AI最新論文読み会2022年2月

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1. େࡕࢢཱେֶদຊརխ
   "*࠷৽࿦จಡΈձ೥݄
   
   

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2. ࣗݾ঺հ
   w দຊརխʢ·ͭ΋ͱͱ͠·͞ʣ
   

   w େࡕࢢཱେֶ์ࣹઢՊݚڀһ
   

   w ҩྍº"*ºڭҭ
   

   w ཧ࿦ܭࢉՊֶ ਺ཧ࿦ཧֶΛݚڀ͍ͯ͠·ͨ͠ɻ
   
   

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3. 
   w"SYJW4BOJUZ BSYJWTBOJUZDPN
   Ͱաڈ̍ϲ݄ͷظؒʹਓؾͩͬͨ࿦จΛ
   

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   "HFOEB
   

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4. 5PQSFDFOU
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   7JTJPO5SBOTGPSNFSGPS4NBMM4J[F%BUBTFUT
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5. 5PQIZQF
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6. 1JDLVQ
   
   

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7. ɾ໨తɿ$//Λ౷߹తʹվྑ͢Δ
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   7
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8. $//
   w TMJEJOHXJOEPXTUSBUFHZ
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   w Ҡಈීวੑ
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   w XJOEPXQBSUJUJPO
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9. .PEFSOJ[JOH$POW/FU3PBENBQ
   w ϕʔε͸3FT/FU
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   w Կ͔৽͍ٕ͠ज़ΛఏҊͯ͠ɺվྑ͢ΔͷͰ͸ͳ͘ɺ
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10. w $IBOHJOHTUBHFSBUJP
    w
    ˠ T
    
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    ˠY TUSJEF
    

    OPOPWFSMBQQJOHDPOWPMVUJPO
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11. w VTFNPSFHSPVQT FYQBOEXJEUI
    w EFQUIXJTFDPOW ۭؒํ޲ͷ৞ΈࠐΈ
    Λ࢖͏
    w HSPVQ਺DIBOOFM਺Ͱ͋Δ
    

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    w EFQUIXJTFDPOW͸ɺBUUFOUJPOͷதͰ͸ɺ
    XFJHIUFETVNͱಉ౳
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    ௿࣍ݩʹ෼ׂˠूܭ
    Ding, Wei, et al. "Designing ef
    fi
    cient accelerator of depthwise separable convolutional neural network on FPGA.
    

    " Journal of Systems Architecture 97 (2019): 278-286.
    

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12. w 4XJO5SBOTGPSNFSͷ.-1CMPDL
    OBSSPXˠXJEFˠOBSSPX
    w *OWFSUFECPUUMFOFDLʹରԠ
    

    B
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    *OWFSUFE#PUUMFOFDL
    
    

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13. w .PWJOHVQEFQUIXJTFDPOWMBZFS
    

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    w ͷαΠζͰࢼͨ݁͠Ռɺ
    

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    w ֤CMPDLͰEFQUIXJTFDPOW Y
    Λ࢖͏
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    w .4"CMPDL͸.-1MBZFSͷલʹ͋Δ
    w YͷMPDBMXJOEPX͕TFMGBUUFOUJPOʹೖ͍ͬͯΔ
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14. w 3FQMBDJOH3F-6XJUI(&36
    w 'FXFSBDUJWBUJPOGVODUJPO
    

    ֤ϒϩοΫͰ(&36͸͚ͭͩ࢖͏
    w 'FXFSOPSNBMJ[BUJPOMBZFST
    

    DPOWYMBZFSͷखલͷ#BUDI/PSNBMJ[BUJPOΛ
    

    ࡟আ
    w 4VCTUJUVUJOH#BUDI/PSNBMJ[BUJPOXJUI
    

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    w 4FQBSBUFEPXOTBNQMJOHMBZFST
    

    ֤ϒϩοΫؒͰɺY TUSJEFΛ࢖͏
    

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    ೖ͍ͬͯΔ
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15. w #BUDI/PSNBMJ[BUJPO
    w ϛχόον͝ͱͷฏۉͱ෼ࢄͰਖ਼نԽ
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    w ͭͷೖྗʹ͓͚Δ֤ϨΠϠʔͷ
    

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16. 
    

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17. 
    

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18. 5PQSFDFOU
    

    ҐʙҐ
    
    

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19. ɾ໨తɿ$//Λ౷߹తʹվྑ͢Δ
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    IUUQBSYJWPSHBCTW
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    ͷొ৔Ͱ࢝·ͬͨࢹ֮ೝࣝͷ3PBSJOHT͸ɺॠؒ͘ʹ$POW/FUTΛ྇կ͢Δ࠷ઌ୺ͷը૾෼ྨϞσϧͱͳͬ
    ͨɻͦͷҰํͰɺόχϥ7J5͸ɺ෺ମݕग़΍ηϚϯςΟοΫηάϝϯςʔγϣϯͳͲͷҰൠతͳίϯϐϡʔλϏδϣϯͷλεΫʹద༻͢Δʹ͸
    ࠔ೉͕൐͏ɻ$POW/FUͷϓϦΦʔϧΛ࠶ಋೖͨ͠֊૚ܕ5SBOTGPSNFSʢ4XJO5SBOTGPSNFSTͳͲʣ͸ɺ5SBOTGPSNFSΛҰൠతͳϏδϣϯͷ
    όοΫϘʔϯͱ࣮ͯ͠༻Խ͠ɺ༷ʑͳϏδϣϯλεΫͰ༏ΕͨੑೳΛൃش͍ͯ͠·͢ɻ͔͠͠ɺ͜ͷΑ͏ͳϋΠϒϦουΞϓϩʔνͷ༗ޮੑ
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    εϖʔεΛ࠶ݕ౼͠ɺ७ਮͳ$POW/FU͕ୡ੒Ͱ͖ΔݶքΛςετ͠·͢ɻඪ४తͳ3FT/FUΛɺϏδϣϯɾτϥϯεϑΥʔϚʔͷઃܭʹ޲͚ͯ
    ঃʑʹʮۙ୅Խʯ͠ɺͦͷաఔͰੑೳࠩʹد༩͢Δ͍͔ͭ͘ͷॏཁͳཁૉΛൃݟ͠·ͨ͠ɻ͜ͷݚڀͷ݁Ռɺ$POW/F9Uͱݺ͹ΕΔ७ਮͳ
    $POW/FUϞσϧͷϑΝϛϦʔ͕஀ੜ͠·ͨ͠ɻඪ४తͳ$POW/FUϞδϡʔϧͷΈͰߏ੒͞Εͨ$POW/F9U͸ɺඪ४తͳ$POW/FUͷγϯϓϧ͞
    ͱޮ཰ੑΛҡ࣋͠ͳ͕Βɺ*NBHF/FUUPQਫ਼౓ͰΛୡ੒͠ɺ$0$0ݕग़ͱ"%&,ηάϝϯςʔγϣϯͰ4XJO5SBOTGPSNFSΛ্ճ
    ΔͳͲɺਫ਼౓ͱεέʔϥϏϦςΟͷ఺Ͱ5SBOTGPSNFSͱޓ֯ʹ౉Γ߹͍ͬͯ·͢ɻ
    5PQSFDFOU
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    19
    1JDLVQ
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20. ɾ໨తɿχϡʔϥϧωοτϫʔΫͷ൚ԽੑೳΛௐ΂Δ͜ͱ
    ɾ੒ՌɿσʔληοτͷαΠζ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨ
    ɾํ๏ɿΞϧΰϦζϛοΫʹ࡞ΒΕͨখ͞ͳσʔληοτΛ΋͍࣮ͪͯݧ
    ɾΩʔϫʔυɿ(SPLLJOH %FDPEFSPOMZ5SBOTGPSNFS
    ɾஶऀॴଐɿ0QFO"* (PPHMF
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    ͸ɺσʔλͷޮ཰ɺهԱɺҰൠԽɺֶशͷ଎౓ʹؔ͢Δ໰୊Λඇৗʹৄࡉʹݚڀ͢Δ͜ͱ͕Ͱ͖Δɻ͍͔ͭ͘ͷঢ়گͰ͸ɺχϡʔϥϧωοτ
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    ্ͤ͞ɺ͜ͷ൚Խͷ޲্͸ΦʔόʔϑΟοτͷ࣌఺Λ͸Δ͔ʹ௒͑ͯى͜Γ͏Δ͜ͱΛࣔ͢ɻ·ͨɼσʔληοτͷαΠζʹΑΔ൚Խͷҧ͍Λ
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    ཧղ͞Ε͍ͯͳ͍ଆ໘Λݚڀ͢ΔͨΊͷංཊͳ౔৕Λఏڙ͍ͯ͠Δͱզʑ͸ओு͢Δɻ
    5PQSFDFOU
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    ݪจ(SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS
    fi
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    20
    

