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AIカーと生成系AI

akira-sasaki
April 27, 2023
Programming
1
1.6k

 AIカーと生成系AI

第1回 Generative AI勉強会の発表資料です。

akira-sasaki

April 27, 2023
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Transcript

  1. 'B#P *OD "*Χʔͱੜ੒ܥ"*

  2. ΞδΣϯμ w "*Χʔ +FU3BDFS  w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w

    1SPNQU-BOE

  3. "*Χʔ %POLFZ$BS +FU3BDFS

  4. +FU3BDFS Χϝϥ +FUTPO/BOP

  5. +FU3BDFS +FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯౓ͱ଎౓ 18.ͷ৴߸ ճؼͷϞσϧ 3FT/FUΛసҠֶश

  6. +FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯౓ͱ଎౓ 18.ͷ৴߸ Χϝϥը૾ ೖྗ ग़ྗ +FU3BDFSͷ૸ߦͷ޲͖

    9 : 18.ͷ৴߸ +FU3BDFS

  7. %BUBTFU +FU3BDFSͷ޲͔Θ͍ͤͨ޲͖Λσʔλͱͯ͠ొ࿥ 3FT/FUΛϕʔεʹసҠֶश

  8. None
  9. None

  10. +FU3BDFSͷϩδοΫΛ஌Γ͍ͨํ͸ IUUQTDPVSTFTOWJEJBDPNDPVSTFTDPVSTFW%-* $39 7+" +FUTPO/BOPͰ"*Λ࢝ΊΔ

  11. ΞδΣϯμ w "*Χʔ +FU3BDFS  w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w

    1SPNQU-BOE

  12. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ BXUBLFP ff υϩʔϯΛ཭཮ͤ͞Δɻ BXMBOE υϩʔϯΛண཮ͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ

    BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ BX fl Z@QBUI QPJOUT ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD ΍NPWF5P;"TZOD ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺ fl Z@UP Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ $IBU(15ͱ࣮ମͷؒͰͲͪΒ͔Β΋ ղऍՄೳͳԾ૝తͳϝιουΛఆٛ

  13. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ BXUBLFP ff υϩʔϯΛ཭཮ͤ͞Δɻ BXMBOE υϩʔϯΛண཮ͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ

    BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ BX fl Z@QBUI QPJOUT ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD ΍NPWF5P;"TZOD ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺ fl Z@UP Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ ศརͳػೳ΍ VTFS BTTJTUBOUͷ΍ΓऔΓྫΛهࡌ

  14. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ BXUBLFP ff υϩʔϯΛ཭཮ͤ͞Δɻ BXMBOE υϩʔϯΛண཮ͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ

    BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ BX fl Z@QBUI QPJOUT ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD ΍NPWF5P;"TZOD ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺ fl Z@UP Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ ۭؒͷ؀ڥ৘ใΛهࡌ

  15. 1SPNQU3PCPUJDT ʙ,5PLFO 
 ʙ,5PLFO TZTUFNSPMM4ZTUFN3PMMఆٛ VTFSSPMMʮυϩʕϯΛඈ͹͍ͯͩ͘͠͞ʯ จࣈྻ 
 
 AAA

    
 ιʔείʔυ 
 AAA FYFD ιʔείʔυ ਖ਼نදݱ ιʔείʔυ $IBU(15 (15
  16. None

  17. ੹೚෼ذ఺ BXUBLFP ff 
 BXMBOE  BXHFU@ESPOF@QPTJUJPO  
 BX

    fl Z@UP <Y Z [>  
 BX fl Z@QBUI QPJOUT  BXTFU@ZBX ZBX  BXHFU@ZBX  
 BXHFU@QPTJUJPO PCKFDU@OBNF ཧ࿦ໃ६͠ͳ͍ γʔέϯεͷ࡞੒ ֤छϝιουͷ ࣮૷ "*34JN"1*Λ༻ ͍࣮ͯମΛ࣮૷ $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝ తͳϝιου

  18. ΞδΣϯμ w +FU3BDFS w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w 1SPNQU-BOE

  19. "*Χʔͱ$IBU(15

  20. γεςϜϩʔϧఆٛ

  21. ੹೚෼ذ఺ ཧ࿦ໃ६͠ ͳ͍γʔέ ϯεͷ࡞੒ KSSVO QPXFS 
 KSTUPQ 
 KSMFGU

     KSSJHIU 
 KSTUSBJHU  KSDIFDL@QPTJUJPO ֤छϝιο υͷ࣮૷ $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

  22. ଎౓ͷ੍ޚ ཧ࿦ໃ६͠ ͳ͍γʔέ ϯεͷ࡞੒ KSSVO QPXFS 
 KSTUPQ 
 KSMFGU

     KSSJHIU 
 KSTUSBJHU  KSDIFDL@QPTJUJPO KSSVO QPXFS 
 KSTUPQ 
 
 18.ͷ஋Λมߋ $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

  23. ӈંɺࠨંɺ௚ਐ ճؼͷϞσϧ ཧ࿦ໃ६͠ ͳ͍γʔέ ϯεͷ࡞੒ KSSVO QPXFS 
 KSTUPQ 


    KSMFGU  KSSJHIU 
 KSTUSBJHU  KSDIFDL@QPTJUJPO KSMFGU  KSSJHIU 
 KSTUSBJHU 
 
 ճؼͷ3FT/FUͷసҠֶश Ͱ ࠨં͔͠͠ͳ͍σʔληοτ 
 ௚ਐ͔͠͠ͳ͍σʔληοτ 
 ࠨં͔͠͠ͳ͍σʔληοτ 
 ͔ΒͭͷϞσϧΛֶशͯ͠࡞੒ ͢Δ $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

