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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

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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  1. • 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).
  2. • ౤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).
  3. • ࡞඼ू߹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
  4. • ࡞඼λΠτϧʹରͯ͠ܗଶૉղੳΛద༻͠୯ޠΛநग़ • ୯ޠͷग़ݱස౓ͷ௿͞Λද͢஋ͱͯ͠ɺTF-IDFʹ͓͚ΔIDFΛར༻ • IDF͸શจॻͷ͏ͪɺ͋Δ୯ޠؚ͕·ΕΔจॻ਺ͷٯ਺ • ࡞඼λΠτϧΛจॻͱͯ͠ద༻ 18 ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓ͷࢉग़

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  5. • ࡞඼ͷλΠτϧʹؚ·ΕΔ୯ޠͷIDFͷ্ҐN݅ͷ߹ܭΛ࡞඼ͷධՁ஋ͱͯ͠ ܭࢉ͠ɺධՁ஋͕ߴ͍࡞඼Λك᧵඼ͱͯ͠ݕग़ • N͸࡞඼͕΋ͭ୯ޠ਺ʹؔ܎ͳ͘࡞඼ͷධՁ஋ΛٻΊΔͨΊʹઃఆ • ୯ޠ਺͕Nະຬͷ࡞඼͸ݕग़ͷର৅֎ 19 ك᧵඼ͷݕग़ E(w)

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  6. 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
  7. • ධՁ஋ͷ্Ґͷ΄͏͕ك᧵඼ͱ൑அͰ͖Δ࡞඼͕ଟ͍ 26 ௐࠪ2ɿධՁ஋ͷ্ҐͱԼҐͷك᧵඼ͷׂ߹ͷൺֱ ্Ґ ԼҐ ൢചଅਐͷޮՌ͕ߴ͍࡞඼   

     ΧςΰϦؒҧ͍ͷ࡞඼     ك᧵඼ʢখܭʣ     ධՁ஋ͷ্ҐͱԼҐͷ࡞඼Λ໨ࢹͰ50݅ͣͭ֬ೝ͠ɺؚ·ΕΔك᧵඼ͷׂ߹ΛٻΊͨ