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໺ଜ޸໋(ϖύϘݚڀॴ), ࡾ୐༔հ(ϖύϘݚڀॴ) 2020.05.15 ୈ89ճCSECୈ49ճIOT߹ಉݚڀൃදձ ϋϯυϝΠυ࡞඼Λର৅ͱͨ͠ECαΠτʹ ͓͚Δ୯ޠͷग़ݱස౓Λ༻͍ͨك᧵඼ͷݕग़

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1. ݚڀͷഎܠͱ໨త 2. ك᧵඼ͷݕग़ͱͦͷ՝୊ 3. ఏҊख๏ 4. ධՁ 5. ·ͱΊͱࠓޙͷ՝୊ 2 ໨࣍

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1. ݚڀͷഎܠͱ໨త

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• ϋϯυϝΠυ࡞඼Λѻ͏CtoCͷECαΠτͷྲྀ௨ֹ͸૿Ճ͍ͯ͠Δ • ϋϯυϝΠυ࡞඼͸ɺσβΠϯ΍੍࡞͕ख࡞ۀͰߦΘΕͨ΋ͷͰ͋ΔͨΊɺ
 ࡞඼ͷرগੑ΍ಠ૑ੑ͕Ձ஋ͷҰ୺ͱͳ͍ͬͯΔ • ӡӦऀ͸ɺرগੑ΍ಠ૑ੑ͕͋Δ௝͍͠࡞඼ʢك᧵඼ʣͷൃݟʹऔΓ૊Ή • ൢചͷଅਐ΍ݕࡧੑͷ޲্ʹར༻ 4 ݚڀͷഎܠ

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5 ك᧵඼ యܕతͳ࡞඼ ك᧵඼ ࡞඼λΠτϧ 7SJKIJFEϝϯζɹࡒ෍ɹೋͭંΓɹຊֵ ৬ਓ͕ख࡞ΓϓϨθϯτΧʔϑϨβʔ จݿֵʮ೔ຊͷࠛ஬γϦʔζʯೋͭ ંΓࡒ෍ΞόϯΪϟϧυ࠼৭WFS ը૾ • ϋϯυϝΠυ࡞඼Λѻ͏ECαΠτʮminneʯʹ͓͚Δయܕతͳ࡞඼ͱك᧵඼ • ك᧵඼͸رগੑ΍ಠ૑ੑ͕͋Δ௝͍͠࡞඼

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• ൢചͷଅਐ • ϋϯυϝΠυ࡞඼Λѻ͏ECαΠτʹ͸ɺ࡞඼ʹرগੑ΍ಠ૑ੑΛٻΊΔར ༻ऀ͕ଘࡏ͢Δ • ͜ͷΑ͏ͳར༻ऀʹرগੑ΍ಠ૑ੑ͕༏Εͨك᧵඼Λ঺հ͢Δ͜ͱͰɺߪ ೖ཰ͷ޲্͕ظ଴͞ΕΔ • ϋϯυϝΠυ࡞඼ಛ༗ͷൢചଅਐͷޮՌ͕ߴ͍࡞඼͕ଘࡏ͢Δ 6 ك᧵඼ͷ༻్ᶃ

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• ݕࡧੑͷ޲্ • ECαΠτͰ͸࡞඼ʹڞ௨͢Δಛੑຖʹ෼ྨͨ͠ΧςΰϦΛ࡞඼ʹઃఆ͢Δ • ΧςΰϦͷઃఆ͕ద੾Ͱͳ͍৔߹͕͋ΔͨΊɺΧςΰϦؒҧ͍ͷ࡞඼Λൃ ݟ͠मਖ਼͢Δ͜ͱͰݕࡧੑͷ޲্͕ظ଴Ͱ͖Δ • ك᧵඼ʹ͸ɺ࡞඼ू߹ʹ͓͍ͯرগੑ΍ಠ૑ੑͷ౓߹͍͕ߴ͗͢Δ΋ͷ͕ ͋Δ
 ˠ ͜ͷΑ͏ͳ࡞඼͸ΧςΰϦؒҧ͍ͷ࡞඼Ͱ͋ΔՄೳੑ͕ߴ͍ 7 ك᧵඼ͷ༻్ᶄ