  24. +FU3BDFSͷ૸ߦͷ޲͖ 9 : ӈંɺࠨંɺ௚ਐ ճؼͷϞσϧ +FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯౓ͱ଎౓

    18.ͷ৴߸ Χϝϥը૾ ೖྗ ग़ྗ 18.ͷ৴߸

  25. ঢ়گ൑அ ަࠩ఺ɺ௚ઢ  ෼ྨͷϞσϧ ཧ࿦ໃ६͠ ͳ͍γʔέ ϯεͷ࡞੒ KSSVO QPXFS 


    KSTUPQ 
 KSMFGU  KSSJHIU 
 KSTUSBJHU  KSDIFDL@QPTJUJPO KSDIFDL@QPTJUJPO 
 
 ෼ྨͷϞσϧͰɺ  ަࠩ఺  ಓ࿏  ελʔτ஍఺ ͷσʔληοτΛ࡞੒ֶ͠श $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

  26. ঢ়گ൑அ ަࠩ఺ɺ௚ઢ  ෼ྨͷϞσϧ +FU3BDFS $BNFSB %// )[ ෼ྨ ަࠩ఺ɺ௚ઢ

  27. ಈ࡞࿈ܞ ཧ࿦ໃ६͠ ͳ͍γʔέ ϯεͷ࡞੒ KSSVO QPXFS 
 KSTUPQ 
 KSMFGU

     KSSJHIU 
 KSTUSBJHU  KSDIFDL@QPTJUJPO )[ )[ KSDIFDL@QPTJUJPO 
 Ϋϥε෼ྨ $BNFSB ަࠩ఺ʹֻ͔ࠩͬͨ͠Β $IBU(15ʹࢦࣔ͞ΕͨϞσϧʹࠩ͠ସ͑ KSMFGU 
 KSSJHIU 
 KSTUSBJHU ϦΞϧλΠ ϜͷϩϘο τ੍ޚ $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

  28. $IBU(15Ͱੜ੒͞ΕΔγʔέϯε ʮͷ଎౓Ͱ૸ߦΛ։࢝͠ɺ̍ͭΊͷަࠩ఺ Λ௚ਐ͠ɺͦͷ··௚ਐ͢Δʯ ʮͷ଎౓Ͱ૸ߦΛ։࢝͠ɺ̍ͭΊͷަࠩ ఺Λӈં͠ɺͦͷ··௚ਐ͢Δʯ XIJMF5SVF JGKSDIFDL@QPJTJUJPO $304430"% KSTUSBJHIU 

    CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO 30"% KSTUSBJHIU  CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO $304430"% KSMFGU  CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO 30"% KSTUSBJHIU  CSFBL ࠓ͸ɺϫϯγϣοτͰγʔέϯεΛੜ੒ ΍Γ͍ͨࣄ͸ɺঢ়گมԽͷ౓ʹɺ$IBU(15ʹ໰͍߹ΘͤΔ $IBU(15͕ੜ੒ͨ͠γʔέϯε $IBU(15͕ੜ੒ͨ͠γʔέϯε

  29. μχΤϧɾΧʔωϚϯ w γεςϜ w +FU3BDFS )[  w γεςϜ w

    $IBU(15 )[

  30. ΞδΣϯμ w "*Χʔ +FU3BDFS  w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w

    1SPNQU-BOE

  31. "*Χʔͱ$IBU(15Λ࿈ܞͯ͠ݟ͖͑ͯͨࣄ w Կ͕Ͱ͖ͯɺԿ͕Ͱ͖Δ͔Θ͔Βͳ͍ w ࣮ػΛ͔ͭͬͯ৚݅ઃఆΛ͓͜ͳ͏ͱ؀ڥߏங͕େม "*ΧʔͷϞσϧͱϦϯΫ͢Δ%JHJUBM5XJOۭ͕ؒඞཁ

  32. 1SPNQU-BOE

  33. 1SPNQU-BOE 359౥ࡌ1$ +FU3BDFS (4USFBNFS 0QFO$7Ͱऔࠐ 04$ +VQZFS-BCΛىಈ͢Δ1$ 1SPNQU-BOE 6&ΞϓϦ

  34. 1SPNQU-BOEͰ΍Γ͍ͨࣄ 
 Ͱ͖Δ͜ͱɺͰ͖ͳ͍͜ͱͷධՁ w ੨৴߸ɺԫ৭৴߸ɺ੺৴߸Ͱͷڍಈ w ਓ͕͍Δ৔߹ͷڍಈ w -J%"3ͷϙΠϯτΫϥ΢υ৘ใΛ$IBU(15ʹ౤͛ΔͱͲ͏ͳΔ͔ w

    ো֐෺ͷ࠲ඪΛ$IBU(15ʹ౤͛ΔͱͲ͏ͳΔ͔ w $IBU(157JTJPO൛ͷڍಈ͸Ͳ͏ͳΔͷ͔ʁ w ͳʹ͕Ͱ͖ͯɺͳʹ͔Ͱ͖ͳ͍ͷ͔ΛධՁΛ͓͜ͳ͍͍ͨ

  35. +FU3BDFSͱ4*.3FBM 4JNVMBUPSͰֶशͨ͠σʔληοτ 3FBMۭؒͰͷ૸ߦ ձ௡େֶͰͷࢼݧ૸ߦɺ/551$͞Μͱ.BLFS'BJSFͰͷࢼΈͰ +FU3BDFS͸ɺ4JNVMBUPSͷը૾Ͱ࣮૸ߦ͕Մೳ

  36. ࠷ۙͷࢼ࡞ 6& .FUB)VNBO 
 $IBU(15 /7*%*"3JWB /7*%*"3JWB $IBU(15