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21. 
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    $FOUFSUSBJOJOHσʔλ͕ݮΔͱɺHSPLLJOH͕ى͜Δ·ͰTUFQ਺͕͔͔Δ
    

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22. 
    7BMJEBUJPOMPTT͕Ұ౓Լ͕͔ͬͯΒճ໨ʹԼ͕Δ·Ͱʹɺ
    ?͔Β?TUFQTͷؒͰ্͕͍ͬͯΔ
    

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23. 
    ֶश৚݅Λม͑ͨΓɺҟͳΔԋࢉΦϖϨʔλͰ࣮ݧ
    

    8FJHIUEFDBZ͕༗ޮ
    

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24. 
    Կ͔͠Βͷنଇɾߏ଄͕ݟΒΕΔ
    

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25. ɾ໨తɿBUUFOUJPOͷվྑ
    ɾ੒Ռɿ%FGPSNBCMF"UUFOUJPO5SBOTGPSNFS %"5
    
    ɾํ๏ɿมܗՄೳ͔BUUFOUJPOΛఏҊ
    ɾϞσϧ໊ɿ%FGPSNBCMF"UUFOUJPO5SBOTGPSNFS
    ɾஶऀॴଐɿ%FQBSUNFOUPG"VUPNBUJPO #/3JTU 5TJOHIVB6OJWFSTJUZ "84"* "NB[PO #FJKJOH"DBEFNZPG"SUJ
    fi
    DJBM
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    $//ϞσϧΑΓ΋ߴ͍දݱྗΛ͍࣋ͬͯ·͢ɻ͔͠͠ɺ୯ʹड༰໺Λେ͖͘͢Δ͚ͩͰ͸ɺ͍͔ͭ͘ͷ໰୊͕͋Γ·͢ɻҰํͰɺྫ͑͹7J5ͷ
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    25
    

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26. w RVFSZʹҰக͢ΔLFZΛݕࡧ͠ɺLFZʹର͢ΔWBMVFΛ
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    w σʔλʹґଘ͠ͳ͍ํ๏
    w 7J5͢΂ͯͷRVFSZʹશྖҬ͕ରԠ͢Δ
    w 4XJO5SBOTGPSNFS
    

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    w σʔλʹґଘ͢Δํ๏
    w %$/RVFSZʹԠͯ͡มߋ͞ΕͨQPJOUΛֶश͢Δ
    w %"5͢΂ͯͷRVFSZʹରͯ͠ڞ௨ͷมߋ͞Εͨ
    QPJOUΛֶश͢Δ
    BUUFOUJPO
    
    

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27. 
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    ff
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28. 
    w EFGPSNFEQPJOU͕ର৅ʹूதͯ͠෼෍͍ͯ͠Δ
    w ର৅Ҏ֎ͷॴʹEFGPSNFEQJOU͸άϦουঢ়ʹ͋Δ
    

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29. 
    

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30. ɾ໨తɿχϡʔϥϧωοτϫʔΫͰ਺ֶͷ໰୊Λղ͘͜ͱ
    ɾ੒ՌɿχϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮ূ
    ɾํ๏ɿ਺ֶͷ໰୊Λ$PEFYͰίʔυʹม׵
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    εͷ໰୊Λࣗಈతʹղ͍ͯ࠾఺͠ɼେن໛ʹੜ੒ͨ͠ॳΊͯͷݚڀͰ͢ɽ͜Ε͸ߴ౳ڭҭʹͱͬͯըظతͳ͜ͱͰ͢ɻ
    5PQSFDFOU
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    ݪจ"/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J
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    30
    

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31. 
    1SPCMFNˠ$PEFYˠ1SPHSBN
    

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32. 
    

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33. ɾ໨తɿ"*ͷτϐοΫͷ֓ཁͷ੔ཧͯ͠ɺఏڙ͢Δ͜ͱ
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    ɾΩʔϫʔυɿ%FFQ-FBSOJOH*OUFSWJFXT
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    IUUQBSYJWPSHBCTW
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    ΊͷϦϋʔαϧͱͯ͠ɺ·ͨػցֶशͷम࢜ɾത࢜՝ఔͷֶੜ΍໘઀Λ߇͍͑ͯΔํͷͨΊʹɺ͜ͷ෼໺ͷ֓ཁΛ੔ཧͯ͠ఏڙ͢ΔͨΊʹ࡞
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    ݪจ%FFQ-FBSOJOH*OUFSWJFXT)VOESFETPGGVMMZTPMWFEKPCJOUFSWJFXRVFTUJPOTGSPNBXJEFSBOHFPGLFZUPQJDTJO"*
    
    33
    

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34. 
    

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35. ɾ໨తɿখ͍͞σʔληοτ͔Β7J5ͷֶश͕Ͱ͖ΔΑ͏ʹ͢Δ͜ͱ 7J5ͷہॴੑؼೲతόΠΞε΁ͷґଘΛղܾ͢Δ͜ͱ
    
    ɾ੒ՌɿখαΠζσʔληοτͰ͋Δ5JOZ*NBHF/FUʹ͓͍ͯɺฏۉͷੑೳ޲্
    ɾํ๏ɿ4IJGUFE1BUDI5PLFOJ[BUJPO 415
    -PDBMJUZ4FMG"UUFOUJPO -4"
    ΛఏҊ
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    ͕ɺ৞ΈࠐΈχϡʔϥϧωοτϫʔΫΛ্ճΔੑೳΛൃش͍ͯ͠Δɻ
    ͔͠͠ɼ7J5ͷੑೳ͸+'5.ͷΑ͏ͳେن໛σʔληοτΛ༻͍ͨࣄલֶशͷ݁ՌͰ͋Γɼͦͷେن໛σʔληοτ΁ͷґଘੑ͸௿ہॴ
    ੑͷ༠ಋόΠΞεʹΑΔ΋ͷͱղऍ͞ΕΔɽຊ࿦จͰ͸ɼ4IJGUFE1BUDI5PLFOJ[BUJPO 415
    ͱ-PDBMJUZ4FMG"UUFOUJPO -4"
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    35
    

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36. 7J5
    w $//΄ͲɺMPDBMJUZJOEVDUJWFCJBTΛ͍࣋ͬͯͳ͍
    w େྔͷτϨʔχϯάσʔλ͕ඞཁ
    w σʔληοτͷαΠζͱੑೳͷؒͷؔ܎ੑ͸ڵຯ͕͋Δ
    w MPDBMJUZJOEVDUJWFCJBTΛ૿΍͢͜ͱʹΑͬͯɺ
    

    খ͍͞αΠζͷσʔληοτͰֶशͨ͠7J5͸ɺੑೳ͸ظ଴Ͱ͖Δ͔
    w 4IJGUFE1BUDI5PLFOJ[BUJPO 415
    -PDBMJUZ4FMG"UUFOUJPO -4"
    
    w BEEPOͷΑ͏ʹɺ7J5ʹద༻Ͱ͖Δ
    
    

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37. 
    w 4IJGUFE1BUDI5PLFOJ[BUJPO 415
    
    w TIJGU DPODBUFOBUF
    w ΑΓଟ͘ͷҐஔ৘ใΛτʔΫϯʹຒΊࠐΉ͜ͱ͕Ͱ͖ΔˠMPDBMJUZJOEVDUJWFCJBTΛ૿΍͢
    w -PDBMJUZ4FMG"UUFOUJPO -4"
    
    w ֤τʔΫϯʹͦΕͱؔ܎ͷ͋ΔτʔΫϯʹϑΥʔΧεͤ͞Δ͜ͱʹΑͬͯɺ
    

    BUUFOUJPOΛہॴతʹ͢Δ
    

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38. 
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    $BJ5$MBTT"UUFOUJPOJO*NBHF5SBOTGPSNFST
    
    

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39. 
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    λʔήοτʹूதͯ͠Δ 4-ద༻લ͸എܠʹ෼ࢄ͍ͯͨ͠
    
    

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40. ɾ໨తɿҼՌؔ܎ͷཧ࿦ΛೖΕͨ$POUSBTUJWFMFBSOJOHΛ࢖͍ɺ
    

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    5PQSFDFOU
    ࣗݾڭࢣ෇͖3FT/FUTͷݶքʹ௅Ήɿ*NBHF/FUͰϥϕϧͳ͠ͷڭࢣ෇ֶ͖शΛ྇կͰ͖Δ͔ʁ
    ݪจ1VTIJOHUIFMJNJUTPGTFMGTVQFSWJTFE3FT/FUT$BOXFPVUQFSGPSNTVQFSWJTFEMFBSOJOHXJUIPVUMBCFMTPO*NBHF/FU
    
    40
    

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41. 3FQSFTFOUBUJPO-FBSOJOHWJB*OWBSJBOU$BTVBM.FDIBOJTN
    w $POUSBTUJWFMFBSOJOHΛҼՌ࿦Ͱղऍ
    w %BUBHFOFSBUJPO
    w ը૾9͸ίϯςϯπ $
    ͱελΠϧ 4
    ͔Β੒Δ
    