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8 ݚڀͷ໨త • ޮ཰Α͘ك᧵඼Λൃݟ͢ΔͨΊʹɺ࡞඼ू߹͔Βك᧵඼Λݕग़͠ɺݕग़ͨ͠ك ᧵඼Λ෼ྨ͢Δ ك᧵඼ શ࡞඼ యܕతͳ࡞඼ ΧςΰϦؒҧ͍ͷ࡞඼ ൢചଅਐͷޮՌ͕ߴ͍࡞඼ PS

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2. ك᧵඼ͷݕग़ͱͦͷ՝୊

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• ك᧵඼ͷൃݟʹ͸ɺ࡞඼ू߹ʹڞ௨͢Δಛੑ͔Βయܕతͳ࡞඼ΛٻΊɺ͜ΕΒ ͕࣋ͨͳ͍௝͍͠ಛੑ͕͋Δ࡞඼Λ୳͢ඞཁ͕͋Δ 10 ك᧵඼ͷൃݟ ك᧵඼ શ࡞඼ యܕతͳ࡞඼

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• ك᧵඼ͷ൑அج४͸࡞඼ू߹͝ͱʹҟͳΔ • ࡞඼ू߹͝ͱʹڞ௨͢Δಛੑ͸ҟͳΓɺయܕతͳ࡞඼΋ҟͳΔ 11 ك᧵඼ͷൃݟͷ՝୊ ࡞඼ͷछྨ͕ଟ༷Ͱ͔ͭܧଓతʹมԽ͢ΔECαΠτͰ͸ɺ࡞඼ू߹ʹڞ௨͢Δಛੑ ΛखಈͰݸผʹٻΊͣك᧵඼Λݕग़͍ͨ͠

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• ར༻ऀͷධՁʢߪೖཤྺͳͲʣΛ༻͍Δҙ֎ੑΛॏࢹͨ͠ਪનख๏ • ະ஌ͷ৘ใ΍ҙ֎ͳ৘ใΛఏڙ͢Δ͜ͱʹΑΔར༻ऀͷຬ଍౓ͷ޲্͕໨త • ར༻ऀ͕ݟͨ͜ͱͳ͍࡞඼Λఏࣔ͢Δ͜ͱ͕ҙ֎ੑͷ৚݅ͱͯ͠ॏཁ • ك᧵඼͸࡞඼ू߹ͷయܕతͳ࡞඼ʹൺ΂਺͕গͳ͘ɺଟ͘ͷਓ͕໨ʹ͍ͯ͠ͳ ͍Մೳੑ͕ߴ͍ 12 ك᧵඼ݕग़ͷؔ࿈ݚڀᶃ ҙ֎ੑΛॏࢹͨ͠ਪનख๏ʹΑͬͯɺ࡞඼ू߹ʹڞ௨͢ΔಛੑΛखಈͰݸผʹ ٻΊͣك᧵඼Λݕग़Ͱ͖Δ Kotkov, D., Wang, S. and Veijalainen, J.: A survey of serendipity in recommender systems, Knowledge-Based Systems, Vol. 111, pp. 180–192 (2016).

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• ར༻ऀͷධՁ͕ͳ͍࡞඼͸ݕग़ͷର৅֎ • ϋϯυϝΠυ࡞඼Λѻ͏CtoCͷECαΠτʹ͸೔ʑ৽͍͠࡞඼͕௥Ճ͞Εɺ͜ ΕΒͷ࡞඼ʹ͸ར༻ऀͷධՁ͕ͳ͍ظ͕ؒ͋Δ • ӡӦऀ͸ൢചଅਐ΍ݕࡧੑͷ޲্ʹͭͳ͕Δ࡞඼Λޮ཰Α͘ଟ͘ൃݟ͍ͨ͠ 13 ك᧵඼ݕग़ͷؔ࿈ݚڀᶃͷ՝୊ ར༻ऀͷධՁ͕ͳ͍࡞඼Λݕग़ର৅ʹؚΊΔ͜ͱ͕๬·͍͠

