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ハンドメイド作品を対象としたECサイトにおける単語の出現頻度を用いた稀覯品の検出 / Dete...
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Komei Nomura
May 15, 2020
Research
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ハンドメイド作品を対象としたECサイトにおける単語の出現頻度を用いた稀覯品の検出 / Detection of Rare Works Using Term Frequency on Electronic Commerce Site for Trading Handmade Works
情報処理学会第49回インターネットと運用技術研究会での発表資料です。
Komei Nomura
May 15, 2020
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Transcript
ଜ໋(ϖύϘݚڀॴ), ࡾ༔հ(ϖύϘݚڀॴ) 2020.05.15 ୈ89ճCSECୈ49ճIOT߹ಉݚڀൃදձ ϋϯυϝΠυ࡞Λରͱͨ͠ECαΠτʹ ͓͚Δ୯ޠͷग़ݱසΛ༻͍ͨك᧵ͷݕग़
1. ݚڀͷഎܠͱత 2. ك᧵ͷݕग़ͱͦͷ՝ 3. ఏҊख๏ 4. ධՁ 5. ·ͱΊͱࠓޙͷ՝
2 ࣍
1. ݚڀͷഎܠͱత
• ϋϯυϝΠυ࡞Λѻ͏CtoCͷECαΠτͷྲྀ௨ֹ૿Ճ͍ͯ͠Δ • ϋϯυϝΠυ࡞ɺσβΠϯ੍࡞͕ख࡞ۀͰߦΘΕͨͷͰ͋ΔͨΊɺ ࡞ͷرগੑಠੑ͕ՁͷҰͱͳ͍ͬͯΔ • ӡӦऀɺرগੑಠੑ͕͋Δ͍͠࡞ʢك᧵ʣͷൃݟʹऔΓΉ • ൢചͷଅਐݕࡧੑͷ্ʹར༻ 4
ݚڀͷഎܠ
5 ك᧵ యܕతͳ࡞ ك᧵ ࡞λΠτϧ 7SJKIJFEϝϯζɹࡒɹೋͭંΓɹຊֵ ৬ਓ͕ख࡞ΓϓϨθϯτΧʔϑϨβʔ จݿֵʮຊͷࠛγϦʔζʯೋͭ ંΓࡒΞόϯΪϟϧυ࠼৭WFS ը૾
• ϋϯυϝΠυ࡞Λѻ͏ECαΠτʮminneʯʹ͓͚Δయܕతͳ࡞ͱك᧵ • ك᧵رগੑಠੑ͕͋Δ͍͠࡞
• ൢചͷଅਐ • ϋϯυϝΠυ࡞Λѻ͏ECαΠτʹɺ࡞ʹرগੑಠੑΛٻΊΔར ༻ऀ͕ଘࡏ͢Δ • ͜ͷΑ͏ͳར༻ऀʹرগੑಠੑ͕༏Εͨك᧵Λհ͢Δ͜ͱͰɺߪ ೖͷ্͕ظ͞ΕΔ • ϋϯυϝΠυ࡞ಛ༗ͷൢചଅਐͷޮՌ͕ߴ͍࡞͕ଘࡏ͢Δ
6 ك᧵ͷ༻్ᶃ
