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Evolution of marketing model and theory by integrating data, theory and analytical method

Research Project

Project/Area Number 17H01001
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Commerce
Research InstitutionTohoku University

Principal Investigator

Terui Nobuhiko  東北大学, 経済学研究科, 教授 (50207495)

Co-Investigator(Kenkyū-buntansha) 李 銀星  東北大学, 経済学研究科, 特任助教 (00845084)
石垣 司  東北大学, 経済学研究科, 准教授 (20469597)
佐藤 忠彦  筑波大学, ビジネスサイエンス系, 教授 (40400626)
中野 純司  中央大学, 国際経営学部, 教授 (60136281)
近藤 文代  筑波大学, システム情報系, 講師 (40322010)
Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥25,480,000 (Direct Cost: ¥19,600,000、Indirect Cost: ¥5,880,000)
Fiscal Year 2021: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2020: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2019: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2018: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2017: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Keywordsベイズモデリング / 大規模データ / 機械学習 / 消費者行動 / 非構造データ / User Generated Contents / 異質性モデル / ベイズ統計 / テキスト解析 / マーケティングモデル / ベイズ推測 / 消費者理論 / 消費者行動論 / ソーシャルメディア / モバイルマーケティング / 高次元消費者選択モデル / 自然言語処理 / 大規模情報
Outline of Final Research Achievements

Acquisition of knowledge through the integration of theories and analytical methods across disciplines is required in modern society. By sharing this idea, the research on incorporating machine learning methods into marketing models is recognized as urgent issues to fill the gap between practice and academic research in marketing. We have systematically conducted research on developing models with the social media information and subject’s heterogeneity. The research results were published through academic papers and conference presentations. Specifically, there are a total of 38 journal articles, of which peer-reviewed articles. There were 33 papers and 4 internationally co-authored papers, and a total of 36 presentations were made at academic conferences, of which 9 were obtained at international conferences.

Academic Significance and Societal Importance of the Research Achievements

学術的意義として、マーケティング研究で急務とされている機械学習手法のマーケティングモデルへの取込みに関し、従来の情報源である顧客データベースに加えて大規模化したソーシャルメディア非構造データも取り入れたモデル研究を関連理論を取入れながら異質性モデリングの枠組みで進展させた。
社会的意義としては、マーケティング実務で高精度の予測性能を発揮している機械学習手法は因果構造を利用しないため中長期的マーケティング戦略策定に得られる知見は限定的であるが、因果構造理解と予測性能を同時に追求する本研究課題の視点とアプローチにより、実務に有用な知見が得られること実証した。

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (100 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (8 results) Journal Article (43 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 36 results,  Open Access: 7 results) Presentation (45 results) (of which Int'l Joint Research: 19 results,  Invited: 7 results) Book (2 results) Remarks (1 results) Funded Workshop (1 results)

  • [Int'l Joint Research] University of Maryland/Ohio State University(米国)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] University of Maryland/Ohio State University(米国)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Ohio State University/Fisher College of Biusiness(米国)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] University of Maryland/Robert H. Smith School of Business(米国)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Greg Allenby/Ohio State University/Fisher College of Business(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] PK Kannan/University of Maryland/Robert H. Smith School of Business(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Ohio State University(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] University College London(英国)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 経営学のためのデータサイエンスの周辺:計量経営学のすすめ(招待論文)2022

    • Author(s)
      佐藤忠彦
    • Journal Title

      組織科学

      Volume: Vol.55,No.3 Pages: 4-20

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ブロッククラスタリングによるドラッグストアにおける商品カテゴリーの購買分析2022

    • Author(s)
      山田浩喜,佐藤忠彦
    • Journal Title

      行動計量学

      Volume: Vol.49,No.1

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] AN ANALYSIS OF MECHANISM FOR CUSTOMERS' PURCHASE AMOUNT AND NUMBER OF VISITS IN DEPARTMENT STORE2021

    • Author(s)
      Hiroki Yamada and Tadahiko Sato
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: 64 Issue: 1 Pages: 12-30

    • DOI

      10.15807/jorsj.64.12

    • NAID

      130007978278

    • ISSN
      0453-4514, 2188-8299
    • Year and Date
      2021-01-31
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ソーシャルメディア上のテキスト情報を考慮した 社会ネットワーク分析モデル 次数異質性モデルへの拡張2021

