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Sequence to Sequence Learning with Neural Networks

F48d3107f5e7a4c6f765752df9754e6b?s=47 fam_taro
March 20, 2019

Sequence to Sequence Learning with Neural Networks

論文輪読会用に作成した資料です

F48d3107f5e7a4c6f765752df9754e6b?s=128

fam_taro

March 20, 2019
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  1. ࿦จྠಡձ  4FRVFODFUP4FRVFODF-FBSOJOH XJUI/FVSBM/FUXPSLT IUUQTBSYJWPSHBCT  ౻ຊ༟հ

  2. "HFOEB – ࣄલ஌ࣝ – ͜ͷ࿦จʹ͍ͭͯ – -45. – %FFQ-45. –

    ༻ޠ੔ཧ – 1BQFS – "CTUSBDU – *OUSPEVDUJPO – 5IFNPEFM – &YQFSJNFOUT Ұ෦ – 3FMBUFEXPSL – $PODMVTJPO 
  3. ࣄલ஌ࣝɿ͜ͷ࿦จʹ͍ͭͯ – ౰࣌ ೥ (PPHMF຋༁ͷΞοϓάϨʔυͰ࿩୊ʹͳͬͨ – ػց຋༁ͷओྲྀΛม͑ͨ – ैདྷ ɿ౷ܭతػց຋༁

    4.5 4UBUJTUJDBM.BDIJOF5SBOTMBUJPO  – ຊ࿦จҎ߱ɿχϡʔϥϧػց຋༁ /.5 /FVSBM.BDIJOF5SBOTMBUJPO  – IUUQEFFQMFBSOJOHIBUFOBCMPHDPNFOUSZOFVSBM@NBDIJOF@USBOTMBUJPO@UIFPSZ – -45.͕ྲྀߦΔ͖͔͚ͬͷͭ – ܥྻσʔλΛѻ͏ͳΒ࢝Ίʹީิʹڍ͓͛ͯ͘͘Β͍ʹ͸ྲྀߦͬͯΔΑ͏ͳʜ – ը૾ܥʹ΋Ԡ༻͞Ε͍ͯΔ $POW-45. ౳ 
  4. ࣄલ஌ࣝɿ-45. – -45. -POH4IPSU5FSN.FNPSZ – IUUQTVQMPBEXJLJNFEJBPSHXJLJQFEJBDPNNPOTC5IF@-45.@DFMMQOH – М Λ௨͢ͱ dͷ஋ʹͳΔ

    ๨٫౓߹͍ͱ͔Λද͢ 
  5. ࣄલ஌ࣝɿ-45. – -45. -POH4IPSU5FSN.FNPSZ – IUUQTVQMPBEXJLJNFEJBPSHXJLJQFEJBDPNNPOTC5IF@-45.@DFMMQOH – ͦΕ·ͰͷهԱΛɺ΄ͲΑ͘๨Εͯ΄ͲΑ͘Ա͑ͯΔΠϝʔδ  O:

    output " tanh(Ct) ,EB?>) LA8  KEG; f: forget " #EF96 " i: input " g ,EB3 C  H* 7/  %&(< g: = F9 7/ = 7/H*  tanh(&. (-1, 1)) Ct: F9 LSTM 'J 1C  $4+@ (2D  private !!0:) ht: L4 I54- $4@
  6. ࣄલ஌ࣝɿ-45. – -45. -POH4IPSU5FSN.FNPSZ – هԱηϧ $ʹ͍ͭͯ͸ɺ࣍ͷ $·ͰʹΞμϚʔϧੵͱ଍͠ࢉ͔͠ߦΘΕͳ͍ – ޡࠩٯ఻ൖ࣌ͷ଍͠ࢉͱΞμϚʔϧੵΛ͍ͯ͠ΔՕॴͷޯ഑

