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Fundamental Technologies for Information Sharing and Behavior Change Actuation in SNSs

Research Project

Project/Area Number 18H03339
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 62020:Web informatics and service informatics-related
Research InstitutionThe University of Tokyo

Principal Investigator

Yamasaki Toshihiko  東京大学, 大学院情報理工学系研究科, 准教授 (70376599)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,160,000 (Direct Cost: ¥13,200,000、Indirect Cost: ¥3,960,000)
Fiscal Year 2020: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2019: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2018: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Keywordsマルチメディア / SNS / 情報発信 / 魅力工学 / 情報共有 / 行動変容
Outline of Final Research Achievements

In this project, we analyzed why and how users get attracted to some content in SNSs. Namely, we tried to analyze, tell reasons, and even enhance such “attractiveness” in multimedia big data by using deep learning technologies.
We also extend our work on SNS analysis to other areas such as presentation and communication, online advertisement, product package design, apartment recommendation, and so on by collaborating with industry. As a result, we succeeded in publishing a lot of research works that are also useful for industrial applications.

Academic Significance and Societal Importance of the Research Achievements

SNSでの人気度を考慮したハッシュタグ推薦や画像編集の研究は世界的に見ても独自性が高い。研究成果の中にはACM MultimediaやAAAIに採択されたものもあり、学術的に意義のある研究を実施できた。
また、研究成果の概要にも述べた通り、産業分野に応用可能な研究に発展させることができたものもある。企業との共同研究やライセンス提供に至り、実サービスの中で実用性が確認できたものも少なくない。例えばプレゼンの解析技術については日経新聞で報道されたほか、商品パッケージの印象予測も我々の技術を用いることで商品の売上が1.3倍となったことが報道され話題となるなど、社会的インパクトを与えた。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (65 results)

All 2021 2020 2019 2018 Other

All Int'l Joint Research (2 results) Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 5 results,  Open Access: 3 results) Presentation (47 results) (of which Int'l Joint Research: 34 results,  Invited: 15 results) Remarks (2 results) Patent(Industrial Property Rights) (9 results) (of which Overseas: 1 results)

  • [Int'l Joint Research] Panyapiwat Institute of Management(タイ)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Polytechnic Institute of Surabaya(インドネシア)

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Users' Preference Prediction of Real Estate Properties Based on Floor Plan Analysis2020

    • Author(s)
      Naoki Kato, Toshihiko Yamasaki, Kiyoharu Aizawa, and Takemi Ohama
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E103.D Issue: 2 Pages: 398-405

    • DOI

      10.1587/transinf.2019EDP7146

    • NAID

      130007793586

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2020-02-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Click-Through Rate Prediction of Online Banners Featuring Multimodal Analysis2020

    • Author(s)
      Bohui Xia, Hiroyuki Seshime, Xueting Wang, and Toshihiko Yamasaki
    • Journal Title

      International Journal of Semantic Computing

      Volume: 14(1)

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PixelRL: Fully Convolutional Network with Reinforcement Learning for Image Processing2019

    • Author(s)
      Ryosuke Furuta, Naoto Inoue, and Toshihiko Yamasaki
    • Journal Title

      IEEE Transactions on Multimedia

      Volume: - Issue: 7 Pages: 1704-1719

    • DOI

      10.1109/tmm.2019.2960636

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient and Interactive Spatial-Semantic Image Retrieval2019

    • Author(s)
      Ryosuke Furuta, Naoto Inoue, and Toshihiko Yamasaki
    • Journal Title

      Multimedia Tools and Applications

      Volume: - Issue: 13 Pages: 1-21

    • DOI

      10.1007/s11042-018-7148-1

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] [Invited papers] A Survey on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia2019

    • Author(s)
      Wei-Ta Chu, Hideto Motomura, Norimichi Tsumura, and Toshihiko Yamasaki
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 7 Issue: 2 Pages: 60-67

    • DOI

      10.3169/mta.7.60

    • NAID

      130007622449

    • ISSN
      2186-7364
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Graph Structure Extraction from Floor Plan Images and Its Application to Similar Property Retrieval2021

    • Author(s)
      Mantaro Yamada, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      IEEE International Conference on Consumer Electronics
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Predicting Online Video Advertising Effects with Multimodal Deep Learning2021

    • Author(s)
      Jun Ikeda, Hiroyuki Seshime, Xueting Wang, Toshihiko Yamasaki
    • Organizer
      International Conference on Pattern Recognition (ICPR)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Entity Resolution of Japanese Apartment Property Information Using Neural Networks2021