    • Author(s)
      Li, Y. and Terui, N
    • Journal Title

      統計数理

      Volume: 69 Pages: 99-118

    • NAID

      40022703868

    • Related Report
      2021 Annual Research Report
  • [Journal Article] X-2ch: Quad-Channel Collaborative Graph Network over Knowledge-Embedded Edges2021

    • Author(s)
      Kachun Lo, Tsukasa Ishigaki
    • Journal Title

      Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval

      Volume: 無し Pages: 2076-2080

    • DOI

      10.1145/3404835.3463003

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Product Embedding for Large-Scale Disaggregated Sales Data2021

    • Author(s)
      Li, Y. and Terui, N
    • Journal Title

      In Proceedings of the 13th International Joint Conference on Knowledge Discovery

      Volume: 1 Pages: 69-75

    • Related Report
      2021 Annual Research Report
  • [Journal Article] PPNW: personalized pairwise novelty loss weighting for novel recommendation2021

    • Author(s)
      Lo Kachun、Ishigaki Tsukasa
    • Journal Title

      Knowledge and Information Systems

      Volume: 63-5 Issue: 5 Pages: 1117-1148

    • DOI

      10.1007/s10115-021-01546-8

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Characterization of topic-based online communities by combining network data and user generated content2020

    • Author(s)
      Mirai Igarashi and Nobuhiko Terui
    • Journal Title

      Statistics and Computing

      Volume: 30 Issue: 5 Pages: 1309-1324

    • DOI

      10.1007/s11222-020-09947-5

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ソーシャルメディア上のテキスト情報を考慮した社会ネットワーク分析モデル2020

    • Author(s)
      五十嵐未来、照井伸彦
    • Journal Title

      DSSR Discussion paper, Graduate School of Economics and Management, Tohoku University

      Volume: J7 Pages: 1-28

    • NAID

      120006846691

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Customer Review Analysis Using Word Embedding Model Considering Text Topics2020

    • Author(s)
      Mirai Igarashi, P. K. Kannan and Nobuhiko Terui
    • Journal Title

      DSSR Discussion paper, Graduate School of Economics and Management, Tohoku University

      Volume: 115 Pages: 1-21

    • NAID

      120006848520

    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] ポアソン潜在ブロックモデルによるドラッグストアにおける購買データの解析2020

    • Author(s)
      山田浩喜,佐藤忠彦
    • Journal Title

      行動計量学

      Volume: 47(2) Pages: 161-172

    • NAID

      130008028395

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] トピックモデルを用いた研究動向の分析2020

    • Author(s)
      武井 美緒、藤野 友和、中野 純司
    • Journal Title

      統計数理

      Volume: 68 Pages: 219-231

    • NAID

      130007752464

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 学術分野における論文および統計学論文の引用状況について2020

    • Author(s)
      張 菱軒、潘 建興、中野 純司
    • Journal Title

      統計数理

      Volume: 68 Pages: 247-264

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 学術文献DBを用いた共著分析によるIoT研究における異分野融合の国際比較2020

    • Author(s)
      水上 祐治、中野 純司
    • Journal Title

      統計数理

      Volume: 68 Pages: 265-285

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Convolutional Neural Networks on Multichannel Time Series of Smartphone Applications for Gender or Age Range Classification2020

    • Author(s)
      Kondo, H. and Kondo, F. N.
    • Journal Title

      Proceedings of 2020 9th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI)

      Volume: 無し Pages: 526-529

    • DOI

      10.1109/iiai-aai50415.2020.00109

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 同一商業集積地に隣接する店舗間のストア・イメージに基づく店舗評価2020

    • Author(s)
      山田浩喜,佐藤忠彦
    • Journal Title

      マーケティング・サイエンス

      Volume: Vol.27,No.1 Pages: 7-26

    • NAID

      130007841548

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 百貨店顧客の購買金額に対するマーケティング施策に関する解析2020

    • Author(s)
      山田浩喜,佐藤忠彦
    • Journal Title

      行動計量学

      Volume: Vol.47,No.1 Pages: 41-57

    • NAID

      130007953668

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exploring Important Drivers of Motivation for Completion of Massive  Open Online Courses by Bayesian Hierarchical Logistic Regression   Model2019

    • Author(s)
      Lingzi Wei, Fumiyo N. Kondo
    • Journal Title

      Proceedings of 2019 8th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI)

      Volume: 8 Pages: 521-527

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Convolutional Neural Networks on Time Series for Smartphone Application Activations Using Wavelet Transform2019