• ݕࡧੑͷ্ • ECαΠτͰ࡞ʹڞ௨͢Δಛੑຖʹྨͨ͠ΧςΰϦΛ࡞ʹઃఆ͢Δ • ΧςΰϦͷઃఆ͕దͰͳ͍߹͕͋ΔͨΊɺΧςΰϦؒҧ͍ͷ࡞Λൃ ݟ͠मਖ਼͢Δ͜ͱͰݕࡧੑͷ্͕ظͰ͖Δ • ك᧵ʹɺ࡞ू߹ʹ͓͍ͯرগੑಠੑͷ߹͍͕ߴ͗͢Δͷ͕ ͋Δ
ˠ ͜ͷΑ͏ͳ࡞ΧςΰϦؒҧ͍ͷ࡞Ͱ͋ΔՄೳੑ͕ߴ͍ 7 ك᧵ͷ༻్ᶄ
8 ݚڀͷత • ޮΑ͘ك᧵Λൃݟ͢ΔͨΊʹɺ࡞ू߹͔Βك᧵Λݕग़͠ɺݕग़ͨ͠ك ᧵Λྨ͢Δ ك᧵ શ࡞ యܕతͳ࡞ ΧςΰϦؒҧ͍ͷ࡞ ൢചଅਐͷޮՌ͕ߴ͍࡞
PS
2. ك᧵ͷݕग़ͱͦͷ՝
• ك᧵ͷൃݟʹɺ࡞ू߹ʹڞ௨͢Δಛੑ͔Βయܕతͳ࡞ΛٻΊɺ͜ΕΒ ͕࣋ͨͳ͍͍͠ಛੑ͕͋Δ࡞Λ୳͢ඞཁ͕͋Δ 10 ك᧵ͷൃݟ ك᧵ શ࡞ యܕతͳ࡞
• ك᧵ͷஅج४࡞ू߹͝ͱʹҟͳΔ • ࡞ू߹͝ͱʹڞ௨͢ΔಛੑҟͳΓɺయܕతͳ࡞ҟͳΔ 11 ك᧵ͷൃݟͷ՝ ࡞ͷछྨ͕ଟ༷Ͱ͔ͭܧଓతʹมԽ͢ΔECαΠτͰɺ࡞ू߹ʹڞ௨͢Δಛੑ ΛखಈͰݸผʹٻΊͣك᧵Λݕग़͍ͨ͠
• ར༻ऀͷධՁʢߪೖཤྺͳͲʣΛ༻͍Δҙ֎ੑΛॏࢹͨ͠ਪનख๏ • ະͷใҙ֎ͳใΛఏڙ͢Δ͜ͱʹΑΔར༻ऀͷຬͷ্͕త • ར༻ऀ͕ݟͨ͜ͱͳ͍࡞Λఏࣔ͢Δ͜ͱ͕ҙ֎ੑͷ݅ͱͯ͠ॏཁ • ك᧵࡞ू߹ͷయܕతͳ࡞ʹൺ͕গͳ͘ɺଟ͘ͷਓ͕ʹ͍ͯ͠ͳ ͍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).
• ར༻ऀͷධՁ͕ͳ͍࡞ݕग़ͷର֎ • ϋϯυϝΠυ࡞Λѻ͏CtoCͷECαΠτʹʑ৽͍͠࡞͕Ճ͞Εɺ͜ ΕΒͷ࡞ʹར༻ऀͷධՁ͕ͳ͍ظ͕ؒ͋Δ • ӡӦऀൢചଅਐݕࡧੑͷ্ʹͭͳ͕Δ࡞ΛޮΑ͘ଟ͘ൃݟ͍ͨ͠ 13 ك᧵ݕग़ͷؔ࿈ݚڀᶃͷ՝ ར༻ऀͷධՁ͕ͳ͍࡞Λݕग़ରʹؚΊΔ͜ͱ͕·͍͠
• ߘܕͷྉཧͷϨγϐαΠτ͔Β͍͠ϨγϐΛநग़͢Δख๏ • ͋Δྉཧʹ͋·Γར༻͞Εͳ͍͕ɺͦͷଞͷྉཧͰසൟʹར༻͞ΕΔ৯ࡐ ΛٻΊʢTF-IDFΛԠ༻ʣɺ͜ͷ৯ࡐ͔Β͍͠ϨγϐΛநग़͢Δ • ྉཧΛ࡞ू߹ɺϨγϐΛ࡞ͱଊ͑Δ͜ͱͰك᧵ͷݕग़ʹԠ༻Մೳ • ར༻ऀͷධՁඞཁͳ͍͕ɺݕग़ͨ͠ك᧵Λ༻్ผʹྨ͢Δ͜ͱ͕Ͱ͖ͳ͍ 14
ك᧵ݕग़ͷؔ࿈ݚڀᶄͱͦͷ՝ ຊݚڀͰɺك᧵Λ༻్ผʹྨ͢Δج४ඞཁ ৲ګհ, ਗ਼༤Ұ, தത೭, ాݪ߁೭, େਢլত: ҙ֎ੑͷ͋ΔϨγϐΛਪન͢ΔΤʔδΣϯτͷఏҊ, ిࢠใ௨৴ֶձจࢽ D, Vol. 98, No. 6, pp. 971–981 (2015).