    ྫ͑͹ɺݘͷը૾Λ෼ྨ͍ͨ࣌͠ɺݘΛߏ੒͍ͯ͠Δ෦෼͸ $
    ɺͦΕҎ֎ͷഎܠ΍ޫͷ౰ͨΓ
    ۩߹ͳͲ͸ 4
    
    w $ͷΈ͕ԼྲྀλεΫ:@ :@5 ϥϕϧ
    ʹӨڹΛ༩͑Δ
    

    $͸:@UΛ༧ଌ͢Δͷे෼ͳ৘ใΛ͍࣋ͬͯΔ
    w $ͱ4͸ಠཱ͍ͯ͠Δ
    w දݱֶशͰ͸ɺ9͔ΒදݱG 9
    Λֶशͯ͠୅ཧλεΫ :?3
    Λղ͘
    

    ʮ෼ྨث΍ଞͷ༧ଌثΛߏங͢Δࡍʹɺ༧ଌʹॏཁͳ৘ใΛநग़͠΍͘͢͢ΔΑ͏ʹ
    

    σʔλͷදݱΛֶश͢Δ͜ͱʯ
    w $POUSBTUJWFMFBSOJOH͓͍ͯɺΠϯελϯε෼ྨ͸୅ཧλεΫʹ૬౰͢Δ
    

    ྫݘͷը૾͔Βɺλϩ΢Λ෼ྨ͢ΔλεΫ
    
    w Πϯελϯε෼ྨ͸ը૾ͦͷ΋ͷΛ෼ྨ͢ΔλεΫΑΓ೉͍͠
    w ͔ͩΒɺ୅ཧλεΫΛղ͚ΔG 9
    Λֶश͢Ε͹ԼྲྀλεΫ͸ղ͚ͨ͜ͱʹͳΔ
    3&-*$
    IUUQTBSYJWPSHQEGQEG
    ೖྗʹରͯ͠ɺछྨͷม׵ΛߦͬͯಘΒΕͨ̎ͭදݱͰɺ
    

    ଞͷදݱͱͷྨࣅ౓Λ,-ڑ཭ͰଌΔ
    

    G Y
    ͷֶश
    

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42. 3&-*$W
    
    3&-*$ͷMPTTΛվྑ
    

    ελΠϧʹෆมͰɺࣅ͍ͯΔ΋ͷ͸ڑ཭Λ͚ۙͮΔΑ͏ʹֶश͢Δ
    

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43. ɾ໨తɿ7J5ͷͨΊͷMPDBMTFMGBUUFOUJPO -4"
    ΛڧԽ͢Δ͜ͱ
    ɾ੒Ռɿ&OIBODFEMPDBMTFMGBUUFOUJPO &-4"
    
    ɾํ๏ɿ-4"ͱͦͷΧ΢ϯλʔύʔτΛʮνϟϯωϧઃఆʯͱʮۭؒॲཧʯͷͭͷଆ໘͔Βௐࠪͨ͠
    ɾΩʔϫʔυɿ&-4" -4"
    ɾஶऀॴଐɿ4PVUI$IJOB6OJWFSTJUZPG5FDIOPMPHZ "MJCBCB(SPVQ
    IUUQBSYJWPSHBCTW
    ࣗݾݴٴ͸ɺ௕ڑ཭ґଘੑͷϞσϧԽʹ͸ڧྗͰ͕͢ɺہॴతͳࡉ͔͍Ϩϕϧͷಛ௃ֶशʹ͸ऑ͘ͳΓ·͢ɻہॴࣗݾ஫ҙʢ-4"ʣͷੑೳ
    ͸ɺ৞ΈࠐΈͱಉఔ౓Ͱ͋ΓɺμΠφϛοΫϑΟϧλʹ͸ྼΔͨΊɺ-4"ͱͦͷରԠࡦͷͲͪΒΛ࢖͏΂͖͔ɺͲͪΒ͕༏Ε͍ͯΔͷ͔ɺԿ
    ͕-4"Λฏຌͳ΋ͷʹ͍ͯ͠Δͷ͔ɺݚڀऀΛ೰·͍ͤͯΔɻ͜ΕΒΛ໌Β͔ʹ͢ΔͨΊʹɺຊݚڀͰ͸ɺ-4"ͱͦͷΧ΢ϯλʔύʔτΛ
    ͭͷଆ໘͔Βแׅతʹௐࠪ͠·͢ɻʮνϟϯωϧઃఆʯͱʮۭؒॲཧʯͷͭͷଆ໘͔Βɺ-4"ͱͦͷΧ΢ϯλʔύʔτΛ૯߹తʹௐࠪ͠·͠
    ͨɻͦͷ݁Ռɺۭؒత஫ҙͷੜ੒ͱద༻ʹ໰୊͕͋Γɺ૬ରతͳҐஔͷຒΊࠐΈͱྡ઀ϑΟϧλʔͷద༻͕ॏཁͳཁૉͰ͋Δ͜ͱ͕Θ͔Γ·
    ͨ͠ɻ͜ΕΒͷ஌ݟʹج͖ͮɺզʑ͸)BEBNBSEBUUFOUJPOͱHIPTUIFBEΛ༻͍ͨFOIBODFEMPDBMTFMGBUUFOUJPO &-4"
    ΛఏҊ͢Δɻ
    )BEBNBSEBUUFOUJPO͸ɺߴ࣍ͷϚοϐϯάΛҡ࣋ͭͭ͠ɺྡ઀͢Δ৔߹ͷ஫ҙΛޮ཰తʹੜ੒͢ΔͨΊʹ)BEBNBSEੵΛಋೖ͢Δɻΰʔε
    τϔου͸ɺΞςϯγϣϯϚοϓͱ੩తϚτϦΫεΛ૊Έ߹Θͤɺνϟωϧ༰ྔΛ૿Ճͤ͞Δɻ࣮ݧʹΑΓ&-4"ͷ༗ޮੑΛ࣮ূɻΞʔΩςΫ
    νϟ΍ϋΠύʔύϥϝʔλΛมߋ͢Δ͜ͱͳ͘ɺ-4"Λ&-4"ʹஔ͖׵͑Δ͜ͱͰɺ4XJO5SBOTGPSNFSΛ࠷େͰ޲্ͤ͞Δ͜ͱ͕Ͱ͖
    ·ͨ͠ɻ·ͨɺ-4"͸%͔Β%·ͰҰ؏ͯ͠70-0ͷԸܙΛड͚ɺ&-4"70-0%͸௥Ճͷֶशը૾ͳ͠ʹ*NBHF/FU,ͰΛୡ੒
    ͠·ͨ͠ɻ͞ΒʹɺԼྲྀͷλεΫʹ͓͍ͯ΋&-4"ΛධՁͨ͠ɻ&-4"͸ɺ$0$0Ͱ͸࠷େCPY"QNBTL"Qɺ"%&,Ͱ͸࠷
    େN*P6ɺϕʔεϥΠϯΛେ෯ʹվળͨ͠ɻίʔυ͸IUUQTHJUIVCDPNEBNPDW&-4"Ͱެ։͍ͯ͠·͢ɻ
    5PQSFDFOU
    &-4"&OIBODFE-PDBM4FMG"UUFOUJPOGPS7JTJPO5SBOTGPSNFS
    ݪจ&-4"&OIBODFE-PDBM4FMG"UUFOUJPOGPS7JTJPO5SBOTGPSNFS
    
    43
    

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44. എܠ
    w TFMGBUUFOUJPO
    w άϧʔόϧͳґଘؔ܎Λଊ͑Δʹڧྗ͕ͩɺϩʔΧϧͳಛ௃Λଊ͑Δͷ͸ۤख
    w MPDBMTFMGBUUFOUJPO -4"
    
    w ৞ΈࠐΈͱಉఔ౓ɺͰ΋EZOBNJD
    fi
    MUFSʹ͸ྼΔ
    w -4"Λʮνϟϯωϧઃఆʯͱʮۭؒॲཧʯͷ໘͔Βௐ΂ͨ
    w ૬ରతͳҐஔͷຒΊࠐΈͱྡ઀ϑΟϧλʔͷద༻͕ॏཁͰ͋Δ͜ͱ͕Θ͔ͬͨ
    w )BEBNBSEBUUFOUJPO(IPTUIFBEˠ&OIBODFE-PDBM4FMG"UUFOUJPO &-4"
    
    

    ہॴతͳۭؒ৘ใΛ͏·͘ଊ͑Δ࢓૊Έ
    
    
    

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45. 
    ߦྻͷܭࢉ͕ཁૉ͝ͱͷֻ͚ࢉʹͳ͍ͬͯΔ
    %X$POWEZOBNJD
    fi
    MUFS-4"
    

    ˠ)BEBNBSEBUUFOUJPO(IPTUIFBEˠ&-4"
    ( ɾ
    HIPTUIFBE
    

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46. 
    