    • Author(s)
      Furuya, T., Kondo, H. and Kondo, F. N.
    • Journal Title

      Proceedings of 2019 8th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI)

      Volume: 8 Pages: 521-527

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 心理会計の影響を考慮した来店間隔の統計モデル2019

    • Author(s)
      宮津和弘,佐藤忠彦
    • Journal Title

      日本統計学会誌

      Volume: Vol.48,No.2 Pages: 113-146

    • NAID

      130007724448

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 論文要旨のテキスト・マイニング分析におけるホスピタリティ・マネジメント分野の研究 傾向と論文誌別の採択傾向2019

    • Author(s)
      水上祐治、本多啓介、中野純司
    • Journal Title

      HOSPITALITY

      Volume: 29 Pages: 59-66

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A New Metric for the Analysis of the Scientific Article Citation Network2019

    • Author(s)
      LIVIA LIN-HSUAN CHANG, FREDERICK KIN HING PHOA, JUNJI NAKANO
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 132027-132032

    • DOI

      10.1109/access.2019.2937220

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] D2D-TM: A Cycle VAE-GAN for Multi-Domain Collaborative Filtering2019

    • Author(s)
      L. Nguyen, T. Ishigaki
    • Journal Title

      Proceedings of the 2019 IEEE International Conference on Big Data

      Volume: 1 Pages: 1175-1180

    • DOI

      10.1109/bigdata47090.2019.9006461

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Matching Novelty while Training: Novel Recommendation based on Personalized Pairwise Loss Weighting2019

    • Author(s)
      K. Lo, T. Ishigaki
    • Journal Title

      Proceedings of the 2019 IEEE International Conference on Data Mining

      Volume: 1 Pages: 468-477

    • DOI

      10.1109/icdm.2019.00057

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Collaborative Multi-key Learning with an Anonymization Dataset for a Recommender System2019

    • Author(s)
      L. Nguyen, T. Ishigaki
    • Journal Title

      Proceedings of the 2019 International Joint Conference on Neural Networks

      Volume: 1 Pages: 1-9

    • DOI

      10.1109/ijcnn.2019.8852157

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Measuring Large-scale Market Responses and Forecasting Aggregated Sales: Regression for Sparse High-dimensional Data2019

    • Author(s)
      Terui, N., Li, Y.
    • Journal Title

      Journal of Forecasting

      Volume: 38(5) Issue: 5 Pages: 440-458

    • DOI

      10.1002/for.2574

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Comparative Cross-temporal Study on the Acceptance of Multiple Mobile Entertainment Services among Young Japanese Users2019

    • Author(s)
      Qazi Mahdia Ghyas; Fumiyo N. Kondo
    • Journal Title

      International Journal of E-Services and Mobile Applications

      Volume: 11(4)

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Personalized Market Response Analysis for a Wide Variety of Products from Sparse Transaction Data2018

    • Author(s)
      T. Ishigaki, N. Terui, T. Sato and G.M. Allenby
    • Journal Title

      International Journal of Data Science and Analytics

      Volume: 5-4 Issue: 4 Pages: 233-248

    • DOI

      10.1007/s41060-018-0099-9

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Social Media and the Diffusion of an Information Technology Product2018

    • Author(s)
      LI, Y. and Terui, N.
    • Journal Title

      Communications in Computer and Information Science

      Volume: 949 Pages: 171-185

    • DOI

      10.1007/978-981-13-3149-7_13

    • NAID

      120006314400

    • ISBN
      9789811331480, 9789811331497
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 大規模集計POSデータの高次元スパースモデリング2018

    • Author(s)
      李 銀星, 照井 伸彦
    • Journal Title

      統計数理

      Volume: 66(2) Pages: 235-247

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Kansei Knowledge Extraction as Measure of Structural Heterogeneity2018

    • Author(s)
      Ryoke Mina、Sato Tadahiko
    • Journal Title

      Communications in Computer and Information Science

      Volume: 949 Pages: 142-157

    • DOI

      10.1007/978-981-13-3149-7_11

    • ISBN
      9789811331480, 9789811331497
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modeling the Heterogeneous Mental Accounting Impacts of Inter-shopping Duration2018

    • Author(s)
      Miyatsu Kazuhiro、Sato Tadahiko
    • Journal Title

      Communications in Computer and Information Science

      Volume: 949 Pages: 1-16

    • DOI

      10.1007/978-981-13-3149-7_1

    • ISBN
      9789811331480, 9789811331497
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modeling the Stock and Threshold Effect of Personal Selling2018

