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AI最新論文読み会2022年2月

874ff503a00697a857e198a0ebb8f55f?s=47 ai.labo.ocu
February 02, 2022

 AI最新論文読み会2022年2月

874ff503a00697a857e198a0ebb8f55f?s=128

ai.labo.ocu

February 02, 2022
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  1. େࡕࢢཱେֶদຊརխ "*࠷৽࿦จಡΈձ೥݄ 

  2. ࣗݾ঺հ w দຊརխʢ·ͭ΋ͱͱ͠·͞ʣ 
 w େࡕࢢཱେֶ์ࣹઢՊݚڀһ 
 w ҩྍº"*ºڭҭ 


    w ཧ࿦ܭࢉՊֶ ਺ཧ࿦ཧֶΛݚڀ͍ͯ͠·ͨ͠ɻ 
  3.  w"SYJW4BOJUZ BSYJWTBOJUZDPN Ͱաڈ̍ϲ݄ͷظؒʹਓؾͩͬͨ࿦จΛ 
 ঺հʢ೥݄೔࣌఺ͷूܭʣ w1JDLVQɹൃදऀ͕Ұ൪ؾʹͳͬͨ࿦จ w5PQSFDFOU ͓ؾʹೖΓͷ਺ ɹ্Ґຊͷ"CTUSBDU

    w5PQIZQF 5XJUUFSͰͷݴٴ਺ ɹ্Ґຊͷ"CTUSBDU "HFOEB
  4. 5PQSFDFOU  "$POW/FUGPSUIFT  (SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS fi UUJOHPO4NBMM"MHPSJUINJD%BUBTFUT  7JTJPO5SBOTGPSNFSXJUI%FGPSNBCMF"UUFOUJPO 

    "/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J ff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͸7J5ͷվྑ
  5. 5PQIZQF  "$POW/FUGPSUIFT  "/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J ff FSFOUJBM&RVBUJPOT  -JOFBS"MHFCSB

    BOE.PSF  %FFQ4ZNCPMJD3FHSFTTJPOGPS3FDVSSFOU4FRVFODFT  #"/.P#VJMEJOH"OJNBUBCMF%/FVSBM.PEFMTGSPN.BOZ$BTVBM7JEFPT  $SJUJDBM4FOUFODF*EFOUJ fi DBUJPOJO-FHBM$BTFT6TJOH.VMUJ$MBTT$MBTTJ fi DBUJPO  4FFLJOH4JOIBMB4FOUJNFOU1SFEJDUJOH'BDFCPPL3FBDUJPOTPG4JOIBMB1PTUT  (SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS fi UUJOHPO4NBMM"MHPSJUINJD%BUBTFUT  .5.VMUJ5BTL.VMUJUSBDL.VTJD5SBOTDSJQUJPO  /F30*$/FVSBM3FOEFSJOHPG0CKFDUTGSPN0OMJOF*NBHF$PMMFDUJPOT %FFQ-FBSOJOH*OUFSWJFXT)VOESFETPGGVMMZTPMWFEKPCJOUFSWJFXRVFTUJPOTGSPNBXJEFSBOHFPGLFZUPQJDTJO"*  /F3' /F3' 7JEFP 5SBOTGPSNFS $// 5SBOTGPSNFS 5SBOTGPSNFS /-1 /-1 5SBOTGPSNFS
  6. 1JDLVQ 

  7. ɾ໨తɿ$//Λ౷߹తʹվྑ͢Δ ɾ੒Ռɿ$POW/F9U ɾํ๏ɿ3FT/FUΛ5SBOTGPSNFSʹدͤͯۙ୅Խ͢Δ 
 ɾΩʔϫʔυɿ$POW/F9U 3FT/FU 4XJO5SBOTGPSNFS ɾஶऀॴଐɿ'BDFCPPL"*3FTFBSDI '"*3 6$#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$0ݕग़ͱ"%&,ηάϝϯςʔγϣϯͰ4XJO5SBOTGPSNFSΛ্ճ ΔͳͲɺਫ਼౓ͱεέʔϥϏϦςΟͷ఺Ͱ5SBOTGPSNFSͱޓ֯ʹ౉Γ߹͍ͬͯ·͢ɻ 5PQSFDFOU ೥୅ͷ$POW/FUΛ໨ࢦͯ͠ ݪจ"$POW/FUGPSUIFT 7 1JDLVQ
  8. $// w TMJEJOHXJOEPXTUSBUFHZ w ૊ΈࠐΈͷؼೲతόΠΞε ԿΒ͔ͷԾఆ Λ͍࣋ͬͯΔ w Ҡಈීวੑ w