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47. ɾ໨తɿ
    ɾ੒Ռɿ
    ɾํ๏ɿ
    ɾϞσϧ໊ɿ
    ɾஶऀॴଐɿ
    IUUQBSYJWPSHBCTW
    ࠷ۙͷݚڀͰ͸ɺ೉қ౓ͷߴ͍ࢹ֮ೝࣝλεΫʹ͓͍ͯɺࣗݾڭࢣ෇͖ͷࣄલֶश͕ڭࢣ෇ֶ͖शΑΓ΋༏Ε͍ͯΔ͜ͱ͕ࣔ͞Ε͍ͯ·͢ɻ
    ·ͨɺݴޠ؂ಜΛ༻ֶ͍ͨशͷ৽͍͠ΞϓϩʔνͰ͋Δ$-*1͸ɺ͞·͟·ͳϕϯνϚʔΫͰ༗๬ͳੑೳΛ͍ࣔͯ͠·͢ɻຊݚڀͰ͸ɺࣗݾڭ
    ࢣ෇ֶ͖श͕ɺࢹ֮දݱͷֶशʹ͓͚Δݴޠ؂ಜͷར༻ʹ໾ཱ͔ͭͲ͏͔Λݕ౼͢ΔɻຊݚڀͰ͸ɺࣗݾڭࢣ෇ֶ͖शͱ$-*1ʹΑΔࣄલֶश
    Λ૊Έ߹ΘͤͨϚϧνλεΫֶशϑϨʔϜϫʔΫͰ͋Δ4-*1Λ঺հ͢Δɻ7JTJPO5SBOTGPSNFSTΛ༻͍ͯࣄલֶशΛߦͬͨޙɺදݱ඼࣭Λప
    ఈతʹධՁ͠ɺθϩγϣοτసૹɺઢܗ෼ྨɺΤϯυπʔΤϯυͷඍௐ੔ͱ͍͏ͭͷҟͳΔઃఆͷԼͰɺ$-*1ͱࣗݾڭࢣ෇ֶ͖शͷ྆ํͱ
    ੑೳΛൺֱ͠·͢ɻ*NBHF/FU͓Αͼͦͷଞͷσʔληοτʹ͓͍ͯɺ4-*1͸ਫ਼౓Λେ෯ʹ޲্ͤ͞Δ͜ͱ͕Θ͔Γ·ͨ͠ɻ͞ΒʹɼϞσϧ
    αΠζɼֶशεέδϡʔϧɼࣄલֶशσʔληοτΛม࣮͑ͯݧΛߦ͍ɼ͜ͷ݁ՌΛݕূ͠·ͨ͠ɽͦͷ݁Ռɼ4-*1͸ɼࣗݾεʔύʔϏδϣ
    ϯʢઢܗਫ਼౓૿ʣͱݴޠεʔύʔϏδϣϯʢθϩγϣοτਫ਼౓૿ʣͷ྆ํͷར఺ΛڗडͰ͖Δ͜ͱ͕Θ͔ͬͨɽ
    5PQSFDFOU
    4-*14FMGTVQFSWJTJPONFFUT-BOHVBHF*NBHF1SFUSBJOJOH
    ݪจ4-*14FMGTVQFSWJTJPONFFUT-BOHVBHF*NBHF1SFUSBJOJOH
    
    47
    ॏෳ
    ઌ݄ͷ5PQSFDFOU
    

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48. ɾ໨తɿը૾෼ྨͷͨΊͷσʔληοτΛ΋͍ͪͯ෺ମݕग़Ͱ͖Δޠኮ਺Λ૿΍͢
    ɾ੒Ռɿ%FUJD %FUFDUPSXJUIJNBHFDMBTTFT
    
    ɾํ๏ɿը૾෼ྨͷσʔληοτΛ༻͍ͯ෺ମݕग़ثͷ෼ྨثΛ܇࿅͢Δ
    ɾΩʔϫʔυɿ%FUJD %FUFDUJPO
    ɾஶऀॴଐɿ.FUB"* 5IF6OJWFSTJUZPG5FYBTBU"VTUJO
    IUUQBSYJWPSHBCTW
    ݱࡏͷ෺ମݕग़ث͸ɺݕग़σʔλͷن໛͕খ͍ͨ͞Ίɺޠኮͷ਺ʹݶք͕͋Γ·͢ɻҰํɺը૾෼ྨث͸ɺσʔληοτͷن໛͕େ͖͘ɺऩ
    ू͕༰қͰ͋ΔͨΊɺΑΓେ͖ͳޠኮΛਪ࿦͢Δ͜ͱ͕Ͱ͖Δɻզʑ͸%FUJDΛఏҊ͢Δɻ%FUJD͸ɺը૾෼ྨσʔλΛ༻͍ͯݕग़ثͷ෼ྨث
    Λ܇࿅͢Δ͚ͩͰɺݕग़ثͷޠኮΛԿສ΋ͷ֓೦ʹ֦େ͢Δ͕͜Ͱ͖Δɻઌߦݚڀͱ͸ҟͳΓɺ%FUJD͸Ϟσϧͷ༧ଌʹج͍ͮͯϘοΫεʹը
    ૾ϥϕϧΛׂΓ౰ͯͳ͍ͨΊɺ࣮૷͕ඇৗʹ؆୯Ͱɺ༷ʑͳݕग़ΞʔΩςΫνϟ΍όοΫϘʔϯͱͷޓ׵ੑ͕͋Γ·͢ɻͦͷ݁Ռɺ%FUJD͸
    ϘοΫεͷΞϊςʔγϣϯ͕ͳ͍ΫϥεͰ΋ɺ༏Εͨݕग़ثΛಘΔ͜ͱ͕Ͱ͖·ͨ͠ɻ%FUJD͸ɺΦʔϓϯϘΩϟϒϥϦʔͱϩϯάςʔϧݕग़
    ͷ྆ํͷϕϯνϚʔΫʹ͓͍ͯɺઌߦݚڀΛ্ճΔ݁ՌΛग़͍ͯ͠·͢ɻΦʔϓϯϘΩϟϒϥϦʔ-7*4ϕϯνϚʔΫͰ͸ɺશΫϥεͰ
    N"1ɺ৽نΫϥεͰN"1ͷήΠϯΛಘͨɻඪ४తͳ-7*4ϕϯνϚʔΫͰ͸ɺ%FUJD͸શΫϥεͰN"1ɺرগΫϥεͰN"1
    Λୡ੒ͨ͠ɻࠓճॳΊͯɺ*NBHF/FUσʔληοτͷશ ΫϥεΛ༻͍ͯݕग़ثΛֶश͠ɺඍௐ੔ͳ͠Ͱ৽͍͠σʔληοτʹҰൠԽͰ
    ͖Δ͜ͱΛࣔͨ͠ɻίʔυ͸IUUQTHJUIVCDPNGBDFCPPLSFTFBSDI%FUJDͰެ։͍ͯ͠·͢ɻ
    5PQSFDFOU
    ը૾ϨϕϧͷεʔύʔϏδϣϯʹΑΔສΫϥεͷݕग़
    ݪจ%FUFDUJOH5XFOUZUIPVTBOE$MBTTFTVTJOH*NBHFMFWFM4VQFSWJTJPO
    
    48
    

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49. w ෺ମݕग़ͷͨΊͷσʔληοτͷαΠζ͸খ͍͞
    w ݕग़Ͱ͖Δ਺͕গͳ͘ͳΔ
    w ը૾෼ྨͷͨΊͷσʔληοτͷαΠζ͸େ͖͍
    w ෼ྨͰ͖Δ਺͕ଟ͍
    w ෺ମݕग़ثҐஔಛఆˠ෼ྨ
    w ෺ମݕग़ͷ෼ྨثͷ෦෼Λ
    

    ը૾෼ྨͷσʔληοτͰֶश͢Δͱɺ
    

    ෼ྨͰ͖Δ਺Λ૿΍ͤΔͷͰ͸ʁ
    എܠ
    
    

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50. ϥϕϧΛͲͷΑ͏ʹ෇͚Δ͔ʁ
    
    w%FUJDͰ͸ɺMBCFMUPCPYΛ͠ͳ͍
    wͰ͖Δ͚ͩେ͖͍αΠζͷCPYʹɺϥϕϧΛ෇͚Δ
    

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51. 
    w%FUFDUJPOEBUBͱJNBHFMBCFMMFEEBUBͷ྆ํΛֶࠞͥͯश͢Δ
    

    w%FUFDUJPOEBUBͷ࣌
    wελϯμʔυͳEFUFDUJPOͷֶश͢ΔɻDMBTTJ
    fi
    FS 8
    ͱCPYQSFEJDUJPOCSBODI #
    
    

    w*NBHFMBCFMMFEEBUBͷ࣌
    wDMBTTJ
    fi
    FS 8
    ֶ͚ͩश͢Δɻ
    wNPEFMʹΑͬͯఏҊ͞Εͨ࠷େαΠζͷൣғ JNBHFCPY
    ͔Βಛ௃Λநग़͢Δ
    

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52. 
    