    – ଍͠ࢉ ྲྀΕ͖ͯͨޯ഑Λͦͷ··ྲྀ͢ – ΞμϚʔϧੵ GPSHFUήʔτͰ๨ΕΔ΂͖Ͱͳ͍ͱ൑அ͞Εͨཁૉ͸ফࣦͤͣʹྲྀΕΔ – ্هͷ݁Ռޯ഑ফࣦ͕ى͖ͮΒ͍ʢΒ͍͠ʣ  f: forget     
  7. ࣄલ஌ࣝɿ%FFQ-45. – %FFQͳ -45. ૚ɾΠϝʔδਤ <> – Dͱ Iͷ্Լ͕ٯͰ͋Δ͜ͱʹ஫ҙ 

    -45. -45. -45. l"z -45. -45. -45. -45. l#z -45. -45. -45. -45. l&04z -45. 4PGUNBY lЋz -45. -45. -45. -45. 4PGUNBY lЌz lЋz -45. -45. -45. -45. 4PGUNBY l&04z lЌz I D
  8. ࣄલ஌ࣝɿ༻ޠ੔ཧ – QISBTFCBTFE4.5 – 4UBUJTUJDBM.BDIJOF5SBOTMBUJPO – lݪݴޠΛ༩͑ͨ࣌ʹର༁ͷ໬౓͕࠷େͱͳΔ֬཰ϞσϧΛֶशͯ͠ ໨తݴޠʹ຋༁͢ΔγεςϜΛࢦ͢z – IUUQEFFQMFBSOJOHIBUFOBCMPHDPNFOUSZOFVSBM@NBDIJOF@USBOTMB

    UJPO@UIFPSZ – χϡʔϥϧػց຋༁ /.5 /FVSBM.BDIJOF5SBOTMBUJPO ʹର͠ɺ ֬཰Ϟσϧʹ //Λ࢖͍ͬͯͳ͍΋ͷΛओʹࢦ͢ – #-&6 – #J-JOHVBM &WBMVBUJPO6OEFSTUVEZ – dͰߴ͍΄ͲΑ͍ – IUUQVOJDPSOJLFUPUUPSJ VBDKQTQBQFSHSBEVBUJPOUIFTJTOPEFIUNM 
  9. "CTUSBDU – େن໛ͳϥϕϧ෇σʔληοτͰ͸ %//͸͏·͘ػೳ͢Δ – ͔͠͠จ͔Βจ΁ͷϚοϐϯάʹ͸࢖͑ͳ͔ͬͨ – ຊߘͰ͸ छྨͷଟ૚ -45.Λ࢖ͬͨ

    – ೖྗจΛݻఆ࣍ݩͷϕΫτϧʹϚοϐϯά͢Δ -45. – ϕΫτϧ͔Βର৅ݴޠͷจʹσίʔυ͢Δ -45. – 8.5`EBUBTFUͰ੒Ռग़ͨ #-&6TDPSF – &OHMJTI'SFODIλεΫ – QISBTFCBTFE4.5γεςϜͰ͸  – ্ه 4.5γεςϜʹΑͬͯग़ྗ͞Εͨ ݸͷԾઆʁΛ-45. ʹΑͬͯ࠶ϥϯΫ෇͚͢Δͱɺ ʹ૿Ճ – ۩ମతʹ͸ޙड़͞Ε͍ͯΔʁ – ͜Ε͸౰࣌ͷ 405"ʹ͍ۙείΞ 
  10. "CTUSBDU – -45.͸ޠॱʹରͯ͠ӶහʢޠॱͰҙຯ͕େ͖͘มΘΔ ౳ʣ۟΍จͷදݱΛֶशͨ͠ – ·ͨ͜ͷදݱ͸ೳಈଶ BDUJWFWPJDF ΍डಈଶ QBTTJWF WPJDF