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• ౤ߘܕͷྉཧͷϨγϐαΠτ͔Β௝͍͠ϨγϐΛநग़͢Δख๏ • ͋Δྉཧʹ͸͋·Γར༻͞Εͳ͍͕ɺͦͷଞͷྉཧͰ͸සൟʹར༻͞ΕΔ৯ࡐ ΛٻΊʢTF-IDFΛԠ༻ʣɺ͜ͷ৯ࡐ͔Β௝͍͠ϨγϐΛநग़͢Δ • ྉཧΛ࡞඼ू߹ɺϨγϐΛ࡞඼ͱଊ͑Δ͜ͱͰك᧵඼ͷݕग़ʹԠ༻Մೳ • ར༻ऀͷධՁ͸ඞཁͳ͍͕ɺݕग़ͨ͠ك᧵඼Λ༻్ผʹ෼ྨ͢Δ͜ͱ͕Ͱ͖ͳ͍ 14 ك᧵඼ݕग़ͷؔ࿈ݚڀᶄͱͦͷ՝୊ ຊݚڀͰ͸ɺك᧵඼Λ༻్ผʹ෼ྨ͢Δج४΋ඞཁ ஑৲ګհ, ਗ਼༤Ұ, த઒ത೭, ాݪ߁೭, େਢլত඙: ҙ֎ੑͷ͋ΔϨγϐΛਪન͢ΔΤʔδΣϯτͷఏҊ, ిࢠ৘ใ௨৴ֶձ࿦จࢽ D, Vol. 98, No. 6, pp. 971–981 (2015).

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3. ఏҊख๏

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1. ࡞඼ू߹ʹΑͬͯڞ௨͢Δಛੑ͕ҟͳΓك᧵඼ͷ൑அج४΋ҟͳΔ ɹˠ ࡞඼ू߹ʹڞ௨͢ΔಛੑΛखಈͰݸผʹٻΊͳ͍΄͏͕๬·͍͠ 2. ར༻ऀͷධՁ͕ͳ͍࡞඼͸ݕग़ର৅֎ ɹˠ ΑΓଟ͘ͷك᧵඼Λݕग़͢ΔͨΊʹɺະධՁͷ࡞඼΋ݕग़ର৅ͱ͢Δ 3. ك᧵඼Λ༻్ผʹ෼ྨ͢Δج४͕ͳ͍ ɹˠ ك᧵඼Λ༻్ผʹ෼ྨ͢Δج४Λݟग़͢ 16 ՝୊ͷ੔ཧ

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• ࡞඼ू߹ʹ͓͚Δ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓Λई౓ʹઃఆ͠ɺ͜ ͷई౓͕૬ରతʹ௿͍࡞඼Λك᧵඼ͱͯ͠ݕग़ • ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓ͷඪ४ภࠩΛ༻͍ͯك᧵඼Λ༻్ผʹ ෼ྨ 17 ఏҊख๏ ୯ޠͷग़ݱස౓ ͷࢉग़ ࡞඼ू߹ ك᧵඼ͷݕग़ ك᧵඼ͷ෼ྨ ൢചଅਐͷޮՌ͕ߴ͍࡞඼ ΧςΰϦؒҧ͍ͷ࡞඼ ར༻ऀͷධՁʹґଘ͠ͳ͍ ࡞඼ू߹ʹڞ௨͢ΔಛੑΛࣗಈͰٻΊΔ ෼ྨج४Λઃఆ

