • - :F .: D : D : ,A : 2 A D FJ I F :: 1 L

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