3. ఏҊख๏
1. ࡞ू߹ʹΑͬͯڞ௨͢Δಛੑ͕ҟͳΓك᧵ͷஅج४ҟͳΔ ɹˠ ࡞ू߹ʹڞ௨͢ΔಛੑΛखಈͰݸผʹٻΊͳ͍΄͏͕·͍͠ 2. ར༻ऀͷධՁ͕ͳ͍࡞ݕग़ର֎ ɹˠ ΑΓଟ͘ͷك᧵Λݕग़͢ΔͨΊʹɺະධՁͷ࡞ݕग़ରͱ͢Δ 3. ك᧵Λ༻్ผʹྨ͢Δج४͕ͳ͍
ɹˠ ك᧵Λ༻్ผʹྨ͢Δج४Λݟग़͢ 16 ՝ͷཧ
• ࡞ू߹ʹ͓͚Δ࡞λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱසΛईʹઃఆ͠ɺ͜ ͷई͕૬ରతʹ͍࡞Λك᧵ͱͯ͠ݕग़ • ࡞λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱසͷඪ४ภࠩΛ༻͍ͯك᧵Λ༻్ผʹ ྨ 17 ఏҊख๏ ୯ޠͷग़ݱස ͷࢉग़
࡞ू߹ ك᧵ͷݕग़ ك᧵ͷྨ ൢചଅਐͷޮՌ͕ߴ͍࡞ ΧςΰϦؒҧ͍ͷ࡞ ར༻ऀͷධՁʹґଘ͠ͳ͍ ࡞ू߹ʹڞ௨͢ΔಛੑΛࣗಈͰٻΊΔ ྨج४Λઃఆ
• ࡞λΠτϧʹରͯ͠ܗଶૉղੳΛద༻͠୯ޠΛநग़ • ୯ޠͷग़ݱසͷ͞Λද͢ͱͯ͠ɺTF-IDFʹ͓͚ΔIDFΛར༻ • IDFશจॻͷ͏ͪɺ͋Δ୯ޠؚ͕·ΕΔจॻͷٯ • ࡞λΠτϧΛจॻͱͯ͠ద༻ 18 ࡞λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱසͷࢉग़
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• ࡞ͷλΠτϧʹؚ·ΕΔ୯ޠͷIDFͷ্ҐN݅ͷ߹ܭΛ࡞ͷධՁͱͯ͠ ܭࢉ͠ɺධՁ͕ߴ͍࡞Λك᧵ͱͯ͠ݕग़ • N࡞͕ͭ୯ޠʹؔͳ͘࡞ͷධՁΛٻΊΔͨΊʹઃఆ • ୯ޠ͕Nະຬͷ࡞ݕग़ͷର֎ 19 ك᧵ͷݕग़ E(w)
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sha1_base64="8dIX0Eax1UJwqRIcZNi8XiQN45M=">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</latexit> <latexit sha1_base64="8dIX0Eax1UJwqRIcZNi8XiQN45M=">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</latexit> <latexit sha1_base64="8dIX0Eax1UJwqRIcZNi8XiQN45M=">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</latexit> TOP(Tw, N) <latexit sha1_base64="mbfE8LYMONMCxjPEgGw4/DBjtUg=">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</latexit> <latexit