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• ࡞඼λΠτϧʹରͯ͠ܗଶૉղੳΛద༻͠୯ޠΛநग़ • ୯ޠͷग़ݱස౓ͷ௿͞Λද͢஋ͱͯ͠ɺTF-IDFʹ͓͚ΔIDFΛར༻ • IDF͸શจॻͷ͏ͪɺ͋Δ୯ޠؚ͕·ΕΔจॻ਺ͷٯ਺ • ࡞඼λΠτϧΛจॻͱͯ͠ద༻ 18 ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓ͷࢉग़ Ndoc AAACanichVHLSsNAFD2N7/qqdaO4EWvFVbkRQXFVdONK+rBWqKUkcdRgmoQkLWjwB9y5EnSlICJ+hht/wIWfILpTcOPCmzQgWtQ7zMyZM/fcOTOj2obuekSPMamjs6u7p7cv3j8wODScGEluuFbD0URJswzL2VQVVxi6KUqe7hli03aEUlcNUVb3V4L9clM4rm6Z696BLap1ZdfUd3RN8Zgqr9X8bUs7qiVSlKEwJtuBHIEUoshZiWtsYRsWNDRQh4AJj7EBBS63CmQQbOaq8JlzGOnhvsAR4qxtcJbgDIXZfR53eVWJWJPXQU03VGt8isHdYeUk0vRAN/RK93RLT/Txay0/rBF4OeBZbWmFXRs+Hiu+/6uq8+xh70v1p2cPO1gMvers3Q6Z4BZaS988PH0tLhXS/gxd0jP7v6BHuuMbmM037SovCueI8wfIP5+7HWzMZWTKyPn5VHY5+opeTGAKs/zeC8hiFTmUQncnOMN57EVKSuPSRCtVikWaUXwLafoTpQyMlw== 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AAACanichVHLSsNAFD2N7/qqdaO4EWvFVbkRQXFVdONK+rBWqKUkcdRgmoQkLWjwB9y5EnSlICJ+hht/wIWfILpTcOPCmzQgWtQ7zMyZM/fcOTOj2obuekSPMamjs6u7p7cv3j8wODScGEluuFbD0URJswzL2VQVVxi6KUqe7hli03aEUlcNUVb3V4L9clM4rm6Z696BLap1ZdfUd3RN8Zgqr9X8bUs7qiVSlKEwJtuBHIEUoshZiWtsYRsWNDRQh4AJj7EBBS63CmQQbOaq8JlzGOnhvsAR4qxtcJbgDIXZfR53eVWJWJPXQU03VGt8isHdYeUk0vRAN/RK93RLT/Txay0/rBF4OeBZbWmFXRs+Hiu+/6uq8+xh70v1p2cPO1gMvers3Q6Z4BZaS988PH0tLhXS/gxd0jP7v6BHuuMbmM037SovCueI8wfIP5+7HWzMZWTKyPn5VHY5+opeTGAKs/zeC8hiFTmUQncnOMN57EVKSuPSRCtVikWaUXwLafoTpQyMlw== ɿશจॻ਺ df(t) 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 AAACZHichVHLSsNAFD2Nr1qrrYogCCIWxVW5EUFxVXTj0rZWhVpKEkcNTZOQTAu1+AO6VVy4UhARP8ONP+DCHxDEpYIbF96mAVFR7zAzZ87cc+fMjO5api+JHiJKR2dXd0+0N9YX7x9IJAeH1n2n5hmiYDiW423qmi8s0xYFaUpLbLqe0Kq6JTb0ynJrf6MuPN907DXZcEWpqu3a5o5paJKprCwnU5SmICZ+AjUEKYSx6iSvsIVtODBQQxUCNiRjCxp8bkWoILjMldBkzmNkBvsCB4ixtsZZgjM0Zis87vKqGLI2r1s1/UBt8CkWd4+VE5iie7qmF7qjG3qi919rNYMaLS8NnvW2VrjlxOFo/u1fVZVnib1P1Z+eJXawEHg12bsbMK1bGG19ff/0Jb+Ym2pO0wU9s/9zeqBbvoFdfzUusyJ3hhh/gPr9uX+C9dm0Smk1O5fKLIVfEcUYJjHD7z2PDFawigKfK3CEY5xEHpW4MqyMtFOVSKgZxpdQxj8A7kyJ9A== 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 IDF(t) = log Ndoc df(t) 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Slide 19