    ฏߦҠಈ౳Ձੑ w ର৅͕ฏߦҠಈͯ͠΋෼ྨɾೝࣝͰ͖Δ  TMJEJOHTUSBUFHZ͸4XJO5SBOTGPSNFSʹԠ༻ w XJOEPXQBSUJUJPO w BUUFOUJPOΛMPDBMXJOEPXʹద༻
  9. .PEFSOJ[JOH$POW/FU3PBENBQ w ϕʔε͸3FT/FU w 4XJO5SBOTGPSNFSͷํʹ޲͔ͬͯۙ୅Խ w BUUFOUJPO͸࢖Θͳ͍ w ͋Δ෦෼͚ͩͰͳ͘ɺ౷߹తʹվྑ͢Δ w

    Կ͔৽͍ٕ͠ज़ΛఏҊͯ͠ɺվྑ͢ΔͷͰ͸ͳ͘ɺ ͜Ε·ͰఏҊ͞Ε͖ͯͨ͜ͱΛ࢖͏ 
  10. w $IBOHJOHTUBHFSBUJP w     ˠ  

     T  w 4XJO5SBOTGPSNFS̍̍̏̍ w $IBOHJOHTUFNUP1BUDIJGZ w Y TUSJEFˠNBYQPPMJOH 
 ˠY TUSJEF 
 OPOPWFSMBQQJOHDPOWPMVUJPO .BDSP%FTJHO  TUSJEF
  11. w VTFNPSFHSPVQT FYQBOEXJEUI w EFQUIXJTFDPOW ۭؒํ޲ͷ৞ΈࠐΈ Λ࢖͏ w HSPVQ਺DIBOOFM਺Ͱ͋Δ 


    HSPVQFEDPOWͷಛघͳ৔߹ͱݟͳ͢ w EFQUIXJTFDPOW͸ɺBUUFOUJPOͷதͰ͸ɺ XFJHIUFETVNͱಉ౳ 3FT/FYUJGZ  ௿࣍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.
  12. w 4XJO5SBOTGPSNFSͷ.-1CMPDL OBSSPXˠXJEFˠOBSSPX w *OWFSUFECPUUMFOFDLʹରԠ 
 B ˠ C *OWFSUFE#PUUMFOFDL

    
  13. w .PWJOHVQEFQUIXJTFDPOWMBZFS 
 C ˠ D  w *ODSFBTJOHUIFLFSOFMTJ[F w

        ͷαΠζͰࢼͨ݁͠Ռɺ 
 YͰ๞࿨ͨ͠ɻ w ֤CMPDLͰEFQUIXJTFDPOW Y Λ࢖͏ -BSHF,FSOFMTJ[F  w .4"CMPDL͸.-1MBZFSͷલʹ͋Δ w YͷMPDBMXJOEPX͕TFMGBUUFOUJPOʹೖ͍ͬͯΔ EYʹ͢Δ
  14. w 3FQMBDJOH3F-6XJUI(&36 w 'FXFSBDUJWBUJPOGVODUJPO 
 ֤ϒϩοΫͰ(&36͸͚ͭͩ࢖͏ w 'FXFSOPSNBMJ[BUJPOMBZFST 
 DPOWYMBZFSͷखલͷ#BUDI/PSNBMJ[BUJPOΛ

    
 ࡟আ w 4VCTUJUVUJOH#BUDI/PSNBMJ[BUJPOXJUI 
 -BZFS/PSNBMJ[BUJPO #/ˠ-/  w 4FQBSBUFEPXOTBNQMJOHMBZFST 
 ֤ϒϩοΫؒͰɺY TUSJEFΛ࢖͏ 
 4XJO5SBOTGPSNFSͰ͸ɺϒϩοΫؒͰEPXOTBNQMJOHMBZFS͕ ೖ͍ͬͯΔ .BDSPEFTJHO 
  15. w #BUDI/PSNBMJ[BUJPO w ϛχόον͝ͱͷฏۉͱ෼ࢄͰਖ਼نԽ ͢Δ w ϛχόον͕খ͍͞ͱɺฏۉͱ෼ࢄ͕ ෆ҆ఆʹͳΔ 
 w