    ʹରͯ͠ෆม – ೳಈଶओޠ ಈࢺ ໨తޠ<˞> – डಈଶओޠ #Fಈࢺ ʴ աڈ෼ࢺ CZ ೳಈଶͷओޠ <˞> – ྫʮࢲ͸͜ͷ࿦จΛಡΜͩʯ㲈ʮ͜ͷ࿦จ͸ࢲʹಡ·Εͨʯ – ೖྗจΛٯॱʹֶͯ͠श͢Δͱ -45.ͷਫ਼౓͕ܶతʹ޲্ ͢Δ͜ͱΛൃݟͨ͠ – ্هͷૢ࡞ʹΑΓೖྗจͱର৅จͷؒͷ୹͍۠ؒͰͷґଘؔ܎ TIPSUUFSNEFQFOEFODJFT ͕ଟ͘΋ͨΒ͞ΕͨͨΊ – ্هʹΑͬͯ࠷దԽ໰୊͕؆୯ʹͳͬͨ – ͭΊͷ -45.͸ TFRVFODFWFDUPSͱ Ұͭલͷର৅จͷ୯ޠ͔ Β࣍ͷ୯ޠΛग़ྗ͢ΔͷͰɺ࠷ॳͷ୯ޠ͕େࣄͬΆ͍ʁ  <˞>IUUQTXXXLBQMBOJOUFSOBUJPOBMDPNKQCMPHBDUJWFQBTTJWFWPJDF
  11. *OUSPEVDUJPO  – %FFQ/FVSBM/FUXPSLT %//T ͸ڧྗͳػցֶशϞσϧ – ฒྻܭࢉՄೳɺදݱྗߴ͍ – ϥϕϧ෇͖σʔλ͕े෼ͳ৘ใΛ͍࣋ͬͯΕ͹ɺେ͖͍

    %//΋ ڭ ࢣ෇͖ CBDLQSPQBHBUJPOʹΑֶͬͯशՄೳ – ͕ͨͬͯ͠ྑ͍݁ՌΛୡ੒Ͱ͖Δ %//ͷύϥϝʔλ͕ଘࡏ͢Ε͹ɺ ڭࢣ෇͖ CBDLQSPQBHBUJPO͸ύϥϝʔλΛݟ͚ͭΒΕΔ – ͨͩ͠ɺ%//͸ ೖྗͱλʔήοτจΛݻఆ࣍ݩͷϕΫτϧ ʹΤϯίʔυͰ͖Δ໰୊ʹ͔͠ద༻Ͱ͖ͳ͍ ڧ੍͍ݶ – ܥྻ໰୊ʹ͓͍ͯܥྻ௕͸ࣄલʹ෼͔Βͳ͍͜ͱ͕ଟ͍ͨΊ – Ի੠ೝࣝ΍ػց຋༁΋ܥྻ໰୊ – ࣭ٙԠ౴͸ɺ࣭໰จΛճ౴จʹϚοϐϯά͢Δ໰୊ͱ΋ΈΕΔ – υϝΠϯʹґଘͤͣʹܥྻ͔Βܥྻ΁ͷϚοϐϯάΛֶश͢Δํ๏͸ ༗༻
  12. *OUSPEVDUJPO  – ݻఆ࣍ݩ໰୊ʹର͠ɺ-45.Λ௚઀దԠͯ͠ରԠ – ͭΊͷ -45.Ͱೖྗจͷݻఆ௕දݱϕΫτϧΛಘΔ – ͭΊͷ -45.Ͱग़ྗจΛ্هͷϕΫτϧ͔Βੜ੒͢Δ

    – ͭΊͷ -45.͸ຊ࣭తʹ͸ 3//MBOHVBHFNPEFM – ͜ͷํ๏Ͱ͸ೖྗจͱͦΕʹରԠͨ͠ग़ྗจΛੜ੒͢Δ·ͰλΠϜϥ ά͕͋Δ – ௕ڑ཭ͷ࣌ؒґଘੑʹର্ͯ͠खֶ͘शͰ͖Δ -45.Λબ୒͢Δͷ ͸ଥ౰ -45. -45.
  13. *OUSPEVDUJPO  – ୡ੒ͨ͠είΞͱطଘ CBTFMJOFͱͷൺֱ – #-&6TDPSFPG – FOTFNCMFPGEFFQ-45.T –

