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。

Ec3fcf78fa2ad21dcc48478df80e0dc4?s=128

Komei Nomura

May 15, 2020
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  1. 12.

    • 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. 14.

    • ౤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. 17.

    • ࡞඼ू߹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. 18.

    • ࡞඼λΠτϧʹରͯ͠ܗଶૉղੳΛద༻͠୯ޠΛநग़ • ୯ޠͷग़ݱස౓ͷ௿͞Λද͢஋ͱͯ͠ɺTF-IDFʹ͓͚ΔIDFΛར༻ • IDF͸શจॻͷ͏ͪɺ͋Δ୯ޠؚ͕·ΕΔจॻ਺ͷٯ਺ • ࡞඼λΠτϧΛจॻͱͯ͠ద༻ 18 ࡞඼λΠτϧʹؚ·ΕΔ୯ޠͷग़ݱස౓ͷࢉग़

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sha1_base64="IcHcZsjhnwNwjDlQgpROzuao6SU=">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</latexit> <latexit 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sha1_base64="Nar4+WXGm+/J4DR1BjDZlMObPys=">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</latexit> <latexit sha1_base64="Nar4+WXGm+/J4DR1BjDZlMObPys=">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</latexit>
  5. 19.

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

    <latexit sha1_base64="RJeBkQxsGZwaca51wXvsLvg5xLo=">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</latexit> <latexit 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sha1_base64="mbfE8LYMONMCxjPEgGw4/DBjtUg=">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</latexit>
  6. 21.

    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. 22.
  8. 26.

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

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