    -BZFS/PSNBMJ[BUJPO w ͭͷೖྗʹ͓͚Δ֤ϨΠϠʔͷ 
 ӅΕ૚ͷ஋ͷฏۉͱ෼ࢄͰਖ਼نԽ͢Δ 
  16. 

  17. 

  18. 5PQSFDFOU 
 ҐʙҐ 

  19. 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$0ݕग़ͱ"%&,ηάϝϯςʔγϣϯͰ4XJO5SBOTGPSNFSΛ্ճ ΔͳͲɺਫ਼౓ͱεέʔϥϏϦςΟͷ఺Ͱ5SBOTGPSNFSͱޓ֯ʹ౉Γ߹͍ͬͯ·͢ɻ 5PQSFDFOU ೥୅ͷ$POW/FUΛ໨ࢦͯ͠ ݪจ"$POW/FUGPSUIFT 19 1JDLVQ 1JDLVQ
  20. ɾ໨తɿχϡʔϥϧωοτϫʔΫͷ൚ԽੑೳΛௐ΂Δ͜ͱ ɾ੒ՌɿσʔληοτͷαΠζ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨ ɾํ๏ɿΞϧΰϦζϛοΫʹ࡞ΒΕͨখ͞ͳσʔληοτΛ΋͍࣮ͪͯݧ ɾΩʔϫʔυɿ(SPLLJOH %FDPEFSPOMZ5SBOTGPSNFS 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 5PQSFDFOU (SPLLJOHখ͞ͳΞϧΰϦζϜσʔληοτͰͷΦʔόʔϑΟοςΟϯάΛ௒͑ͨҰൠԽ ݪจ(SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS fi UUJOHPO4NBMM"MHPSJUINJD%BUBTFUT 20
  21.  ˢHPSLLJOH (SPLLJOH׬શʹཧղ͢Δ ೺Ѳ͢Δ ͜ͱ -FGU?TUFQTΛա͗ΔͱɺHSPLLJOH͕ىͬͨ͜ 
 $FOUFSUSBJOJOHσʔλ͕ݮΔͱɺHSPLLJOH͕ى͜Δ·ͰTUFQ਺͕͔͔Δ

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

  23.  ֶश৚݅Λม͑ͨΓɺҟͳΔԋࢉΦϖϨʔλͰ࣮ݧ 
 8FJHIUEFDBZ͕༗ޮ

  24.  Կ͔͠Βͷنଇɾߏ଄͕ݟΒΕΔ

  25. ɾ໨తɿBUUFOUJPOͷվྑ ɾ੒Ռɿ%FGPSNBCMF"UUFOUJPO5SBOTGPSNFS %"5  ɾํ๏ɿมܗՄೳ͔BUUFOUJPOΛఏҊ ɾϞσϧ໊ɿ%FGPSNBCMF"UUFOUJPO5SBOTGPSNFS ɾஶऀॴଐɿ%FQBSUNFOUPG"VUPNBUJPO #/3JTU 5TJOHIVB6OJWFSTJUZ "84"*

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  26. w RVFSZʹҰக͢ΔLFZΛݕࡧ͠ɺLFZʹର͢ΔWBMVFΛ औΓग़͢ૢ࡞ ࣙॻܕ͔Β஋ΛऔΓग़͢ૢ࡞ͱಉ͡  w σʔλʹґଘ͠ͳ͍ํ๏ w 7J5͢΂ͯͷRVFSZʹશྖҬ͕ରԠ͢Δ w

    4XJO5SBOTGPSNFS 
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  27.   SFGFSFODFQPJOU͕ஔ͔ΕΔ  ͦͷP ff TFU͸ɺP ff TFUOFUXPSLʹΑͬͯRVFSZ͔Βֶश͞ΕΔˠEFGPSNFEQPJOU 

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

  29. 