    • Author(s)
      井上友彦,佐藤忠彦
    • Journal Title

      Ouyou toukeigaku

      Volume: 47 Issue: 1 Pages: 17-42

    • DOI

      10.5023/jappstat.47.17

    • NAID

      130007396998

    • ISSN
      0285-0370, 1883-8081
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 統計モデルによる消費者理解の可能性2018

    • Author(s)
      佐藤忠彦
    • Journal Title

      統計数理

      Volume: Vol.66 No.2 Pages: 249-265

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 集約的シンボリックデータのカイ2乗統計量を用いた非類似度とその不動産情報データへの適用2018

    • Author(s)
      清水信夫、中野純司、山本由和
    • Journal Title

      統計数理

      Volume: 66 Pages: 279-294

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Domain-to-Domain Translation Model for Recommender System2018

    • Author(s)
      L. Nguyen, T. Ishigaki
    • Journal Title

      arXiv

      Volume: arXiv:1812.06229 Pages: 1-8

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Twitter上の口コミ情報を利用した売上予測モデルの構築と実証分析2018

    • Author(s)
      五十嵐未来、李銀星、石垣司、照井伸彦
    • Journal Title

      情報流通

      Volume: 49(6) Pages: 57-70

    • NAID

      40021481698

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Measuring Large Scale Market Responses from Aggregated Sales Regression Model for High Dimensional Sparse Data2017

    • Author(s)
      Nobuhiko Terui and Yinxing Li
    • Journal Title

      Discussion Paper of DSSR Graduate School of Economics and Management, Tohoku University

      Volume: 63 Pages: 1-27

    • NAID

      120006237490

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] An Integrated Model for Discontinuous Preference Change and Satiation2017

    • Author(s)
      Nobuhiko Terui, Shohei Hasegawa, Adam N. Smith, Greg M. Allenby
    • Journal Title

      Discussion Paper of DSSR Graduate School of Economics and Management, Tohoku University

      Volume: 70 Pages: 1-36

    • NAID

      120006353331

    • Related Report
      2017 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Interpretable Perceived Topics in Online Customer Reviews for Product Satisfaction and Expectation2017

    • Author(s)
      Aijing Xing and Nobuhiko Terui
    • Journal Title

      Discussion Paper of DSSR Graduate School of Economics and Management, Tohoku University

      Volume: 74 Pages: 1-36

    • NAID

      120006389731

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] マルチデバイス同時利用環境下での消費者アクセス向上を 目指した類型化と構造評価 ―シングルソースのメディア接触ログを用いた実証分析―2017

    • Author(s)
      中野 暁,近藤 文代
    • Journal Title

      Direct Marketing Review

      Volume: 16 Pages: 17-39

    • NAID

      40021186141

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Expanding mobile information service needs to improve quality of life: Across-temporal comparison of Japanese students2017

    • Author(s)
      Fumiyo N. Kondo; Qazi Mahdia Ghyas
    • Journal Title

      International Journal of Service and Knowledge Management

      Volume: 1 Pages: 33-47

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 状態空間モデルのマーケティングへの応用2017

    • Author(s)
      佐藤忠彦
    • Journal Title

      岩波データサイエンス岩波データサイエンス Vol.6 特集:時系列解析――状態空間モデル・因果解析・ビジネス応用

      Volume: 6 Pages: 57-67

    • Related Report
      2017 Annual Research Report
  • [Presentation] サービス経済におけるデータ科学-統計学と機械学習の融合2022

    • Author(s)
      照井伸彦
    • Organizer
      刈屋武昭先生喜寿記念研究集会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Service Economy and Data Science2022

    • Author(s)
      Nobuhiko Terui
    • Organizer
      Symposium on Applications of Data Science in Social Science"
    • Related Report
      2021 Annual Research Report
  • [Presentation] 階層ベイズを用いた多品種少量生産品を扱う物流倉庫における需要予測2022

    • Author(s)
      加野雅士,内田雅喜,小出幸和,加藤紀彦,佐藤忠彦
    • Organizer
      日本OR学会2022年春季研究発表会&シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 同一説明変数に対する複数の異質性係数を許容する階層ベイズ回帰による解析2022

    • Author(s)
      佐藤忠彦,領家美奈
    • Organizer
      科研費研究集会
    • Related Report
      2021 Annual Research Report
  • [Presentation] データサイエンスの周辺-社会,データ,解析技術の変化-(基調講演)2021