    .QBSBNFUFSTBOE EJNFOTJPOBMTUBUFFBDI – ࢀߟ7((ͷύϥϝʔλ਺͕໿ . – VTJOHBTJNQMFMFGUUPSJHIUCFBNTFBSDIEFDPEFS – CFBNTFBSDI ޙड़ – େ͖͍ //ʹΑΔ EJSFDUUSBOTMBUJPOͰ͸͘͢͝ྑ͍݁Ռ – Ұํ 4.5γεςϜʹΑΔείΞ CBTFMJOF͸  – ্هͷ -45.ʹΑΔείΞ͸ޠኮ਺ L – ධՁର৅จ͕͜ͷ Lݸʹؚ·Εͳ͍ޠኮΛؚΜͰ͍Δ৔߹ – ˠ #-&6TDPSF͕Լ͕Δ – L͸খن໛ Β͍͠ – ·ͩ࠷దԽͷ༨஍͕͋Δ VOPQUJNJ[FE ޠኮ਺΍ͲͷޠኮΛબͿ͔ʁ – ࠷దԽͷ༨஍Λ࢒ͭͭ͠΋ QISBTFCBTFE4.5TZTUFNΛ௒͍͑ͯ ΔͷͰ -45.CBTF͕༏Ε͍ͯΔ͜ͱΛ֬ೝͰ͖Δ
  14. *OUSPEVDUJPO  – lCFTUMJTUTPGUIF4.5CBTFMJOFzʹର͠ -45.Λ ࢖ͬͯϦείΞͨ͠ΒείΞ͕ ʹվળ – طଘϞσϧͷϕετείΞ͕ ͳͷͰͦΕʹ͍ۙ

    – -45.͸௕จʹۤઓ͠ͳ͔ͬͨ – ͜Ε·ͰͷྨࣅͷݚڀΛͯ͠Δਓ͸ۤઓͨ͠ܦݧ͕͋Δ – ೖྗจͷޠॱΛٯʹͨ͠Өڹ͕େ͖͍ – ग़ྗจͷޠॱ͸ͦͷ·· – ͦΕʹΑΓ࠷దԽ໰୊Λ؆୯ʹ͢Δ୹ظతͳґଘؔ܎Λ૿΍ͤͨͨΊ – TFDUJPOͱ Ͱ৮Ε·͢ – ͦͷ͓͔͛Ͱ 4(%Ͱ໰୊ͳֶ͘शͰ͖ͨ – ͜ͷ࿦จͷ LFZUFDIOJDBMDPOUSJCVUJPOͷͭ
  15. *OUSPEVDUJPO  – -45.͸ೖྗจͷݻఆ࣍ݩ΁ͷϚοϐϯάΛֶश͢Δ – ຋༁͸ݩͷจͷݴ͍׵͑Ͱ͋Δ͜ͱ͕ଟ͍ – ҧ͏৔߹͕͋Δʁʢݸਓతٙ໰ʣ – ຋༁Λ໨తͱͨ͠৔߹ɺ-45.͕จষͷҙຯදݱ

    ݻఆ࣍ݩ ϕΫτϧ Λ֫ಘ͢Δ͜ͱΛޙԡ͢͠Δ – ҙຯ͕ࣅ͍ͯΔͳΒ͍ۙɺҙຯ͕ҧ͏ͳΒԕ͍ – ݁Ռͱͯ͠ҙຯදݱΛಘͨͱ͍͏෦෼͸ XPSEWFDʹࣅ͍ͯΔʁ – ͜ͷޙͷఆੑతධՁͰ֬ೝͨ͠ – ಛʹೳಈଶͱडಈଶʹର͠ϩόετͰ͋Δ͜ͱΛ֬ೝͨ͠
  16. 5IFNPEFM  – 3FDVSSFOU/FVSBM/FUXPSL 3// ͸ܥྻੜ੒ͷࣗવͳҰൠ ԽϞσϧ – *OQVU(x1 ,

    x2 , ... , xT ) – 0VUQVU(y1 , y2 , ... , yT ) – ௕͕͞ҰॹͰ͋Δ͜ͱʹ஫ҙ – 3//͸ೖྗจͱग़ྗจͷରԠ͕୯७ͳ৔߹͸༗ޮ – ௕͕͞ಉ͡ – ೖྗจͷ୯ޠͱग़ྗจͷ୯ޠ͕ POରԠ౳ – ௕͕͞ҧͬͨΓରԠ͕ෳࡶͰ͋Δ৔߹͸೉͍͠ ௚લͷӅΕঢ়ଶ Λ࢖͍ͬͯΔ
  17. 5IFNPEFM  – 3//ͰҰൠతͳܥྻ໰୊ʹରԠ͢ΔͨΊʹ͸ʜ – ͭͷ 3// 3//ͱ 3// Λ࢖ͬͯԼه