  30. 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 ff 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 $PVOUJOHBOE1SPCBCJMJUZɺ/VNCFS5IFPSZɺ͓Αͼ1SFDBMDVMVTʹؔ͢Δ໰୊ʣ͔Βͷ໰୊Λ࢖༻͍ͯ͠·͢ɻτϥϯεϑΥʔϚʔ͕͜Ε ΒͷՊ໨ͷ໰୊ղܾϓϩάϥϜΛੜ੒͢ΔͨΊͷϓϩϯϓτੜ੒ํ๏Λ୳Γɺϓϩοτ෇͖ͷղ౴ΛؚΉɻ֤ςʔϚͷ໰୊ΛϥϯμϜʹநग़ ͠ɺਖ਼ղΛੜ੒͠·͢ɻ·ͨɺੜ੒͞Εͨ໰୊ͷ࣭ͱ೉қ౓ΛධՁ͢ΔͨΊͷΞϯέʔτΛ࣮ࢪ͠·ͨ͠ɻຊݚڀ͸ɼେֶϨϕϧͷ਺ֶίʔ εͷ໰୊Λࣗಈతʹղ͍ͯ࠾఺͠ɼେن໛ʹੜ੒ͨ͠ॳΊͯͷݚڀͰ͢ɽ͜Ε͸ߴ౳ڭҭʹͱͬͯըظతͳ͜ͱͰ͢ɻ 5PQSFDFOU χϡʔϥϧωοτϫʔΫ͕ϓϩάϥϜ߹੒Ͱ਺ֶͷ໰୊Λղ͖ɺੜ੒͢Δɻඍ෼ੵ෼ɺඍ෼ํఔࣜɺઢܗ୅਺ͳͲ ݪจ"/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J ff FSFOUJBM &RVBUJPOT -JOFBS"MHFCSB BOE.PSF 30
  31.  1SPCMFNˠ$PEFYˠ1SPHSBN

  32. 

  33. ɾ໨తɿ"*ͷτϐοΫͷ֓ཁͷ੔ཧͯ͠ɺఏڙ͢Δ͜ͱ ɾ੒Ռɿ໘઀΍ࢼݧͷͨΊͷ໰୊ूͱͯ͠࢖͑Δ ɾํ๏ɿ໰୊ͱͦͷղ౴ ɾΩʔϫʔυɿ%FFQ-FBSOJOH*OUFSWJFXT ɾஶऀॴଐɿ2VFFO.BSZ6OJWFSTJUZPG-POEPO IUUQBSYJWPSHBCTW ୈ൛ͷ%FFQ-FBSOJOH*OUFSWJFXTʹ͸ɺ"*ͷओཁͳτϐοΫͷத͔Βɺ׬શʹղܾ͞Εͨ਺ඦͷ໰୊͕ܝࡌ͞Ε͍ͯ·͢ɻ໘઀΍ࢼݧͷͨ 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

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  34. 

  35. ɾ໨తɿখ͍͞σʔληοτ͔Β7J5ͷֶश͕Ͱ͖ΔΑ͏ʹ͢Δ͜ͱ 7J5ͷہॴੑؼೲతόΠΞε΁ͷґଘΛղܾ͢Δ͜ͱ  ɾ੒ՌɿখαΠζσʔληοτͰ͋Δ5JOZ*NBHF/FUʹ͓͍ͯɺฏۉͷੑೳ޲্ ɾํ๏ɿ4IJGUFE1BUDI5PLFOJ[BUJPO 415 -PDBMJUZ4FMG"UUFOUJPO -4" ΛఏҊ ɾΩʔϫʔυɿ415