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53. 5PQIZQF
    

    ҐʙҐ
    
    

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54. ɾ໨తɿ$//Λ౷߹తʹվྑ͢Δ
    ɾ੒Ռɿ$POW/F9U
    ɾํ๏ɿ3FT/FUΛ5SBOTGPSNFSʹدͤͯۙ୅Խ͢Δ
    

    ɾΩʔϫʔυɿ$POW/F9U 4XJO5SBOTGPSNFS
    ɾஶऀॴଐɿ'BDFCPPL"*3FTFBSDI '"*3
    6$#FSLFMFZ
    IUUQBSYJWPSHBCTW
    7JTJPO5SBOTGPSNFST 7J5
    ͷొ৔Ͱ࢝·ͬͨࢹ֮ೝࣝͷ3PBSJOHT͸ɺॠؒ͘ʹ$POW/FUTΛ྇կ͢Δ࠷ઌ୺ͷը૾෼ྨϞσϧͱͳͬ
    ͨɻͦͷҰํͰɺόχϥ7J5͸ɺ෺ମݕग़΍ηϚϯςΟοΫηάϝϯςʔγϣϯͳͲͷҰൠతͳίϯϐϡʔλϏδϣϯͷλεΫʹద༻͢Δʹ͸
    ࠔ೉͕൐͏ɻ$POW/FUͷϓϦΦʔϧΛ࠶ಋೖͨ͠֊૚ܕ5SBOTGPSNFSʢ4XJO5SBOTGPSNFSTͳͲʣ͸ɺ5SBOTGPSNFSΛҰൠతͳϏδϣϯͷ
    όοΫϘʔϯͱ࣮ͯ͠༻Խ͠ɺ༷ʑͳϏδϣϯλεΫͰ༏ΕͨੑೳΛൃش͍ͯ͠·͢ɻ͔͠͠ɺ͜ͷΑ͏ͳϋΠϒϦουΞϓϩʔνͷ༗ޮੑ
    ͸ɺґવͱͯ͠ɺ৞ΈࠐΈͷݻ༗ͷؼೲతόΠΞεͰ͸ͳ͘ɺ5SBOTGPSNFSͷຊ࣭తͳ༏ҐੑʹΑΔͱ͜Ζ͕େ͖͍ɻຊݚڀͰ͸ɺσβΠϯ
    εϖʔεΛ࠶ݕ౼͠ɺ७ਮͳ$POW/FU͕ୡ੒Ͱ͖ΔݶքΛςετ͠·͢ɻඪ४తͳ3FT/FUΛɺϏδϣϯɾτϥϯεϑΥʔϚʔͷઃܭʹ޲͚ͯ
    ঃʑʹʮۙ୅Խʯ͠ɺͦͷաఔͰੑೳࠩʹد༩͢Δ͍͔ͭ͘ͷॏཁͳཁૉΛൃݟ͠·ͨ͠ɻ͜ͷݚڀͷ݁Ռɺ$POW/F9Uͱݺ͹ΕΔ७ਮͳ
    $POW/FUϞσϧͷϑΝϛϦʔ͕஀ੜ͠·ͨ͠ɻඪ४తͳ$POW/FUϞδϡʔϧͷΈͰߏ੒͞Εͨ$POW/F9U͸ɺඪ४తͳ$POW/FUͷγϯϓϧ͞
    ͱޮ཰ੑΛҡ࣋͠ͳ͕Βɺ*NBHF/FUUPQਫ਼౓ͰΛୡ੒͠ɺ$0$0ݕग़ͱ"%&,ηάϝϯςʔγϣϯͰ4XJO5SBOTGPSNFSΛ্ճ
    ΔͳͲɺਫ਼౓ͱεέʔϥϏϦςΟͷ఺Ͱ5SBOTGPSNFSͱޓ֯ʹ౉Γ߹͍ͬͯ·͢ɻ
    5PQIZQF
    ೥୅ͷ$POW/FUΛ໨ࢦͯ͠
    ݪจ"$POW/FUGPSUIFT
    
    54
    ॏෳ
    5PQSFDFOU
    

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55. ɾ໨తɿχϡʔϥϧωοτϫʔΫͰ਺ֶͷ໰୊Λղ͘͜ͱ
    ɾ੒ՌɿχϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮ূ
    ɾํ๏ɿ਺ֶͷ໰୊Λ$PEFYͰίʔυʹม׵
    ɾΩʔϫʔυɿ$PEFY 5SBOTGPSNFS
    ɾஶऀॴଐɿ.*5 $PMVNCJB6OJWFSTJUZ )BSWBSE6OJWFSTJUZ 6OJWFSTJUZPG8BUFSMPP
    IUUQBSYJWPSHBCTW
    ࢲͨͪ͸ɺςΩετͰࣄલֶश͠ɺίʔυͰඍௐ੔ͨ͠χϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮
    ূ͠·ͨ͠ɻ࣭໰ΛϓϩάϥϛϯάͷλεΫʹม͑ɺϓϩάϥϜΛࣗಈతʹੜ੒͠ɺͦΕΛ࣮ߦ͢Δ͜ͱͰɺ.*5ͷେن໛ͳ਺ֶίʔε
    ʢ4JOHMF7BSJBCMF$BMDVMVTɺ.VMUJWBSJBCMF$BMDVMVTɺ%J
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    FSFOUJBM&RVBUJPOTɺ*OUSPEVDUJPOUP1SPCBCJMJUZBOE
    4UBUJTUJDTɺ-JOFBS"MHFCSBɺ.BUIFNBUJDTGPS$PNQVUFS4DJFODFʣͷେֶϨϕϧͷ໰୊Λ׬ᘳʹղ͘͜ͱ͕Ͱ͖·
    ͢ɻ BOE.BUIFNBUJDTGPS$PNQVUFS4DJFODFʣɺίϩϯϏΞେֶͷ$0.4$PNQVUBUJPOBM-JOFBS"MHFCSBίʔεɺ͓Α
    ͼ਺ֶతਪ࿦ΛධՁ͢ΔͨΊʹಛผʹઃܭ͞Εͨߴ౓ͳ਺ֶ໰୊ͷ࠷৽ϕϯνϚʔΫͰ͋Δ."5)σʔληοτʢ1SFBMHFCSBɺ"MHFCSBɺ
    $PVOUJOHBOE1SPCBCJMJUZɺ/VNCFS5IFPSZɺ͓Αͼ1SFDBMDVMVTʹؔ͢Δ໰୊ʣ͔Βͷ໰୊Λ࢖༻͍ͯ͠·͢ɻτϥϯεϑΥʔϚʔ͕͜Ε
    ΒͷՊ໨ͷ໰୊ղܾϓϩάϥϜΛੜ੒͢ΔͨΊͷϓϩϯϓτੜ੒ํ๏Λ୳Γɺϓϩοτ෇͖ͷղ౴ΛؚΉɻ֤ςʔϚͷ໰୊ΛϥϯμϜʹநग़
    ͠ɺਖ਼ղΛੜ੒͠·͢ɻ·ͨɺੜ੒͞Εͨ໰୊ͷ࣭ͱ೉қ౓ΛධՁ͢ΔͨΊͷΞϯέʔτΛ࣮ࢪ͠·ͨ͠ɻຊݚڀ͸ɼେֶϨϕϧͷ਺ֶίʔ
    εͷ໰୊Λࣗಈతʹղ͍ͯ࠾఺͠ɼେن໛ʹੜ੒ͨ͠ॳΊͯͷݚڀͰ͢ɽ͜Ε͸ߴ౳ڭҭʹͱͬͯըظతͳ͜ͱͰ͢ɻ
    5PQIZQF
    χϡʔϥϧωοτϫʔΫ͕ϓϩάϥϜ߹੒Ͱ਺ֶͷ໰୊Λղ͖ɺੜ੒͢Δɻඍ෼ੵ෼ɺඍ෼ํఔࣜɺઢܗ୅਺ͳͲ
    ݪจ"/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J
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56. ɾ໨తɿؔ਺Λ༧ଌ͢Δ͜ͱ
    ɾ੒Ռɿ%FFQ4ZNCPMJD3FHSFTTJPO
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    ɾΩʔϫʔυɿTZNCPMJDSFHSFTTJPO SFDVSSFODF 5SBOTGPSNFS
    ɾஶऀॴଐɿ.FUB"* %FQBSUNFOUPG1IZTJDT &DPMF/PSNBMF4VQÉSJFVSF -BCPSBUPJSFE`*OGPSNBUJRVFEF1BSJT 4PSCPOOF
    IUUQBSYJWPSHBCTW
    ه߸ճؼɺ͢ͳΘͪɺ஋ͷ؍ଌ͔Βؔ਺Λ༧ଌ͢Δ͜ͱ͸ɺࠔ೉ͳ՝୊Ͱ͋Δ͜ͱ͸Α͘஌ΒΕ͍ͯΔɻຊ࿦จͰ͸ɺ5SBOTGPSNFSΛ܇࿅͠
    ͯɺ੔਺΍ුಈখ਺఺਺ͷ഑ྻͷجૅͱͳΔؔ਺΍࠶ؼؔ܎Λਪଌ͢Δɻ0&*4഑ྻͷαϒηοτͰզʑͷ੔਺ϞσϧΛධՁ͠ɼ͜ͷϞσϧ͕
    ࠶ؼ༧ଌͷͨΊͷ૊ࠐΈ.BUIFNBUJDBؔ਺ΑΓ΋༏Ε͍ͯΔ͜ͱΛࣔ͠·ͨ͠ɽྫ͑͹ɼͷΑ͏ʹɼޠኮͷ
    ͳ͍ؔ਺΍ఆ਺ͷ৘ใʹ෋Μͩۙࣅ஋ΛಘΔ͜ͱ͕Ͱ͖Δ͜ͱΛࣔ͠·͢ɽ
    ͜ͷϞσϧͷΠϯλϥΫςΟϒͳσϞϯετϨʔγϣϯ͸ɺIUUQTCJUMZOJ&'4ɻ
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    ϦΧϨϯτɾγʔέϯεͷͨΊͷσΟʔϓɾγϯϘϦοΫɾϦάϨογϣϯ
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57. 4ZNCPMJDSFHSFTTJPO
    w ༩͑ΒΕͨ਺ྻ͔Βɺͦͷ਺ྻΛຬͨؔ͢਺΍ؔ܎ੑΛਪଌ͢Δ͜ͱ
    w
    