    • Author(s)
      Youiti Kado, Takashi Hirokata, Koji Matsumura, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      IEEE 4th International Conference on Multimedia Information Processing and Retrieval (MIPR)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Preference Analysis of Shopping Malls' Followers and Keyword Recommendation on Twitter2021

    • Author(s)
      Mantaro Yamada, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      IEEE 4th International Conference on Multimedia Information Processing and Retrieval (MIPR)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 映像・放送・配信に深層学習を活かす2021

    • Author(s)
      山崎俊彦
    • Organizer
      電気三学会関西支部専門講習会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Attention-based LSTM for Automatic Evaluation of Press Conferences2020

    • Author(s)
      Shengzhou Yi, Koshiro Mochitomi, Isao Suzuki, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      IEEE International Conference on Multimedia Information Processing and Retrieval (MIPR)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Earn More Social Attention: User Popularity Based Tag Recommendation System2020

    • Author(s)
      Xueting Wang, Yiwei Zhang, and Toshihiko Yamasaki
    • Organizer
      The Web Conference
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Predicting Leg Muscle Strength and MMSE score using Motion Capture Data for Elderly People2020

    • Author(s)
      Simon Schlegl, Xueting Wang, Toshihiko Yamasaki, Mingchuan Zhou, Alois Knoll, Yoshikuni Sato, Takahiro Hiyama, Yasuko Yoshinaka and Misaka Kimura
    • Organizer
      Workshop on Integrating Sensor Fusion and Perception for Human-robot Interaction in conjunction with The 29th IEEE International Conference on Robot and Human Interactive Communication
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Text-to-Clipart using AttnGAN2020

    • Author(s)
      Yusuke Kondo, Takafumi Sakura, and Toshihiko Yamasaki
    • Organizer
      2020 IEEE Sixth International Conference on Multimedia Big Data (BigMM)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Self-Play Reinforcement Learning for Fast Image Retargeting2020

    • Author(s)
      Nobukatsu Kajiura, Satoshi Kosugi, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      The 28th ACM International Conference on Multimedia (MM '20)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recommendations for Attractive Hairstyles2020

    • Author(s)
      Yuto Nakamae, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      The 2020 Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia (MMArt-ACM '20)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic YouTube-Thumbnail Generation and Its Evaluationm2020

    • Author(s)
      Akari Shimono, Yuki Kakui, and Toshihiko Yamasaki
    • Organizer
      The 2020 Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia (MMArt-ACM '20)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] プレゼン・ポスターで自分の研究を「伝える」2020

    • Author(s)
      山崎俊彦
    • Organizer
      The 23rd Meeting on Image Recognition and Understanding (MIRU) 若手プログラム
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 情報学からみた建築・都市計画の未来2020

    • Author(s)
      山崎俊彦
    • Organizer
      2020年度建築学会大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Unpaired Image Enhancement Featuring Reinforcement-Learning-Controlled Image Editing Software2020

    • Author(s)
      Satoshi Kosugi and Toshihiko Yamasaki
    • Organizer
      The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PresentationTrainer: Oral Presentation Support System for Impression-related Feedback2020

    • Author(s)
      Shengzhou Yi, Hiroshi Yumoto, Xueting Wang and Toshihiko Yamasaki
    • Organizer
      AAAI
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A comparative study of data-driven approaches for the generation of floor plans in japanese apartments2020

    • Author(s)
      Taro Narahara, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      The Tenth International Workshop on Image Media Quality and its Applications (IMQA)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] QoL向上のためのメディア認識・理解技術2020

    • Author(s)
      山崎俊彦
    • Organizer
      画像センシング展2019セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Attractiveness Computing-Analysis and Enhancement of Attractiveness using Big Multimedia Data2020

    • Author(s)
      Toshihiko YAMASAKI
    • Organizer
      The 10th International Symposium on Information and Communication Technology (SoICT)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 近傍を考慮した画素ラベリング2020

    • Author(s)
      古田諒佑, 井上直人, 山崎俊彦
    • Organizer
      画像工学研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] ソーシャルリスニング×AIで人を知る/人を動かす (Understanding and Actuating Consumers by Social Listening and AI)2020

    • Author(s)
      山崎俊彦
    • Organizer
      数理・データサイエンス公開シンポジウム
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Aspect-Ratio-Preserving Multi-Patch Image Aesthetics Score Prediction2019

    • Author(s)
      Lijie Wang, Xueting Wang, Toshihiko Yamasaki, and Kiyoharu Aizawa
    • Organizer
      NTIRE: New Trends in Image Restoration and Enhancement workshop and challenges at CVPR 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Predicting the attractiveness of real-estate images by pairwise comparison using deep learning2019