    • Author(s)
      佐藤忠彦
    • Organizer
      Data Analytics Conference 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visualizing characteristics of aggregated symbolic data2021

    • Author(s)
      Junji Nakano
    • Organizer
      63rd World Statistics Congress
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical model for article citation network in Web of Science2021

    • Author(s)
      Junji Nakano
    • Organizer
      5th ZIB-RIKEN-IMI-ISM MODAL Workshop on Optimization, Data Analysis and HPC in AI
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] HANABI: Graph Embedding for Recommendation via Conditional Proximity2021

    • Author(s)
      Kachun Lo, Tsukasa Ishigaki
    • Organizer
      KDD'21 Workshop on Deep Learning on Graphs: Methods and Applications
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Product Embedding for The Large-scale Disaggregated Sales Data2021

    • Author(s)
      Yinxing Li
    • Organizer
      13th International Conference on Knowledge Discovery and Information Retrieval
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Product Embedding for The Large-scale Disaggregated Sales Data2020

    • Author(s)
      李 銀星
    • Organizer
      ISMS Marketing Science Conference
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Social Ties and User Contribution: Evidence from Twitter2020

    • Author(s)
      Yinxing Li
    • Organizer
      2020 Global Marketing Conference
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Product Embedding for The Large-scale Disaggregated Sales Data2020

    • Author(s)
      李 銀星
    • Organizer
      日本マーケティング・サイエンス学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] ビジネス・経済におけるベイズ統計 -ビッグデータとスモールデータのベイズモデリング‐2019

    • Author(s)
      照井伸彦
    • Organizer
      日本行動計量学会第47回大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Measuring Large Scale Market Response and Forecasting for Aggregated and Disaggregated Sales2019

    • Author(s)
      Nobuhiko Terui
    • Organizer
      International Workshop on Marketing and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling Heterogeneous Impacts of Mental Accounting and Household Stock to Consumers Inter-shopping Duration2019

    • Author(s)
      Kazuhiro Miyatsu, Tadahiko Sato,
    • Organizer
      The 4th Eastern Asia Meeting on Bayesian Statistics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 消費者行動理解のためのベイジアンモデリング(招待講演)2019

    • Author(s)
      佐藤忠彦
    • Organizer
      統計数理研究所 樋口前所長退任記念シンポジウム,「データ駆動型研究を先導するベイズモデリング」 ~ モデリングは人がやるのか、AIが代替するのか ~
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Consumers Emotional Impact to Shopping Behavior: Joint Modeling of Shopping Amount and Interval2019

    • Author(s)
      Kazuhiro Miyatsu, Tadahiko Sato,
    • Organizer
      International Workshop on Marketing and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visualizing Aggregated Symbolic Data with Continuous and Categorical Variables2019

    • Author(s)
      Junji Nakano
    • Organizer
      International Workshop on Marketing and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Customer Data Analysis on Graph Signal Processing2019

    • Author(s)
      Tsukasa Ishigaki
    • Organizer
      International Workshop on Marketing and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] POSデータの高次元スパースモデリングによる大規模市場反応測定2019

    • Author(s)
      李 銀星
    • Organizer
      日本マーケティング・サイエンス学会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Multi-generation Diffusion Model with Dynamic Social Media Effect2019

    • Author(s)
      李 銀星
    • Organizer
      ISMS Marketing Science Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Multi-generation Product Diffusion Model with Social Media Effects2019

    • Author(s)
      Yinxing Li
    • Organizer
      International Workshop on Marketing and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] (招待講演)POSデータによる需要予測の可能性-統計モデルによるアプローチ2019

    • Author(s)
      佐藤忠彦
    • Organizer
      第1回アドバンスト・ロジスティック研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 経済学とベイズ統計2018

    • Author(s)
      照井伸彦
    • Organizer
      日本心理学会 シンポジウム「ベイズ理論の展開」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 集計データを用いたランダム係数ロジットモデルによるベイズ推定2018

    • Author(s)
      武村敦;近藤文代
    • Organizer
      2018年度 統計関連学会連合大会講演報告集
    • Related Report
      2018 Annual Research Report
  • [Presentation] Kansei Knowledge Extraction as Measure of Structural Heterogeneity2018

    • Author(s)
      Mina Ryoke and tadahiko Sato
    • Organizer
      The 19th International Symposium on Knowledge and Systems Sciences
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling the Heterogeneous Mental Accounting Impacts of Inter-shopping Duration2018