    

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58. 
    5SBOTGPSNFSΛ࢖ͬͯ༧ଌ
    

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    ͷτʔΫϯදݱ͞ΕΔ
    

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59. 
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60. ɾ໨తɿ
    ɾ੒Ռɿ
    ɾํ๏ɿ
    ɾΩʔϫʔυɿ
    ɾஶऀॴଐɿ
    IUUQBSYJWPSHBCTW
    ଟؔઅܕͷ࣍ݩܗঢ়෮ݩͷͨΊͷઌߦݚڀ͸ɺଟ͘ͷ৔߹ɺಛघͳηϯαʔʢྫɿಉظͨ͠ϚϧνΧϝϥγεςϜʣ΍ɺ͋Β͔͡Ίߏங͞Ε
    ͨ࣍ݩมܗϞσϧʢྫɿ4."-΍4.1-ʣʹґଘ͍ͯ͠·͢ɻ͜ͷΑ͏ͳख๏͸ɺࣗવքͷଟ༷ͳ෺ମͷηοτʹରԠ͢Δ͜ͱ͕Ͱ͖·ͤ
    Μɻ#"/.P͸ɺಛघͳηϯαʔ΍ࣄલʹఆٛ͞ΕͨςϯϓϨʔτܗঢ়Λඞཁͱ͠ͳ͍ํ๏Ͱ͢ɻ#"/.P͸ɺඍ෼ՄೳͳϨϯμϦϯάϑϨʔ
    ϜϫʔΫΛ༻͍ͯɺଟ͘ͷ୯؟ΧδϡΞϧϏσΦ͔Βɺߴ஧࣮౓Ͱؔઅͷ͋Δ%Ϟσϧʢܗঢ়ͱΞχϝʔγϣϯՄೳͳεΩχϯά΢ΣΠτΛ
    ؚΉʣΛߏங͠·͢ɻଟ͘ͷϏσΦΛ࢖༻͢Δ͜ͱͰɺΧϝϥϏϡʔͱΦϒδΣΫτͷΞʔςΟΩϡϨʔγϣϯΛΑΓଟ͘Χόʔ͢Δ͜ͱ͕Ͱ
    ͖·͕͢ɺഎܠ΍র໌৚݅ͳͲ͕ҟͳΔγʔϯؒͷରԠؔ܎Λཱ֬͢Δ͜ͱʹେ͖ͳ՝୊͕͋Γ·͢ɻզʑͷॏཁͳಎ࡯͸ɺʢʣؔઅࠎͱϒ
    ϨϯυεΩχϯάΛར༻ͨ͠ݹయతͳมܗՄೳͳܗঢ়Ϟσϧɺʢʣޯ഑ϕʔεͷ࠷దԽʹదͨ͠ମੵχϡʔϥϧϥδΞϯεϑΟʔϧυ
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    Մೳ͓Αͼ൓సՄೳͳؔઅมܗΛՄೳʹ͢ΔχϡʔϥϧϒϨϯυεΩχϯάϞσϧΛಋೖͨ͠ɻ͜ͷΑ͏ͳϞσϧΛਖ਼४ຒΊࠐΈͱ૊Έ߹Θ
    ͤΔ͜ͱͰɺϏσΦؒͷີͳରԠؔ܎Λཱ֬͢Δ͜ͱ͕Ͱ͖ɺαΠΫϧҰ؏ੑΛ࣋ͬͨࣗݾڭࢣԽ͕ՄೳͱͳΔɻ࣮σʔλ͓Αͼ߹੒σʔλ
    ʹ͓͍ͯɺ#"/.P͸ਓؒ΍ಈ෺ͷઌߦݚڀΑΓ΋ߴ͍஧࣮౓ͷ%࠶ߏ੒Λࣔ͠ɺ৽͍͠ࢹ఺΍ϙʔζ͔ΒͷϦΞϧͳը૾ΛϨϯμϦϯά͢
    ΔೳྗΛඋ͍͑ͯ·͢ɻϓϩδΣΫτͷ΢ΣϒϖʔδɿCBONPXXXHJUIVCJP
    5PQIZQF
    #"/.Pଟ͘ͷΧδϡΞϧϏσΦ͔ΒΞχϝʔγϣϯՄೳͳ%ਆܦϞσϧΛߏங͢Δ
    ݪจ#"/.P#VJMEJOH"OJNBUBCMF%/FVSBM.PEFMTGSPN.BOZ$BTVBM7JEFPT
    
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61. ɾ໨తɿ
    ɾ੒Ռɿ
    ɾํ๏ɿ
    ɾΩʔϫʔυɿ
    ɾஶऀॴଐɿ
    IUUQBSYJWPSHBCTW
    ๏཯෼໺Ͱ͸ɺςΩετܗࣜͷ๲େͳσʔλؚ͕·Ε͍ͯ·͢ɻͦͷͨΊɺ͜ͷ෼໺ͷ෼ੳχʔζʹԠ͑ΔͨΊʹ͸ɺࣗવݴޠॲཧʢ/BUVSBM
    -BOHVBHF1SPDFTTJOH/-1ʣͷద༻͕ඞཁͱͳΓ·͢ɻ/-1ͷਐา͸ɺ࣮༻Խ΍ֶज़ݚڀͷܗͰɺ๏཯෼໺Λ͸͡Ίͱ͢Δ༷ʑͳྖҬʹ޿
    ͕͍ͬͯ·͢ɻ๏཯ͷઐ໳Ոʹͱͬͯɺૌুʹ͓͚Δॏཁͳจষɺࣄ࣮ɺٞ࿦Λಛఆ͢Δ͜ͱ͸ɺୀ۶ͳ࡞ۀͰ͢ɻຊݚڀͰ͸ɺϚϧνΫϥε
    ෼ྨͷͨΊͷจຒΊࠐΈͷར༻Λݕ౼͠ɺૌুࣄ݅ͷओཁͳ౰ࣄऀͷ؍఺͔Βɺૌুࣄ݅ʹ͓͚ΔॏཁͳจΛಛఆ͢Δɻ·ͨɺΧςΰϦʔผ
    ͷΫϩεΤϯτϩϐʔଛࣦΛར༻͢Δ͜ͱͰɺਫ਼౓Λ޲্ͤ͞ΔͨΊʹɺλεΫݻ༗ͷଛࣦؔ਺Λఆٛ͠·͢ɻ
    5PQIZQF
    ϚϧνΫϥε෼ྨΛ༻͍ͨ๏ྫʹ͓͚Δॏཁจͷࣝผ
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    fi
    DBUJPOJO-FHBM$BTFT6TJOH.VMUJ$MBTT$MBTTJ
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    DBUJPO
    
