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Mining the customer preferences from online agricultural product reviews

Research Project

Project/Area Number 26450370
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionNational Agriculture and Food Research Organization

Principal Investigator

Takezaki Akane  国立研究開発法人農業・食品産業技術総合研究機構, 農業技術革新工学研究センター, 上級研究員 (40550520)

Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords自然言語処理 / 野菜商品レビュー / 形態素解析 / インターネット通販 / 品種 / テキスト解析 / 品質保証要素 / レシピデータ / 消費者 / 共起ベクトル / TermExtract / 消費者語彙 / 研究者語彙 / テキストマイニング / 重要語
Outline of Final Research Achievements

In this study, we present the procedure of concept extraction based on natural language processing (NLP) from online vegetable-product reviews. The unique characteristics of vegetable product reviews made difficult to process accurately using general NLP. To improving performance of NLP on vegetable-product reviews, we proposed the customer dictionary and the concept extraction methods such as 1) morpheme analysis by reference to an additional custom dictionary, 2) acquisition of negative meaning, 3) synonymous substitution, 4) identification of target nouns that adjectives have a relationship with according to the analysis purpose.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (6 results)

All 2017 2016 2015 2014

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results) Presentation (3 results)

  • [Journal Article] Studies on Consumers’ Attitudes and Optimal Price Settings for Orange and Yellow Mini Carrots2017

    • Author(s)
      元木悟,柘植一希,細田絢子,鈴木美穂子,松永邦則,竹崎あかね
    • Journal Title

      Horticultural Research (Japan)

      Volume: 16 Issue: 4 Pages: 487-496

    • DOI

      10.2503/hrj.16.487

    • NAID

      130006300680

    • ISSN
      1347-2658, 1880-3571
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Characteristics Analysis of Customer Vocabulary from Vegetable-Product Reviews2016

    • Author(s)
      竹崎 あかね, 大浦 裕二, 河野 恵伸, 木浦 卓治, 林 武司
    • Journal Title

      Agricultural Information Research

      Volume: 25 Issue: 3 Pages: 105-115

    • DOI

      10.3173/air.25.105

    • NAID

      130005265262

    • ISSN
      0916-9482, 1881-5219
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Concept Extraction Methods for Agricultural Product–Related Texts Based on Natural Language Processing Techniques: A Case Study of Online Vegetable-Product Reviews2016

    • Author(s)
      竹崎 あかね, 大浦 裕二, 河野 恵伸, 木浦 卓治, 林 武司
    • Journal Title

      Agricultural Information Research

      Volume: 25 Issue: 1 Pages: 47-58

    • DOI

      10.3173/air.25.47

    • NAID

      130005141438

    • ISSN
      0916-9482, 1881-5219
    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] ミニニンジンの消費者嗜好および販売価格に関する一考察2015

    • Author(s)
      細田絢子、鈴木美穂子、松永邦則、竹崎あかね、八木明香、寺崎亮、元木悟
    • Organizer
      園芸学会
    • Place of Presentation
      千葉大学西千葉キャンパス(千葉県千葉市稲毛区)
    • Year and Date
      2015-03-29
    • Related Report
      2014 Research-status Report
  • [Presentation] インターネット通販の商品レビューに基づく有機野菜購入者の特徴抽出2014

    • Author(s)
      竹崎あかね、大浦裕二、河野恵伸、木浦卓治、林武司
    • Organizer
      電子情報通信学会
    • Place of Presentation
      ヤフー株式会社(東京都港区赤坂)
    • Year and Date
      2014-09-12
    • Related Report
      2014 Research-status Report
  • [Presentation] インターネット通販における野菜購入者の特徴抽出法2014

    • Author(s)
      竹崎あかね、大浦裕二、河野恵伸、木浦卓治、林武司
    • Organizer
      農業情報学会
    • Place of Presentation
      東京大学弥生講堂(東京都文京区弥生)
    • Year and Date
      2014-05-15
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2019-03-29  

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