    • Author(s)
      Kazuhiro Miyatsu and Tadahiko Sato
    • Organizer
      The 19th International Symposium on Knowledge and Systems Sciences
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 時変係数分布ラグモデルによる市場反応分析2018

    • Author(s)
      井上友彦,佐藤忠彦
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 異質性を考慮した見かけ上独立なポアソン回帰モデルによる市場反応分析2018

    • Author(s)
      青柳憲治,佐藤忠彦
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] スーパーマーケットの店舗選択に関する解析2018

    • Author(s)
      山田浩喜,佐藤忠彦
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] POSデータを活用した商業動態統計の速報性向上に関する研究2018

    • Author(s)
      佐藤忠彦,牧本直樹,齋藤敬,武井 明則
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Stochastic Model of Inter-purchase Time with Mental Accounting Effect2018

    • Author(s)
      Kazuhiro Miyatsu and Tadahiko Sato
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 伝統工芸品の感性評価に関する構造異質性の解析2018

    • Author(s)
      領家美奈,佐藤忠彦
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] (招待講演)統計学利用の心構え-その必要性と可能性2018

    • Author(s)
      佐藤忠彦
    • Organizer
      東京国税局セミナー
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 集約的シンボリックデータの変数選択2018

    • Author(s)
      清水信夫、中野純司、山本由和
    • Organizer
      統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] マーケティングとデータサイエンス2018

    • Author(s)
      佐藤忠彦
    • Organizer
      データサイエンス講演会 in 東京文京
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 統計モデルによる消費者理解の進化と深化2018

    • Author(s)
      佐藤忠彦
    • Organizer
      応用統計学会2018年年会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 心理会計の影響を考慮した購買間隔ハザードのベイズ推定と小売マーケティングへの応用2018

    • Author(s)
      宮津和弘,佐藤忠彦
    • Organizer
      研究集会「第19回ノンパラメトリック統計解析とベイズ統計」
    • Related Report
      2017 Annual Research Report
  • [Presentation] 時変係数分布ラグモデルを用いた人的販売による市場反応の解析2018

    • Author(s)
      井上友彦,佐藤忠彦
    • Organizer
      研究集会「第19回ノンパラメトリック統計解析とベイズ統計」
    • Related Report
      2017 Annual Research Report
  • [Presentation] Measuring Large-Scale Market Responses from Aggregated Sales: Regression for High-Dimensional Sparse Data2017

    • Author(s)
      Nobuhiko Terui
    • Organizer
      INFORMS Annual Conference 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 店舗商品カテゴリの異質性を考慮した階層ベイズマルチレベル売上予測モデル2017

    • Author(s)
      廣田峻;近藤文代
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習手法のマーケティング理論・概念への応用に関する研究レビュー2017

    • Author(s)
      伴 正隆,本橋永至,長谷川翔平, 豊澤栄治,佐藤忠彦, 里村卓也, 照井伸彦
    • Organizer
      日本マーケティング・サイエンス学会第101回研究大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] マーケティングにおけるベイジアンモデリング2017

    • Author(s)
      佐藤忠彦
    • Organizer
      2017年統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Dissimilarity of aggregated symbolic data by pseudolikelihood2017

    • Author(s)
      Nakano, J.
    • Organizer
      Seminar at Dept. of Economics, Univ. of Polto
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Package For Multiple Precision Floating- Point Computation On R2017

    • Author(s)
      Nakano, J.
    • Organizer
      NZSA-IASC 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Book] Managing Mobile Technologies (INTERNATIONAL PERSPECTIVES: CASE OF JAPAN)2019

    • Author(s)
      Qazi Mahdia Ghyas; Fumiyo N. Kondo
    • Publisher
      World Scientific
    • Related Report
      2018 Annual Research Report
  • [Book] ビッグデータ統計解析入門2018

    • Author(s)
      照井伸彦
    • Total Pages
      160
    • Publisher
      日本評論社
    • ISBN
      9784535559011
    • Related Report
      2018 Annual Research Report
  • [Remarks] 本科研費による国際ワークショップ

    • URL

      http://www2.econ.tohoku.ac.jp/~terui/workshop/marketing-datascience-pro.htm

    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] International Workshop on Marketing and Data Science2019

    • Related Report
      2018 Annual Research Report

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Published: 2017-04-28   Modified: 2023-01-30  

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