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62. ɾ໨తɿ
    ɾ੒Ռɿ
    ɾํ๏ɿ
    ɾΩʔϫʔυɿ
    ɾஶऀॴଐɿ
    IUUQBSYJWPSHBCTW
    'BDFCPPLͷωοτϫʔΫͰ͸ɺϢʔβʔ͕ςΩετʹର͢Δ൓ԠΛɺײ৘ͷྨܕԽʹΑͬͯه࿥͢Δ͜ͱ͕Ͱ͖·͢ɻ͜ͷωοτϫʔΫ͸ɺ
    େن໛Ͱ͋ΔͨΊɺ஫ऍ෇͖ͷηϯνϝϯτσʔλͷओཁͳσʔληοτͱͳ͍ͬͯ·͢ɻຊ࿦จͰ͸ɺεϦϥϯΧͷจ຺Λத৺ͱͨ͠೥
    ෼ͷ'BDFCPPLͷ౤ߘσʔλ͔ΒಘΒΕͨ਺ඦສͷ൓ԠΛ༻͍ͯɺΦϯϥΠϯͷγϯϋϥޠςΩετίϯςϯπͷηϯνϝϯτݕग़ʹର͢Δ
    ʮݟΔਓͷ໨ʯͷΞϓϩʔνΛϞσϧԽ͢Δɻछྨͷηϯνϝϯτ෼ੳϞσϧ͕ߏங͞Ε͓ͯΓɺϦΞΫγϣϯͷݶఆ͞Εͨαϒηοτɺ͢
    ΂ͯͷϦΞΫγϣϯɺϙδςΟϒωΨςΟϒͷ੕ධՁ஋Λಋ͖ग़͢Ϟσϧ͕ߟྀ͞Ε͍ͯ·͢ɻͦͯ͠ɺ͜ΕΒͷϞσϧ͕؍࡯ऀͷ൓ԠΛଊ
    ͑Δͷʹ༗ޮͰ͋Δ͔Ͳ͏͔Λܭࢉ͠ɺٞ࿦ͨ͠ɻ෼ੳͷ݁ՌɺγϯϋϥޠͷίϯςϯπͰ͸ɺϦΞΫγϣϯͷೋ஋෼ྨ͕ଞͷΞϓϩʔνʹ
    ൺ΂ͯஶ͘͠ਖ਼֬Ͱ͋Δ͜ͱ͕Θ͔ͬͨɻ͞ΒʹɺࣅͨΑ͏ͳϦΞΫγϣϯΛؚΊΔͱɺଞͷϦΞΫγϣϯΛਖ਼֬ʹ༧ଌ͢Δ͜ͱ͕Ͱ͖ͳ͘
    ͳΓ·͢ɻ
    5PQIZQF
    γϯϋϥޠͷηϯνϝϯτΛٻΊͯγϯϋϥޠͷ౤ߘʹର͢Δ'BDFCPPLͷ൓ԠΛ༧ଌ͢Δ
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63. ɾ໨తɿχϡʔϥϧωοτϫʔΫͷ൚ԽੑೳΛௐ΂Δ͜ͱ
    ɾ੒ՌɿσʔληοτͷαΠζ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨ
    ɾํ๏ɿΞϧΰϦζϛοΫʹ࡞ΒΕͨখ͞ͳσʔληοτΛ΋͍࣮ͪͯݧ
    ɾΩʔϫʔυɿ(SPLLJOH
    ɾஶऀॴଐɿ0QFO"* (PPHMF
    IUUQBSYJWPSHBCTW
    ຊ࿦จͰ͸ɺΞϧΰϦζϜͰੜ੒͞Εͨখ͞ͳσʔληοτ্ͰͷχϡʔϥϧωοτϫʔΫͷҰൠԽΛݚڀ͢Δ͜ͱΛఏҊ͢Δɻ͜ͷઃఆͰ
    ͸ɺσʔλͷޮ཰ɺهԱɺҰൠԽɺֶशͷ଎౓ʹؔ͢Δ໰୊Λඇৗʹৄࡉʹݚڀ͢Δ͜ͱ͕Ͱ͖Δɻ͍͔ͭ͘ͷঢ়گͰ͸ɺχϡʔϥϧωοτ
    ϫʔΫ͸ɺσʔλ಺ͷύλʔϯΛʮάϧʔΩϯάʯ͢ΔϓϩηεΛ௨ֶͯ͡श͠ɺϥϯμϜͳۮવͷϨϕϧ͔Β׬શͳ൚Խ΁ͱ൚ԽੑೳΛ޲
    ্ͤ͞ɺ͜ͷ൚Խͷ޲্͸ΦʔόʔϑΟοτͷ࣌఺Λ͸Δ͔ʹ௒͑ͯى͜Γ͏Δ͜ͱΛࣔ͢ɻ·ͨɼσʔληοτͷαΠζʹΑΔ൚Խͷҧ͍Λ
    ௐ΂ͨͱ͜Ζɼσʔληοτ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨɽ͜ΕΒͷσʔληοτ͸ɺਂ૚ֶशͷ͋·Γ
    ཧղ͞Ε͍ͯͳ͍ଆ໘Λݚڀ͢ΔͨΊͷංཊͳ౔৕Λఏڙ͍ͯ͠Δͱզʑ͸ओு͢Δɻ
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    ݪจ(SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS
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64. ɾ໨తɿ5SBOTGPSNFSΛ࢖ͬͨࣗಈ࠾ේ
    ɾ੒Ռɿ5SBOTGPSNFS͸ϚϧνλεΫ".5Λ࣮ߦͰ͖Δ͜ͱΛ࣮ূͨ͠ɻ
    ɾํ๏ɿ.*%*σʔλΛ.*%*-JLFσʔλʹτʔΫϯԽ͢Δ
    ɾΩʔϫʔυɿ.5 ".5 5SBOTGPSNFS
    ɾஶऀॴଐɿ(PPHMF3FTFBSDI #SBJO5FBN
    IUUQBSYJWPSHBCTW
    ੜͷԻ੠͔ΒԻූΛਪఆ͢Δࣗಈ࠾ේʢ"VUPNBUJD.VTJD5SBOTDSJQUJPO".5ʣ͸ɺԻָཧղͷத֩Λͳ͢ࠔ೉ͳ࡞ۀͰ͢ɻҰਓͷ࿩ऀͷ
    ݴ༿Λର৅ͱ͢ΔࣗಈԻ੠ೝࣝʢ"43ʣͱ͸ҟͳΓɺ".5Ͱ͸ɺෳ਺ͷָثΛಉ࣌ʹɺ͔͠΋ࡉ͔͍ϐον΍λΠϛϯάͷ৘ใΛอ࣋ͨ͠·
    ·ॻ͖ࣸ͢ඞཁ͕͋Γ·͢ɻ͞Βʹɺଟ͘ͷ".5σʔληοτ͸ʮ௿ϦιʔεʯͰ͋Γɺख़࿅ͨ͠ԻָՈͰ͋ͬͯ΋ɺԻָͷॻ͖ى͜͠͸೉
    ͘͠ɺ͕͔͔࣌ؒΔ΋ͷͰ͢ɻͦͷͨΊɺઌߦݚڀͰ͸ɺ֤λεΫͷݸʑͷָثʹ߹Θͤͯௐ੔͞ΕͨλεΫݻ༗ͷΞʔΩςΫνϟʹয఺͕
    ౰ͯΒΕ͍ͯ·ͨ͠ɻຊݚڀͰ͸ɺ௿Ϧιʔεͷࣗવݴޠॲཧʢ/-1ʣͷͨΊͷ഑ྻؒ఻ୡֶशͷ༗๬ͳ݁Ռʹ৮ൃ͞Εɺ൚༻5SBOTGPSNFS
    Ϟσϧ͕ɺෳ਺ͷసࣸσʔληοτʹ͓͍ͯ೚ҙͷָثͷ૊Έ߹ΘͤΛڞಉͰసࣸ͢ΔɺϚϧνλεΫ".5Λ࣮ߦͰ͖Δ͜ͱΛ࣮ূ͠·͠
    ͨɻ͜ͷ౷Ұ͞ΕֶͨशϑϨʔϜϫʔΫ͸ɺ༷ʑͳσʔληοτʹ͓͍ͯߴ඼࣭ͳసࣸ݁ՌΛୡ੒͠ɺ๛෋ͳָثʢϐΞϊͳͲʣͰͷڧྗͳ
    ύϑΥʔϚϯεΛҡ࣋ͭͭ͠ɺϦιʔεͷগͳָ͍ثʢΪλʔͳͲʣͰͷύϑΥʔϚϯεΛܶతʹ޲্ͤ͞Δ͜ͱΛ͍ࣔͯ͠Δɻ࠷ޙʹɺ
    ".5ͷൣғΛ֦େ͢Δ͜ͱͰɺΑΓҰ؏ͨ͠ධՁࢦඪͱΑΓྑ͍σʔληοτͷௐ੔ͷඞཁੑΛ໌Β͔ʹ͠ɺϚϧνλεΫ".5ͷ৽͍͠ํ
    ޲ੑͷͨΊͷڧྗͳϕʔεϥΠϯΛఏڙ͠·͢ɻ
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    .5ϚϧνλεΫɾϚϧντϥοΫɾϛϡʔδοΫɾτϥϯεΫϦϓγϣϯ
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    64
    