    -4" 5SBOTGPSNFS ɾஶऀॴଐɿ*OIB6OJWFSTJUZ IUUQBSYJWPSHBCTW ۙ೥ɺม׵ߏ଄Λը૾෼ྨλεΫʹద༻ͨ͠7JTJPO5SBOTGPSNFS 7J5 ͕ɺ৞ΈࠐΈχϡʔϥϧωοτϫʔΫΛ্ճΔੑೳΛൃش͍ͯ͠Δɻ ͔͠͠ɼ7J5ͷੑೳ͸+'5.ͷΑ͏ͳେن໛σʔληοτΛ༻͍ͨࣄલֶशͷ݁ՌͰ͋Γɼͦͷେن໛σʔληοτ΁ͷґଘੑ͸௿ہॴ ੑͷ༠ಋόΠΞεʹΑΔ΋ͷͱղऍ͞ΕΔɽຊ࿦จͰ͸ɼ4IJGUFE1BUDI5PLFOJ[BUJPO 415 ͱ-PDBMJUZ4FMG"UUFOUJPO -4" ΛఏҊ͠ɼ ہॴੑؼೲతόΠΞεͷܽ೗ΛޮՌతʹղܾ͠ɼখαΠζͷσʔληοτͰ΋θϩ͔ΒͷֶशΛՄೳʹ͢Δɽ͞Βʹɺ415ͱ-4"͸ɺ༷ʑͳ 7J5ʹ༰қʹద༻Մೳͳɺ൚༻తͰޮՌతͳΞυΦϯϞδϡʔϧͰ͢ɻ࣮ݧ݁ՌʹΑΔͱɺ415ͱ-4"ͷ྆ํΛ7J5ʹద༻ͨ͠৔߹ɺ୅දతͳ খαΠζσʔληοτͰ͋Δ5JOZ*NBHF/FUʹ͓͍ͯɺฏۉͷੑೳ޲্͕ݟΒΕͨɻಛʹɼ4XJO5SBOTGPSNFS͸ɼఏҊͨ͠415ͱ -4"ʹΑΓɼͱ͍͏ѹ౗తͳੑೳ޲্Λୡ੒ͨ͠ɽ 5PQSFDFOU খ͍͞αΠζͷσʔληοτͷͨΊͷϏδϣϯɾτϥϯεϑΥʔϚʔ ݪจ7JTJPO5SBOTGPSNFSGPS4NBMM4J[F%BUBTFUT 35
  36. 7J5 w $//΄ͲɺMPDBMJUZJOEVDUJWFCJBTΛ͍࣋ͬͯͳ͍ w େྔͷτϨʔχϯάσʔλ͕ඞཁ w σʔληοτͷαΠζͱੑೳͷؒͷؔ܎ੑ͸ڵຯ͕͋Δ w MPDBMJUZJOEVDUJWFCJBTΛ૿΍͢͜ͱʹΑͬͯɺ 


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  37.  w 4IJGUFE1BUDI5PLFOJ[BUJPO 415  w TIJGU DPODBUFOBUF w ΑΓଟ͘ͷҐஔ৘ใΛτʔΫϯʹຒΊࠐΉ͜ͱ͕Ͱ͖ΔˠMPDBMJUZJOEVDUJWFCJBTΛ૿΍͢

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  38.  1J51PPMPOHCBTFE7*TJPO5SBOTGPNFS $BJ5$MBTT"UUFOUJPOJO*NBHF5SBOTGPSNFST

  39.  4-$BJUͷྻ໨ 4-55ͷྻ໨ 4-7J5ͷ̏ྻ໨ 4-1J5ͷྻ໨ λʔήοτʹूதͯ͠Δ 4-ద༻લ͸എܠʹ෼ࢄ͍ͯͨ͠

  40. ɾ໨తɿҼՌؔ܎ͷཧ࿦ΛೖΕͨ$POUSBTUJWFMFBSOJOHΛ࢖͍ɺ 
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  41. 3FQSFTFOUBUJPO-FBSOJOHWJB*OWBSJBOU$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
  42. 3&-*$W  3&-*$ͷMPTTΛվྑ 
 ελΠϧʹෆมͰɺࣅ͍ͯΔ΋ͷ͸ڑ཭Λ͚ۙͮΔΑ͏ʹֶश͢Δ

  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"Q NBTL"Qɺ"%&,Ͱ͸࠷ େ N*P6ɺϕʔεϥΠϯΛେ෯ʹվળͨ͠ɻίʔυ͸IUUQTHJUIVCDPNEBNPDW&-4"Ͱެ։͍ͯ͠·͢ɻ 5PQSFDFOU &-4"&OIBODFE-PDBM4FMG"UUFOUJPOGPS7JTJPO5SBOTGPSNFS ݪจ&-4"&OIBODFE-PDBM4FMG"UUFOUJPOGPS7JTJPO5SBOTGPSNFS 43
  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 
  45.  ߦྻͷܭࢉ͕ཁૉ͝ͱͷֻ͚ࢉʹͳ͍ͬͯΔ %X$POW EZOBNJD fi MUFS -4" 
 ˠ)BEBNBSEBUUFOUJPO (IPTUIFBEˠ&-4"

    ( ɾ HIPTUIFBE
  46. 