    • Author(s)
      Xueting Wang, Yuki Takada, Youiti Kado, and Toshihiko Yamasaki
    • Organizer
      International Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia (MMArt-ACM 2019) in conjunction with ICME2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Impression Prediction System of Oral Presentation Using LSTM and Attention Mechanism2019

    • Author(s)
      Shengzhou Yi, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      Third International Workshop on Symbolic-Neural Learning (SNL-2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fast Instance Segmentation for Line Drawing Vectorization2019

    • Author(s)
      Naoto Inoue and Toshihiko Yamasaki
    • Organizer
      The IEEE International Conference on Multimedia Big Data (BigMM)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Impression Prediction of Oral Presentation Using LSTM and Dot-product Attention Mechanism2019

    • Author(s)
      Shengzhou Yi, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      The IEEE International Conference on Multimedia Big Data (BigMM)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep neural network-based click-through rate prediction using multimodal features of online banners2019

    • Author(s)
      Bohui Xia, Xueting Wang, Toshihiko Yamasaki, Kiyoharu Aizawa and Hiroyuki Seshime
    • Organizer
      The IEEE International Conference on Multimedia Big Data (BigMM)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visual Clarity Analysis and Improvement Support for Presentation Slides2019

    • Author(s)
      Shinji Oyama and Toshihiko Yamasaki
    • Organizer
      The IEEE International Conference on Multimedia Big Data (BigMM)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A Preliminary Study on Attractiveness Analysis of Real Estate Floor Plans2019

    • Author(s)
      Taro Narahara and Toshihiko Yamasaki
    • Organizer
      2019 IEEE 8th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] User-Aware Folk Popularity Rank: User-Popularity-Based Tag Recommendation That Can Enhance Social Popularity2019

    • Author(s)
      Xueting Wang, Yiwei Zhang, and Toshihiko Yamasaki
    • Organizer
      27th ACM International Conference on Multimedia
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Human Tracking for Children Behavior Analysis in Nursery Schools2019

    • Author(s)
      Yuan Lin, Yuki Obuchi, Xueting Wang, Toshihiko Yamasaki, Satoshi Toriumi, Mikihisa Hayashi, Sachiko Nozawa, Midori Takahashi, Toshihiko Endo and Kiyomi Akita
    • Organizer
      The 15th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMSSITIS (SITIS)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Weakly Supervised Video Summarization by Hierarchical Reinforcement Learning2019

    • Author(s)
      Yiyan Chen, Li Tao, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      ACM Multimedia Asia
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Measuring Similarity between Brands using Social Media Content2019

    • Author(s)
      Yiwei Zhang, Xueting Wang, Yoshiaki Sakai, and Toshihiko Yamasaki
    • Organizer
      ACM Multimedia Asia
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Feature Interaction Embedding for Pair Matching Prediction2019

    • Author(s)
      Luwei Zhang, Xueting Wang, and Toshihiko Yamasaki
    • Organizer
      ACM Multimedia Asia
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] AIを活用した魅力工学とそのビジネス応用2019

    • Author(s)
      山崎俊彦
    • Organizer
      ソフトウェアインタプライズモデリング研究会 (SWIM)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Product and Service Popularity Analysis on Instagram2018

    • Author(s)
      Yiwei Zhang, Toshihiko Yamasaki, and Kiyoharu Aizawa
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photo Selection for Family Album using Deep Neural Networks2018

    • Author(s)
      Sijie Shen, Toshihiko Yamasaki, Michi Sato, and Kenji Kajiwara
    • Organizer
      International Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Predicting image aesthetics using objects in the scene2018

    • Author(s)
      Hiya Roy, Toshihiko Yamasaki, and Tatsuaki Hashimoto
    • Organizer
      International Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Users’ Preference Prediction of Real Estates Featuring Floor Plan Analysis using FloorNet2018

    • Author(s)
      Naoki Kato, Toshihiko Yamasaki, Kiyoharu Aizawa, and Takemi Ohama
    • Organizer
      International Workshop on Real Estate Tech 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Do hashtags help? - Image aesthetics prediction using only hashtags2018

    • Author(s)
      Hiya Roy, Toshihiko Yamasaki, and Tatsuaki Hashimoto
    • Organizer
      Woman in Computer Vision at CVPR
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fully Convolutional Network with Multi-Step Reinforcement Learning for Image Processing2018