    TUFQ – TUFQ3//ͰೖྗจΛݻఆ࣍ݩϕΫτϧʹϚοϐϯά – TUFQ3//Ͱݻఆ࣍ݩϕΫτϧ͔Βग़ྗจΛϚοϐϯά – ݪཧతʹ͸શͯͷؔ࿈৘ใ͕ 3//ʹ༩͑ΒΕ͍ͯΔͷͰ͏ ·ֶ͘शͰ͖Δ͸ͣ – ͔͠͠ 3//Ͱ͸௕ظతͳґଘؔ܎Λֶशͮ͠Β͍ – -45. 
  18. 5IFNPEFM  – -45.ͷΰʔϧ p(ग़ྗจ | ೖྗจ) ΛٻΊΔ – ԼهͷΑ͏ʹ৚݅෇͖֬཰ΛఆࣜԽ

    – ೖྗจͷදݱϕΫτϧΛ࠷ॳͷӅΕঢ়ଶͱͨ͠ -45.-BOHVBHF .PEFMΛߏ੒͢Δ – ֤୯ޠͷ֬཰͸ޠኮ਺࣍ݩͷ TPGUNBY Ͱදݱ͞ΕΔ – Ճ͑ͯจষͷऴΘΓͱͯ͠ l&04zͱ͍͏ޠኮ΋௥Ճͨ͠ – GJH εϥΠυ Q ͷྫ – ೖྗl"z l#z l$z l&04z – ग़ྗl8z l9z l:z l;z l&04z – ͜ͷఆࣜԽͰ͸ -45.͸ ͭͰ΋ྑ͍૝ఆ ೖྗจͱ௕͕͞ ҧ͏Մೳੑ͋Γ ೖྗจͷදݱ ϕΫτϧ
  19. 5IFNPEFM  – ࣮ࡍʹ࢖ͬͨϞσϧ͸ҎԼͷҧ͍͕͋Δ – छྨͷ -45.TΛ࢖ͬͨ – ϞσϧͷύϥϝʔλΛ૿΍ͯ͠΋ܭࢉίετ͕͋·Γ૿͑ͳ͍ͨΊ –

    ಉ࣌ʹෳ਺ͷݴޠϖΞΛࣗવʹֶशͰ͖ΔͨΊ – EFFQͳ -45.TΛ࢖ͬͨ – TIBMMPX-45.TΑΓਫ਼౓ྑ͔ͬͨ – lTPXFDIPTFBO-45.XJUIGPVSMBZFSTz – ೖྗจͷޠॱΛٯʹͨ͠ – ྫ – lB C DzΛ lЋ Ќ Ѝzͱ຋༁͍ͨ͠৔߹ – -45.ʹ͸ lD C BzΛ lЋ Ќ ЍzʹϚοϐϯά͢ΔΑ͏ʹཁٻ͢Δ – ্هͷྫͰ͸ lBzͱ lЋz͕ۙ઀ – ೖྗ୯ޠͱग़ྗ୯ޠͷฏۉڑ཭͸มΘΒͳ͍ – ͜ͷ͓͔͛Ͱ 4(%͸ೖྗจͱग़ྗจͷؒͷ l΍ΓͱΓΛཱ֬z͠΍͘͢ ͳͬͨ – ݸਓॴײ -45.-.΋࠷ॳΒ΁Μͷ୯ޠ͕େࣄͳͷͰɺ·ͣ͸ͦ͜Λ ͔ͬ͠Γग़ྗ͢ΔΑ͏ʹֶश͢Δ͜ͱͰ࠷ॳҎ߱ͷ୯ޠ΋ֶश͠΍ͦ͢͏
  20. &YQFSJNFOU %BUBTFUEFUBJMT  – ࣮ݧ͸ ௨Γͷํ๏Ͱߦͬͨ – 4.5γεςϜͷग़ྗΛࢀߟʹͤͣʹ௚઀຋༁ – 4.5γεςϜͷग़ྗΛ