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

  51.  w%FUFDUJPOEBUBͱJNBHFMBCFMMFEEBUBͷ྆ํΛֶࠞͥͯश͢Δ 
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 w*NBHFMBCFMMFEEBUBͷ࣌ wDMBTTJ fi FS 8 ֶ͚ͩश͢Δɻ wNPEFMʹΑͬͯఏҊ͞Εͨ࠷େαΠζͷൣғ JNBHFCPY ͔Βಛ௃Λநग़͢Δ
  52. 

  53. 5PQIZQF 
 ҐʙҐ 

  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"$POW/FUGPSUIFT 54 ॏෳ 5PQSFDFOU
  55. ɾ໨తɿχϡʔϥϧωοτϫʔΫͰ਺ֶͷ໰୊Λղ͘͜ͱ ɾ੒ՌɿχϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮ূ ɾํ๏ɿ਺ֶͷ໰୊Λ$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 ff 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 ff FSFOUJBM &RVBUJPOT -JOFBS"MHFCSB BOE.PSF 55 ॏෳ 5PQSFDFOU
  56. ɾ໨తɿؔ਺Λ༧ଌ͢Δ͜ͱ ɾ੒Ռɿ%FFQ4ZNCPMJD3FHSFTTJPO ɾํ๏ɿ5SBOTGPNFSΛ࢖ͬͯ਺ྻͷؔ܎ࣜΛਪ࿦͢Δ 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 5PQIZQF ϦΧϨϯτɾγʔέϯεͷͨΊͷσΟʔϓɾγϯϘϦοΫɾϦάϨογϣϯ ݪจ%FFQ4ZNCPMJD3FHSFTTJPOGPS3FDVSSFOU4FRVFODFT 56
  57. 4ZNCPMJDSFHSFTTJPO w ༩͑ΒΕͨ਺ྻ͔Βɺͦͷ਺ྻΛຬͨؔ͢਺΍ؔ܎ੑΛਪଌ͢Δ͜ͱ w      

    
  58.  5SBOTGPSNFSΛ࢖ͬͯ༧ଌ 
 ೖྗ਺ྻ ग़ྗؔ܎ࣜ 
 
 ೖྗͱग़ྗ͸ɺ༧ΊܾΊ͓͍ͯͨޠኮ ԋࢉΦϖϨʔλ ੔਺

    ුಈখ਺఺਺ ͷτʔΫϯදݱ͞ΕΔ
  59.  ۙࣅࣜΛ༧ଌ͢Δ ۙࣅ஋Λ༧ଌ͢Δ

  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 ʢ/F3'ʣɺʢʣϐΫηϧͱؔઅϞσϧͷؒͷରԠؔ܎Λੜ੒͢Δਖ਼४ຒΊࠐΈɺͱ͍͏ͭͷྲّྀΛ౷߹͢Δ͜ͱͰ͢ɻຊݚڀͰ͸ɺඍ෼ 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 60 ॏෳ ઌ݄ͷ5PQIZQF
  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 ݪจ$SJUJDBM4FOUFODF*EFOUJ fi DBUJPOJO-FHBM$BTFT6TJOH.VMUJ$MBTT$MBTTJ fi DBUJPO 61 ॏෳ ઌ݄ͷ5PQIZQF
  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 ݪจ4FFLJOH4JOIBMB4FOUJNFOU1SFEJDUJOH'BDFCPPL3FBDUJPOTPG4JOIBMB1PTUT 62 ॏෳ ઌ݄ͷ5PQIZQF
  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޲

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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

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  65.  .*%*ˠ.*%*MJLF5PLFOTˠ.*%*MJLF5PLFOTˠ.*%* .5

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