    • Author(s)
      Ryosuke Furuta, Naoto Inoue, and Toshihiko Yamasaki
    • Organizer
      The Thirty-Third AAAI Conference on Artificial Intelligence
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 画像・映像の「魅力」を操る人工知能2018

    • Author(s)
      山崎俊彦
    • Organizer
      日本オプトメカトロニクス協会 (JOEM), デジタル・イメージング技術部会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Let’s Make It More Attractive - Application of Artificial Intelligence to Multimedia Enrichment-2018

    • Author(s)
      Toshihiko Yamasaki
    • Organizer
      Computer Graphics Workshop
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 古典的技術と深層学習を融合した信号処理技術の新展開2018

    • Author(s)
      山崎俊彦
    • Organizer
      電子情報通信学会信号処理研究会(SIP)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 魅力工学:「刺さる」に対する工学的アプローチ2018

    • Author(s)
      山崎俊彦
    • Organizer
      魅力工学研究会シンポジウム
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] AIを活用した魅力工学研究とそのビジネス応用2018

    • Author(s)
      山崎俊彦
    • Organizer
      NIIコグニテイブ技術研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] AIを活用した魅力工学研究とそのビジネス応用2018

    • Author(s)
      山崎俊彦
    • Organizer
      ViEW (Vision Engineering Workshop)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Remarks]

    • URL

      https://www.hal.t.u-tokyo.ac.jp/~yamasaki/project/index-e.html

    • Related Report
      2019 Annual Research Report
  • [Remarks]

    • URL

      https://www.hal.t.u-tokyo.ac.jp/~yamasaki/project/index-e.html

    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 情報処理装置、及びその制御方法2021

    • Inventor(s)
      山崎俊彦, Yiwei Zhang , 汪雪婷
    • Industrial Property Rights Holder
      山崎俊彦, Yiwei Zhang , 汪雪婷
    • Industrial Property Rights Type
      特許
    • Filing Date
      2021
    • Related Report
      2020 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 情報処理装置、情報処理方法及びプログラム2020

    • Inventor(s)
      楢原太郎, 山崎俊彦
    • Industrial Property Rights Holder
      楢原太郎, 山崎俊彦
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2020-155588
    • Filing Date
      2020
    • Related Report
      2020 Annual Research Report
  • [Patent(Industrial Property Rights)] 情報処理装置及びプログラム2020

    • Inventor(s)
      山崎俊彦, 張軼威, 汪雪テイ
    • Industrial Property Rights Holder
      山崎俊彦, 張軼威, 汪雪テイ
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2020-203042
    • Filing Date
      2020
    • Related Report
      2020 Annual Research Report
  • [Patent(Industrial Property Rights)] 情報処理装置、及びプログラム2020

    • Inventor(s)
      山崎俊彦, 張軼威
    • Industrial Property Rights Holder
      山崎俊彦, 張軼威
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2021-041893
    • Filing Date
      2020
    • Related Report
      2020 Annual Research Report
  • [Patent(Industrial Property Rights)] 情報処理装置、及びプログラム2020

    • Inventor(s)
      山崎俊彦, Yiwei Zhang , 汪雪婷
    • Industrial Property Rights Holder
      山崎俊彦, Yiwei Zhang , 汪雪婷
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2020-031046
    • Filing Date
      2020
    • Related Report
      2019 Annual Research Report
  • [Patent(Industrial Property Rights)] 動画要約装置、動画要約方法及び動画要約プログラム2019

    • Inventor(s)
      山崎俊彦, Yiyan Chen, 汪雪婷
    • Industrial Property Rights Holder
      山崎俊彦, Yiyan Chen, 汪雪婷
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2019-185428
    • Filing Date
      2019
    • Related Report
      2019 Annual Research Report
  • [Patent(Industrial Property Rights)] タグ推薦装置、タグ推薦方法及びタグ推薦プログラム2019

    • Inventor(s)
      山崎俊彦, 汪雪婷
    • Industrial Property Rights Holder
      山崎俊彦, 汪雪婷
    • Industrial Property Rights Type
      特許
    • Filing Date
      2019
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 情報分析装置およびプログラム2018

    • Inventor(s)
      山崎俊彦, Yiwei Zhang
    • Industrial Property Rights Holder
      山崎俊彦, Yiwei Zhang
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-160577
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 動画像データ処理装置、およびプログラム2018

    • Inventor(s)
      山崎俊彦, 中村遵介
    • Industrial Property Rights Holder
      山崎俊彦, 中村遵介
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-160578
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report

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Published: 2018-04-23   Modified: 2022-01-27  

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