Slide 19 text

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 E(w) = X ti 2TOP(Tw,N) IDF(ti) 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Slide 20

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• ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷ܏޲ͷҧ͍ʹண໨ • ൢചଅਐͷޮՌ͕ߴ͍࡞඼͸ɺ࡞඼λΠτϧʹIDF͕ߴ͍୯ޠΛؚΈͭͭɺ IDF͕௿͍୯ޠ΋ؚΜͰ͍Δ • ΧςΰϦؒҧ͍ͷ࡞඼ʢݕࡧੑͷ޲্ʹར༻ʣ͸ɺ࡞඼λΠτϧͷຆͲͷ ୯ޠͷIDF͕ߴ͍ 20 ك᧵඼ͷ෼ྨ ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷ*%'ͷඪ४ภ͕ࠩେ͖͍΋ͷΛ ൢചଅਐͷޮՌ͕ߴ͍࡞඼ͱͯ͠ݕग़

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21 ඪ४ภࠩͷҧ͍ͷྫ ࡒ෍ͷ࡞඼ू߹ʹ͓͚ΔΧςΰϦؒҧ͍ͷ࡞඼ λΠτϧ ʲड஫੍࡞ʳύϥϑΟϯൕ෍ͷࢴାόοάੜ੒Γ ୯ޠ ड஫ ੍࡞ ύϥϑΟϯ ൕ෍ ࢴା όοά ੜ੒Γ *%' λΠτϧ ʰίɾνϟοϐʔʱɹϨΠχʔϑϩοάɹ͔͑Δϛχ΢ΥϨοτɹϛχࡒ෍ ୯ޠ ίɾνϟοϐʔ ϨΠχʔϑϩοά ϛχ ΢ΥϨοτ ࡒ෍ *%' ࡒ෍ͷ࡞඼ू߹ʹ͓͚ΔൢചଅਐͷޮՌ͕ߴ͍࡞඼ ඪ४ภࠩ ඪ४ภࠩ

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4. ධՁ

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• ك᧵඼ͱ୯ޠͷग़ݱස౓ͷؔ܎ੑ • ࡞඼ͷධՁ஋ͷ্Ґʹك᧵඼͕Ґஔ͚ͮΒΕΔ͜ͱΛ֬ೝ • ك᧵඼ͷ༻్ผͷ෼ྨ • ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷඪ४ภࠩʹΑͬͯɺك᧵඼Λ༻్ผʹ ෼ྨͰ͖Δ͜ͱΛ֬ೝ 23 ධՁ߲໨

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• minne ͔Βநग़ͨ͠࡞඼ू߹ʹରͯ͠ఏҊख๏Λద༻͠2ͭͷௐࠪΛ࣮ࢪ • ࡞඼ू߹ɿ6909݅ʢࡒ෍ΧςΰϦɿ6904݅ɺόοάΧςΰϦɿ5݅ʣ • ൢചଅਐͷޮՌ͕ߴ͍࡞඼ͷྫͱͯ͠ɺminneͷӡӦऀ͕खಈͰൃݟͯ͠
 αΠτ্Ͱ঺հ͍ͯ͠Δ࡞඼Λ5݅ΛؚΉ • ΧςΰϦؒҧ͍ͷ࡞඼ͷྫͱͯ͠ɺόοάΧςΰϦͷ࡞඼Λ5݅ΛؚΉ • ͜ΕΒ10݅Λك᧵඼ͷྫʹઃఆ 24 ك᧵඼ͱ୯ޠͷग़ݱස౓ͷؔ܎ੑ NJOOF͸(.0ϖύϘגࣜձ͕ࣾӡӦ͢ΔϋϯυϝΠυ࡞඼Λѻ͏&$αΠτ