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65. 
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66. ɾ໨తɿΦϯϥΠϯը૾ίϨΫγϣϯ͔ΒΦϒδΣΫτදݱΛऔಘ͢Δ৽͍͠ख๏ΛఏҊ
    ɾ੒Ռɿ/F30*$ /FVSBM3FOEFSJOHPGPCKFDUTGSPN0OMJOF*NBHF$PPMFDUJPOT
    
    ɾํ๏ɿϨϯμϦϯάͷաఔΛίϯϙʔωϯτʹ෼ׂ͠ɺͦΕͧΕͰվྑɻ
    ɾΩʔϫʔυɿ/F30*$ /F3'
    ɾஶऀॴଐɿ6OJWFSTJUZPG4PVUIFSO$BMJGPSOJB 4OBQ*OD
    IUUQBSYJWPSHBCTW
    ຊݚڀͰ͸ɺΦϯϥΠϯը૾ίϨΫγϣϯ͔ΒΦϒδΣΫτදݱΛऔಘ͢Δ৽͍͠ख๏ΛఏҊ͢Δɻ͜ΕʹΑΓɺΧϝϥɺর໌ɺഎܠ͕ҟͳ
    Δࣸਅ͔Βɺ೚ҙͷΦϒδΣΫτͷߴ඼࣭ͳܗঢ়ͱࡐྉಛੑΛऔಘ͢Δ͜ͱ͕Ͱ͖Δɻ͜ΕʹΑΓɺϊϕϧϏϡʔ߹੒ɺ࠶র໌ɺௐ࿨ͷͱΕ
    ͨഎܠ߹੒ͳͲɺ༷ʑͳΦϒδΣΫτத৺ͷϨϯμϦϯάΞϓϦέʔγϣϯ͕ՄೳʹͳΓ·͢ɻχϡʔϥϧɾϥσΟΞϯεɾϑΟʔϧυΛ֦ு
    ͨ͠ϚϧνεςʔδɾΞϓϩʔνΛ༻͍ͯɺ·ͣද໘ܗঢ়Λਪఆ͠ɺૈ͘ਪఆ͞ΕͨॳظΧϝϥɾύϥϝʔλΛվྑ͠·͢ɻ·ͨɺૈ͍લܠ
    ΦϒδΣΫτɾϚεΫΛར༻ͯ͠ɺֶशޮ཰ͱܗঢ়඼࣭Λ޲্ͤ͞·͢ɻ·ͨɺϩόετͳ๏ઢਪఆٕज़Λಋೖ͢Δ͜ͱͰɺزԿֶతͳϊΠ
    ζͷӨڹΛഉআͭͭ͠ɺॏཁͳσΟςʔϧΛอ࣋͠·͢ɻ࠷ޙʹɺද໘ͷࡐྉಛੑͱपғͷর໌Λநग़͠·͢ɻ͜Ε͸ٿ໘ௐ࿨Ͱදݱ͞Εɺ
    γϟʔϓγϟυ΢ͳͲͷա౉తͳཁૉΛॲཧ͢ΔͨΊʹ֦ு͞Ε͍ͯ·͢ɻ͜ΕΒͷίϯϙʔωϯτΛ૊Έ߹ΘͤΔ͜ͱͰɺߴ౓ʹϞδϡʔϧ
    Խ͞Εͨޮ཰తͳΦϒδΣΫτऔಘϑϨʔϜϫʔΫ͕׬੒͠·͢ɻ޿ൣͳධՁͱൺֱʹΑΓɺϨϯμϦϯάΞϓϦέʔγϣϯʹ༗༻ͳߴ඼࣭
    ͷδΦϝτϦͱ֎؍ͷಛੑΛऔಘ͢Δ্ͰɺຊΞϓϩʔνͷར఺͕࣮ূ͞Ε·ͨ͠ɻ
    5PQIZQF
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    ݪจ/F30*$/FVSBM3FOEFSJOHPG0CKFDUTGSPN0OMJOF*NBHF$PMMFDUJPOT
    
    66
    

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67. /FVSBM3FOEFSJOHPGPCKFDUTGSPN0OMJOF*NBHF$PMMFDUJPOT
    w 0OMJOF্ͷը૾͕ର৅
    

    ΅΍͚͍ͯͨΓɺর໌ͷ౰ͨΓํ͸͍Ζ͍Ζ
    
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    w ࠶র໌
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68. 
    /F3'ͷ
    

    ΧϝϥࡱӨͷ࢓૊Έ
    

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69. 
    B
    (FPNFUSZ/FUXPSLΧϝϥ࠲ඪͱੈք࠲ඪ͔Β্ۭؒͷ֤࠲ඪʹ৭ͱີ౓ΛରԠ෇͚ΔϕΫτϧ৔Λܭࢉ͢Δɻ
    C
    /PSNBM&YUSBDUJPOΧϝϥͷয఺͔Βද໘ͷ֤ϐΫηϧ΁ͷ௚ઢ ໘๏ઢ ޫઢ
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    ɹɹɹɹɹɹɹɹɹɹɹর໌ͱࡐྉಛੑ ޫͷ൓ࣹͷ۩߹
    
    D
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70. 
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    ଊ͑Δ
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    w 4QIFSJDBM)FSNPOJTD 4)
    
    

    র໌Λܭࢉ͢Δ
    

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71. 
    

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72. ɾ໨తɿ"*ͷτϐοΫͷ֓ཁͷ੔ཧͯ͠ɺఏڙ͢Δ͜ͱ
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    ΊͷϦϋʔαϧͱͯ͠ɺ·ͨػցֶशͷम࢜ɾത࢜՝ఔͷֶੜ΍໘઀Λ߇͍͑ͯΔํͷͨΊʹɺ͜ͷ෼໺ͷ֓ཁΛ੔ཧͯ͠ఏڙ͢ΔͨΊʹ࡞
    ΒΕ͍ͯ·͢ɻ໰୊͸ɺࣃΛ৯͍͠͹ͬͯεΩϧΛඈ༂తʹ޲্ͤ͞Δͷʹे෼ݫ͍͠΋ͷͰ͕͢ɺࣔࠦʹ෋Μ࣭ͩ໰ͱັྗతͳετʔϦʔͰ
    ߏ੒͞Ε͍ͯ·͢ɻ͜ͷຊֶ͕ੜ΍ٻ৬ऀʹͱͬͯಛʹՁ஋͕͋Δͷ͸ɺͲΜͳτϐοΫͰ΋ࣗ৴Λ࣋ͬͯૉૣ͘࿩͢͜ͱ͕Ͱ͖Δೳྗɺٕज़
    తͳ࣭໰ʹ໌͔֬ͭਖ਼֬ʹ౴͑Δ͜ͱ͕Ͱ͖Δೳྗɺͦͯ͠໘઀Ͱͷ࣭໰ͱճ౴ͷ໨తͱҙຯΛ׬શʹཧղ͢ΔೳྗΛ਎ʹ͚ͭΔ͜ͱ͕Ͱ͖
    Δ͔ΒͰ͢ɻ͜ΕΒ͸ɺ໘઀ͷ৔ʹྟΉࡍʹඞཁෆՄܽͳڧྗͳ෢ثͱͳΓ·͢ɻ͜ͷຊͷ಺༰͸ɺ%-൛ͷब৬໘઀΍େֶӃϨϕϧͷࢼݧʹ
    ؔ࿈͢Δ਺ଟ͘ͷτϐοΫͷେ͖ͳ໨࿥Ͱ͢ɻ͜Ε͸ɺ࣮ફతͳ਺ֶతɾܭࢉతεΩϧͷίΞηοτΛڭ͑Α͏ͱ͍͏Պֶքͷಈ͖ͷதͰɺ
    ͜ͷ࡞඼͕࠷ઌ୺ʹҐஔ͍ͯ͠Δ͜ͱΛ͍ࣔͯ͠·͢ɻ͢΂ͯͷίϯϐϡʔλαΠΤϯςΟετͷτϨʔχϯάʹ͸ɺ.-ͷجຊతͳఆཧؚ͕
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    ͷଔۀੜͷͨΊͷ༏Εͨࢀߟॻͱͯ͠ઃܭ͞Ε͍ͯ·͢ɻ
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    σΟʔϓϥʔχϯάͷΠϯλϏϡʔɻ"*ͷ෯޿͍ओཁͳτϐοΫ͔Βɺ׬શʹղܾ͞Εͨ਺ඦͷδϣϒΠϯλϏϡʔͷ࣭໰͕͋Γ·͢ɻ
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73. XXX%FFQ-DPN5SBOTMBUPSʹΑΔ຋༁Λར༻͍͖ͤͯͨͩ͞·ͨ͠ɻ
    
    

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