    SFTDPSF – %BUBTFUEFUBJMT – 8.5`&OHMJTIUP'SFODIEBUBTFU – USBJO – .TFOUFODFT – .'SFODIXPSETBOE.&OHMJTIXPSET – UFTU – CFTUMJTUTGSPNUIFCBTFMJOF4.5 – ޠኮ਺ʹ͍ͭͯ TPGUNBY ౳Ͱݻఆ࣍ݩʹ͢Δඞཁ͋Γ – ೖྗจ &OHMJTI ͔Β͸සग़  ޠኮ – ग़ྗจ 'SFODI ͔Β͸සग़  ޠኮ – ্هʹଐ͞ͳ͍୯ޠ͸શͯ l6/,zͱͨ͠
  21. &YQFSJNFOU %FDPEJOHBOE3FTDPSJOH  – ܇࿅࣌͸Լهͷ࠷େԽΛ໨తؔ਺ͱֶͯ͠श – ༧ଌ ຋༁จੜ੒ ࣌͸ԼهͷࣜΛຬͨ͢Α͏ͳจΛ୳͢ –

    ୯ޠͣͭ࠷΋֬཰͕ߴ͍୯ޠΛબ΂͹Α͍ͷͰ͸ʁ – ˠ ֤୯ޠ͕ಠཱʹੜ੒͞Ε͍ͯΔΘ͚Ͱ͸ͳ͍ͷʹʁ – Ͳ͏΍ͬͯ୳͢ͷ͔ ୯७ͳΫϥεͱ͸୳ࡧൣғ͕͔ͳΓҧ͏ – จ௕Λݻఆͯ͠΋ɺ୳ࡧൣғ͸ޠኮ਺?จ௕ ྫ ͷ ৐ – ࣮ࡍʹ͸จ௕͸ݻఆ͍ͯ͠ͳ͍ͷͰࣄ্࣮ແݶ – ˠ lTJNQMFMFGUUPSJHIUCFBNTFBSDIEFDPEFSzͰղܾ – ͍͍ײ͡ʹ୯ޠΛॱ൪ʹੜ੒͢Δํ๏ ग़ྗ࣌ʹ TPGUNBY Λ௨ͨ͠෼෍Λ ಘΒΕΔ͚Ͳɺͦ͜Ͱग़ྗΛ lXz ʹ֬ఆͯ͠͠·ͬͯΑ͍ͷ͔ʁ!
  22. &YQFSJNFOU %FDPEJOHBOE3FTDPSJOH  – CFBNTFBSDI ϏʔϜ୳ࡧ <> – ۙࣅత୳ࡧ๏ͷͭ –