sha1_base64="mbfE8LYMONMCxjPEgGw4/DBjtUg=">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</latexit> <latexit sha1_base64="mbfE8LYMONMCxjPEgGw4/DBjtUg=">AAACdXichVHLLgRBFD3T3uPV2EhEMjFMSGTcFgmxEjZWDDODBJl0t0JHv9LdM8LED/gBCzYkiPgMGz9g4RPEciQ2Fu70dCJMcCtVderUPbdOVWmuafgB0XNMamhsam5pbYu3d3R2dcs9vWu+U/R0kdcd0/E2NNUXpmGLfGAEpthwPaFaminWtYOF6v56SXi+4di54MgV25a6Zxu7hq4GTBVkubzlWYnccuZkNFc4HF8aK8hJSlMYiXqgRCCJKDKOfIst7MCBjiIsCNgIGJtQ4XPbhAKCy9w2ysx5jIxwX+AEcdYWOUtwhsrsAY97vNqMWJvX1Zp+qNb5FJO7x8oERuiJ7qhCj3RPL/Txa61yWKPq5YhnraYVbqH7tD/7/q/K4jnA/pfqT88BdjETejXYuxsy1VvoNX3p+KySnV0dKafoil7Z/yU90wPfwC696dcrYvUccf4A5edz14O1ybRCaWVlKjk3H31FKwYwhFF+72nMYREZ5PncEi5wjZvYuzQoDUupWqoUizR9+BbSxCdf8Y+C</latexit> <latexit sha1_base64="mbfE8LYMONMCxjPEgGw4/DBjtUg=">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</latexit>
• ࡞λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷͷҧ͍ʹண • ൢചଅਐͷޮՌ͕ߴ͍࡞ɺ࡞λΠτϧʹIDF͕ߴ͍୯ޠΛؚΈͭͭɺ IDF͕͍୯ޠؚΜͰ͍Δ • ΧςΰϦؒҧ͍ͷ࡞ʢݕࡧੑͷ্ʹར༻ʣɺ࡞λΠτϧͷຆͲͷ ୯ޠͷIDF͕ߴ͍ 20 ك᧵ͷྨ
࡞λΠτϧʹؚ·ΕΔ୯ޠͷ*%'ͷඪ४ภ͕ࠩେ͖͍ͷΛ ൢചଅਐͷޮՌ͕ߴ͍࡞ͱͯ͠ݕग़
21 ඪ४ภࠩͷҧ͍ͷྫ ࡒͷ࡞ू߹ʹ͓͚ΔΧςΰϦؒҧ͍ͷ࡞ λΠτϧ ʲड੍࡞ʳύϥϑΟϯൕͷࢴାόοάੜΓ ୯ޠ ड ੍࡞ ύϥϑΟϯ ൕ
ࢴା όοά ੜΓ *%' λΠτϧ ʰίɾνϟοϐʔʱɹϨΠχʔϑϩοάɹ͔͑ΔϛχΥϨοτɹϛχࡒ ୯ޠ ίɾνϟοϐʔ ϨΠχʔϑϩοά ϛχ ΥϨοτ ࡒ *%' ࡒͷ࡞ू߹ʹ͓͚ΔൢചଅਐͷޮՌ͕ߴ͍࡞ ඪ४ภࠩ ඪ४ภࠩ