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25 ௐࠪ1ɿධՁ஋ʹ͓͚Δك᧵඼ͷྫͷ෼෍ • ฏۉ஋͔Β࠷େ஋ʹ͔͚ͯك᧵඼ͷྫ͕෼෍ • ك᧵඼ͷྫ͕ൺֱతߴ͍ධՁ஋ • ฏۉ஋෇ۙʹك᧵඼ • 1୯ޠͷΈ͕௝͍͠୯ޠͰɺͦͷଞ͸සൟ ʹར༻͞ΕΔ୯ޠͰߏ੒͞ΕΔ࡞඼ ఏҊख๏ʹΑͬͯٻΊͨධՁ஋ʹ͓͍ͯك᧵඼ͷྫ͕෼෍͢ΔҐஔΛ֬ೝ

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• ධՁ஋ͷ্Ґͷ΄͏͕ك᧵඼ͱ൑அͰ͖Δ࡞඼͕ଟ͍ 26 ௐࠪ2ɿධՁ஋ͷ্ҐͱԼҐͷك᧵඼ͷׂ߹ͷൺֱ ্Ґ ԼҐ ൢചଅਐͷޮՌ͕ߴ͍࡞඼ ΧςΰϦؒҧ͍ͷ࡞඼ ك᧵඼ʢখܭʣ ධՁ஋ͷ্ҐͱԼҐͷ࡞඼Λ໨ࢹͰ50݅ͣͭ֬ೝ͠ɺؚ·ΕΔك᧵඼ͷׂ߹ΛٻΊͨ

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• σʔληοτ͸ك᧵඼ͱ୯ޠͷग़ݱස౓ͷؔ܎ੑͷධՁͰར༻ͨ͠΋ͷͱಉ༷ • σʔληοτʹఏҊख๏Λద༻͠ɺ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷඪ४ ภࠩΛٻΊɺك᧵඼ͷྫͷ෼෍Λ֬ೝ 27 ك᧵඼ͷ༻్ผͷ෼ྨ

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28 ඪ४ภࠩʹ͓͚Δك᧵඼ͷྫͷ෼෍ • ൢചଅਐͷޮՌ͕ߴ͍࡞඼ͱΧςΰϦؒҧ͍ ͷ࡞඼ͷ෼෍͕෼཭͢Δ܏޲͕͋Δ • ্ҐʹൢചଅਐͷޮՌ͕ߴ͍࡞඼͕෼෍ ɹˠ ਪનʹར༻Մೳͱߟ͑ΒΕΔ

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5. ·ͱΊͱࠓޙͷ՝୊

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• ࡞඼ू߹ʹ͓͍ͯ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓Λई౓ͱͯ͠ɺ͜ͷ ई౓͕૬ରతʹ௿͍࡞඼Λك᧵඼ͱͯ͠ݕग़͠ɺك᧵඼Λ༻్ผʹ෼ྨ͢Δख ๏ΛఏҊ • ఏҊख๏ʹΑͬͯٻΊͨධՁ஋ͷ্Ґʹك᧵඼͕ଟؚ͘·ΕΔ͜ͱΛ֬ೝ • ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓ͷඪ४ภࠩʹ͓͍ͯɺൢചଅਐͷޮՌ ͕ߴ͍࡞඼ͱΧςΰϦؒҧ͍ͷ࡞඼͕෼཭͢Δ܏޲Λ֬ೝ 30 ·ͱΊ

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• ࡞඼ͷධՁ஋ͷܭࢉʹඪ४ภࠩΛ૊ΈࠐΉ͜ͱͰɺൢചଅਐͷޮՌ͕ߴ͍࡞඼ ͷݕग़ਫ਼౓Λ޲্ • ࣮؀ڥʹ͓͍ͯɺൢചଅਐͷޮՌ͕ߴ͍࡞඼Λਪનʹར༻ͨ͠৔߹ͷޮՌΛධ Ձ 31 ࠓޙͷ՝୊