    ղ͖͍ͨ໰୊ ࠓճ͸࠷େ஋ΛͱΔ୯ޠྻͷ୳ࡧ Λ෦෼໰୊ʹ෼ׂ֤ ෦෼໰୊Λղ͍͍ͯ͘ – ࠷ॳͷ୯ޠ͔Βॱ൪ʹ୯ޠͣͭબΜͰ͍͘Πϝʔδ – ֤ॱʹ࠷దͳ୯ޠΛબΜͰ΋࠷దղʹͳΒͳ͍Մೳੑ͕͋Δ – ଞʹܥྻม׵ϞσϧͰ༻͍ΒΕΔͷ͸ᩦཉ๏ HSFFEZBMHPSJUIN – ֤෦෼໰୊ͷධՁ஋͕΋ͬͱ΋ߴ͍΋ͷΛͭબ୒͢Δ – ϏʔϜ୳ࡧͰ͸ɺࣄલʹܾΊ্ͨҐ ,ݸͷީิΛอ࣋ͭͭ͠ॲཧΛਐ ΊΔ ,͸ CFBNTJ[F ʹ͋ͨΔ – ᩦཉ๏͸ϏʔϜ୳ࡧͷಛघͳ৔߹ , ͱ΋ߟ͑ΒΕΔ – ࣌ࠁ K ࠨ͔Β਺͑ͯ K൪໨ͷ୯ޠ ͷ༧ଌʹ͓͍ͯɺҐஔ͔Β K· Ͱͷྦྷੵੜ੒֬཰͕୳ࡧൣғ಺Ͱ্Ґ ,ݸͷ༧ଌ݁ՌΛग़ྗީิͱ ͯ͠อ࣋͢Δ – ᩦཉ๏ΑΓਫ਼౓͕ߴ͍͕ ,ഒͷܭࢉίετ
  23. &YQFSJNFOU %FDPEJOHBOE3FTDPSJOH  – CFBNTFBSDI ϏʔϜ୳ࡧ ͷٖࣅίʔυ<>

  24. &YQFSJNFOU %FDPEJOHBOE3FTDPSJOH  – CFBNTJ[Fʹ͍ͭͯ – CFBNTJ[FͰ΋্ख͘ػೳͨ͠ – CFBNTJ[F͕࠷΋ར఺͕͋ͬͨ –

    -45.TXJUIBCFBNTJ[Fͷํ͕ TJOHMF-45.XJUIBCFBN TJ[FΑΓ DIFBQFS ܭࢉίεύ͕ྑ͍ʁ – Ճ͑ͯ -45.Ͱ CBTFMJOFTZTUFNͷ CFTUMJTUTΛ SFTDPSFͨ͠ – શͯͷ IZQPUIFTJTʹ͍ͭͯ MPHQSPCBCJMJUZͱͬͯ -45.ͷ IZQPUIFTJT͔Βͱͬͨ΋ͷͱฏۉͯ͠ OFXTDPSFͱͨ͠
  25. &YQFSJNFOU 3FWFSTJOHUIF4PVSDF4FOUFODFT  – ೖྗจΛٯॱʹͨ͠Βਫ਼౓͕͔ͳΓߴ͘ͳͬͨͷΛൃݟͨ͠ – Ͳ͏ͯ͜͠͏ͳΔͷ͔׬શͳઆ໌Ͱ͖ͳ͍ – ୹ظతͳґଘؔ܎Λଟֶ͘शʹಋೖͰ͖ͨͨΊͩͱࢥΘΕΔ –

    ೖྗจͱର৅จΛͨͩ DPODBU ͢Δͱɺೖྗจͷ֤୯ޠͱର৅จͷ֤ ୯ޠͷڑ཭͸௕͘ͳΔ – lNJOJNBMUJNFMBHz͕ى͖͍ͯΔ – ࠓճ͜Ε͸ௐ΂ͯͳ͍Ͱ͢ – ͨͩ͠ೖྗจΛٯॱʹ͢Δͱɺฏۉڑ཭͸มΘΒͳ͍͕ɺ࠷ॳͷ਺୯ ޠͷڑ཭͸୹͘ͳΔ – ˠ lNJOJNBMUJNFMBHz͕ݮগ – ޡࠩ఻ൖָ͕ʹͳΔ – ౰ॳ͸จͷલ൒͸ྑ͘ͳͬͯޙ൒͸ѱ͘ͳΔͱࢥͬͯͨ – શମͰਫ਼౓ྑ͘ͳͬͨ
  26. 3FMBUFEXPSL  – ͜Ε·ͰݟͨதͰ؆୯ͰޮՌతͳํ๏͸ //-.ϕʔε – 3//-BOHVBHF.PEFM 3//-. – 'FFEGPSXBSE/FVSBM/FUXPSL-BOHVBHF.PEFM