4. ධՁ
• ك᧵ͱ୯ޠͷग़ݱසͷؔੑ • ࡞ͷධՁͷ্Ґʹك᧵͕Ґஔ͚ͮΒΕΔ͜ͱΛ֬ೝ • ك᧵ͷ༻్ผͷྨ • ࡞λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷඪ४ภࠩʹΑͬͯɺك᧵Λ༻్ผʹ ྨͰ͖Δ͜ͱΛ֬ೝ 23
ධՁ߲
• minne ͔Βநग़ͨ͠࡞ू߹ʹରͯ͠ఏҊख๏Λద༻͠2ͭͷௐࠪΛ࣮ࢪ • ࡞ू߹ɿ6909݅ʢࡒΧςΰϦɿ6904݅ɺόοάΧςΰϦɿ5݅ʣ • ൢചଅਐͷޮՌ͕ߴ͍࡞ͷྫͱͯ͠ɺminneͷӡӦऀ͕खಈͰൃݟͯ͠ αΠτ্Ͱհ͍ͯ͠Δ࡞Λ5݅ΛؚΉ • ΧςΰϦؒҧ͍ͷ࡞ͷྫͱͯ͠ɺόοάΧςΰϦͷ࡞Λ5݅ΛؚΉ
• ͜ΕΒ10݅Λك᧵ͷྫʹઃఆ 24 ك᧵ͱ୯ޠͷग़ݱසͷؔੑ NJOOF(.0ϖύϘגࣜձ͕ࣾӡӦ͢ΔϋϯυϝΠυ࡞Λѻ͏&$αΠτ
25 ௐࠪ1ɿධՁʹ͓͚Δك᧵ͷྫͷ • ฏۉ͔Β࠷େʹ͔͚ͯك᧵ͷྫ͕ • ك᧵ͷྫ͕ൺֱతߴ͍ධՁ • ฏۉۙʹك᧵ • 1୯ޠͷΈ͕͍͠୯ޠͰɺͦͷଞසൟ
ʹར༻͞ΕΔ୯ޠͰߏ͞ΕΔ࡞ ఏҊख๏ʹΑͬͯٻΊͨධՁʹ͓͍ͯك᧵ͷྫ͕͢ΔҐஔΛ֬ೝ
• ධՁͷ্Ґͷ΄͏͕ك᧵ͱஅͰ͖Δ࡞͕ଟ͍ 26 ௐࠪ2ɿධՁͷ্ҐͱԼҐͷك᧵ͷׂ߹ͷൺֱ ্Ґ ԼҐ ൢചଅਐͷޮՌ͕ߴ͍࡞
ΧςΰϦؒҧ͍ͷ࡞ ك᧵ʢখܭʣ ධՁͷ্ҐͱԼҐͷ࡞ΛࢹͰ50݅ͣͭ֬ೝ͠ɺؚ·ΕΔك᧵ͷׂ߹ΛٻΊͨ
• σʔληοτك᧵ͱ୯ޠͷग़ݱසͷؔੑͷධՁͰར༻ͨ͠ͷͱಉ༷ • σʔληοτʹఏҊख๏Λద༻͠ɺ࡞λΠτϧʹؚ·ΕΔ୯ޠͷIDFͷඪ४ ภࠩΛٻΊɺك᧵ͷྫͷΛ֬ೝ 27 ك᧵ͷ༻్ผͷྨ
28 ඪ४ภࠩʹ͓͚Δك᧵ͷྫͷ • ൢചଅਐͷޮՌ͕ߴ͍࡞ͱΧςΰϦؒҧ͍ ͷ࡞ͷ͕͢Δ͕͋Δ • ্ҐʹൢചଅਐͷޮՌ͕ߴ͍࡞͕ ɹˠ ਪનʹར༻Մೳͱߟ͑ΒΕΔ
5. ·ͱΊͱࠓޙͷ՝
• ࡞ू߹ʹ͓͍ͯ࡞λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱසΛईͱͯ͠ɺ͜ͷ ई͕૬ରతʹ͍࡞Λك᧵ͱͯ͠ݕग़͠ɺك᧵Λ༻్ผʹྨ͢Δख ๏ΛఏҊ • ఏҊख๏ʹΑͬͯٻΊͨධՁͷ্Ґʹك᧵͕ଟؚ͘·ΕΔ͜ͱΛ֬ೝ • ࡞λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱසͷඪ४ภࠩʹ͓͍ͯɺൢചଅਐͷޮՌ ͕ߴ͍࡞ͱΧςΰϦؒҧ͍ͷ࡞͕͢ΔΛ֬ೝ 30
·ͱΊ
• ࡞ͷධՁͷܭࢉʹඪ४ภࠩΛΈࠐΉ͜ͱͰɺൢചଅਐͷޮՌ͕ߴ͍࡞ ͷݕग़ਫ਼Λ্ • ࣮ڥʹ͓͍ͯɺൢചଅਐͷޮՌ͕ߴ͍࡞Λਪનʹར༻ͨ͠߹ͷޮՌΛධ Ձ 31 ࠓޙͷ՝
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