    //-. – վྑ൛ //-. – 5PQJDNPEFMͱ૊Έ߹Θͤͯਫ਼౓޲্ "VMJ FUBM – %FWMJOΒ͸্هʹ͞Βʹ৭ʑՃ͑ɺߴ͍ਫ਼౓Λ࣮ݱ – //-.Λ .5γεςϜͷσίʔμʹ૊ΈࠐΉ – σίʔμͷΞϥΠϝϯτ৘ใΛ࢖͏͜ͱͰɺೖྗจதͰ༗༻ͳ୯ޠΛΛ //-.ʹ༩͑ΔΑ͏ʹͨ͠
  27. 3FMBUFEXPSL  – ຊݚڀ͸ ,BMDICSFOOFS BOE#MVOTPN ͷख๏ʹ͍ۙ – Ұ౓ೖྗจΛϕΫτϧʹϚοϐϯάͯ͠ग़ྗจΛϚοϐϯά –

    ͨͩ͠ $//ͰϕΫτϧʹϚοϐϯάͯͨ͠ͷͰޠॱͷ৘ใΛࣦͬͨ – $IPΒ͸ -45.MJLFͳ 3//Λ࢖͕ͬͨɺ͋͘·Ͱ 4.5γεςϜ ʹ૊ΈࠐΉͨΊͩͬͨ – #BIEBOBV Β͸ $IPΒͷख๏ʹର͠ "UUFOUJPO ஫ҙػߏ Λ࢖ͬͯ ௕จʹ͓͚ΔੑೳΛվળͨ͠ – 1PVHFU"CBEJFΒ͸ $IPFUΒͷख๏ʹରͯ͠෦෼తʹ຋༁Λ͢Δ ͜ͱͰεϜʔζͳ຋༁Λੜ੒͠Α͏ͱͨ͠ – ্هख๏ʹରͯ͠΋ɺೖྗจΛٯॱʹ͢Δ͚ͩͰվળ͢ΔՄ ೳੑΛײͯ͡Δ – )FSNBOOΒ͸ FOEUPFOEͰೖྗจͱग़ྗจΛۭؒ಺ͷ࠲ ඪʹϚοϐϯά͢ΔϞσϧΛߟ͑ͨ – ͔͠͠Ϛοϐϯά͢Δ͚ͩ – ຋༁͢Δʹ͸Ұ൪͍ۙ఺Λ୳͔͢ɺSFTDPSF͢Δඞཁ͕͋ͬͨ
  28. $PODMVTJPO  – ैདྷͷ 4.5CBTFETZTUFNΛ௒͑ͨ – ೖྗจΛٯॱʹ͢Δͱਫ਼౓͕͔ͳΓྑ͘ͳͬͨ – TIPSUUFSNEFQFOEFODJFT ୹͍۠ؒͰͷґଘؔ܎

    ͕૿͑ͯɺ࠷ద Խ͕؆୯ʹͳͬͨͱࢥΘΕΔͨΊ – ͓ͦΒ͘ 3//Ͱͷྑ͘ͳΔ͜ͱ͕૝ఆ͞ΕΔ ຊߘͰ͸ࢼͯ͠ͳ͍ – -45.͸ඇৗʹ௕͍จষʹରͯ͠΋຋༁ೳྗ͕ߴ͍ – ୯७Ͱ௚઀ 4FR4FRͰ͖ΔϞσϧʹ΋ؔΘΒͣɺطଘͷ 4.5Λϕʔεͱͨ͠γεςϜΑΓྑ͔ͬͨ
  29. ͓·͚Ϟσϧͷύϥϝʔλ਺ͷٻΊํ  – 1Z5PSDI ࢖ͬͯΔͳΒ QZUPSDITVNNBSZ͕ खܰʹݟΕ͓ͯ͢͢ΊͰ͢ – ,FSBT Ͱ͋Ε͹ͨͩ

    QSJOU͢Δ͚ͩͰݟΕ·͕͢ʜ
  30. ࢀߟࢿྉ  – <>ݩ࿦จ IUUQTBSYJWPSHBCT – <>ਂ૚ֶशʹΑΔࣗવݴޠॲཧ – <>θϩ͔Β࡞Δ %FFQ-FBSOJOHᶄ

    ࣗવݴޠॲཧฤ