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Machine Learning for Complex-Structured Data

Research Project

Project/Area Number 15H01704
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyoto University

Principal Investigator

Kashima Hisashi  京都大学, 情報学研究科, 教授 (80545583)

Project Period (FY) 2015-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥43,030,000 (Direct Cost: ¥33,100,000、Indirect Cost: ¥9,930,000)
Fiscal Year 2019: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2018: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2017: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2016: ¥8,840,000 (Direct Cost: ¥6,800,000、Indirect Cost: ¥2,040,000)
Fiscal Year 2015: ¥9,230,000 (Direct Cost: ¥7,100,000、Indirect Cost: ¥2,130,000)
Keywords人工知能 / 機械学習 / データサイエンス / ヒューマンコンピュテーション / クラウドソーシング / 集合知 / 機会学習 / データマイニング
Outline of Final Research Achievements

We studied effective data analysis methods for complex-structured data such as graph-structured data and human-generated data. In particular, we developed new models and techniques for deep learning for graphs. On the other hand, we developed various methods to integrate human judges to make better decisions on difficult problems that machine intelligence alone cannot solve. We also applied the developed methods to various scientific applications in chemistry, biology, and material science, and showed their promise.

Academic Significance and Societal Importance of the Research Achievements

本研究は、近年学術界・産業界において期待されている深層学習などの機械学習・データ解析技術の適用可能性を大きく広げるとともに、人工知能だけでは解決が困難な問題に対して人間の知能や判断を組み合わせることで、より適切な意思決定を行うことを可能とするための基盤技術を開発するものである。

Report

(6 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (41 results)

All 2020 2019 2018 2017 2016 2015

All Journal Article (14 results) (of which Peer Reviewed: 14 results,  Open Access: 9 results,  Acknowledgement Compliant: 1 results) Presentation (26 results) (of which Int'l Joint Research: 21 results) Book (1 results)

  • [Journal Article] DDBJ Data Analysis Challenge: a machine learning competition to predict <i>Arabidopsis</i> chromatin feature annotations from DNA sequences2020

    • Author(s)
      Eli Kaminuma, Yukino Baba, Masahiro Mochizuki, Hirotaka Matsumoto, Haruka Ozaki, Toshitsugu Okayama, Takuya Kato, Shinya Oki, Takatomo Fujisawa, Yasukazu Nakamura, Masanori Arita, Osamu Ogasawara, Hisashi Kashima, Toshihisa Takagi
    • Journal Title

      Genes & Genetic Systems

      Volume: 95 Issue: 1 Pages: 43-50

    • DOI

      10.1266/ggs.19-00034

    • NAID

      130007834264

    • ISSN
      1341-7568, 1880-5779
    • Year and Date
      2020-02-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Dual graph convolutional neural network for predicting chemical networks2020

    • Author(s)
      Harada Shonosuke、Akita Hirotaka、Tsubaki Masashi、Baba Yukino、Takigawa Ichigaku、Yamanishi Yoshihiro、Kashima Hisashi
    • Journal Title

      BMC Bioinformatics

      Volume: 21 Issue: S3 Pages: 1-13

    • DOI

      10.1186/s12859-020-3378-0

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synthetic Accessibility Assessment Using Auxiliary Responses2020

    • Author(s)
      Shun Ito, Yukino Baba, Tetsu Isomura, Hisashi Kashima
    • Journal Title

      Expert Systems with Applications

      Volume: 145 Pages: 113106-113106

    • DOI

      10.1016/j.eswa.2019.113106

    • NAID

      130007422124

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 超問題:専門知識を要するクラウドソーシングタスクの回答統合法2019

    • Author(s)
      Jiyi Li, 馬場 雪乃, 鹿島 久嗣
    • Journal Title

      日本データベース学会和文論文誌

      Volume: 17-J Pages: 1-8

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Matrix- and tensor-based recommender systems for the discovery of currently unknown inorganic compounds2018

    • Author(s)
      Seko, A, Hayashi, H, Kashima, H and Tanaka, I
    • Journal Title

      PHYSICAL REVIEW MATERIALS

      Volume: 2-1 Issue: 1 Pages: 013805-013805

    • DOI

      10.1103/physrevmaterials.2.013805

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Wisdom of Crowds for Synthetic Accessibility Evaluation2018

    • Author(s)
      Yukino Baba, Tetsu Isomura, Hisashi Kashima
    • Journal Title

      Journal of Molecular Graphics and Modelling

      Volume: 80 Pages: 217-223

    • DOI

      10.1016/j.jmgm.2018.01.011

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Link Prediction in Sparse Networks by Incidence Matrix Factorization2017

    • Author(s)
      Sho Yokoi, Hiroshi Kajino, Hisashi Kashima
    • Journal Title

      Journal of Information Processing

      Volume: 25 Issue: 0 Pages: 477-485

    • DOI

      10.2197/ipsjjip.25.477

    • NAID

      130005775578

    • ISSN
      1882-6652
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Crowdsourcing Chart Digitizer: Task Design and Quality Control for Making Legacy Open Data Machine-Readable2016

    • Author(s)
      Satoshi Oyama, Yukino Baba, Ikki Ohmukai, Hiroaki Dokoshi, Hisashi Kashima
    • Journal Title

      International Journal of Data Science and Analytics

      Volume: 2 Pages: 45-60

    • NAID

      120006366497

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Participation Recommendation System for Crowdsourcing Contests2016

    • Author(s)
      Yukino Baba, Kei Kinoshita, Hisashi Kashima
    • Journal Title

      Expert Systems with Applications

      Volume: 58 Pages: 174-183

    • DOI

      10.1016/j.eswa.2016.04.010

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Quality Control for Crowdsourced Enumeration2016

    • Author(s)
      梶村 俊介, 馬場 雪乃, 梶野 洸, 鹿島 久嗣
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 31 Issue: 2 Pages: K-F79_1-9

    • DOI

      10.1527/tjsai.K-F79

    • NAID

      130005126838

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quality Control for Crowdsourced Hierarchical Classification2015

    • Author(s)
      Naoki Otani, Yukino Baba, Hisashi Kashima
    • Journal Title

      Proceedings of the 2015 IEEE International Conference on Data Mining (ICDM)

      Volume: 1 Pages: 937-942

    • DOI

      10.1016/j.eswa.2016.04.009

    • NAID

      40020497463

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Simultaneous Higher-order Relation Prediction via Collective Incidence Matrix Embedding2015

    • Author(s)
      則 のぞみ,ボレガラ ダヌシカ,鹿島 久嗣
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 30 Issue: 2 Pages: 459-465

    • DOI

      10.1527/tjsai.30.459

    • NAID

      130004927392

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] From One Star to Three Stars: Upgrading Legacy Open Data Using Crowdsourcing2015

    • Author(s)
      Satoshi Oyama, Yukino Baba, Ikki Ohmukai, Hiroaki Dokoshi, Hisashi Kashima
    • Journal Title

      Proceedings of the 2015 International Conference on Data Science and Advanced Analytics (DSAA)

      Volume: 1 Pages: 1-9

    • DOI

      10.1109/dsaa.2015.7344801

    • NAID

      120006661421

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Quality Control for Crowdsourced POI Collection2015

    • Author(s)
      Shunsuke Kajimura, Yukino Baba, Hiroshi Kajino, Hisashi Kashima
    • Journal Title

      Proceedings of the 19th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)

      Volume: 1 Pages: 255-267

    • DOI

      10.1007/978-3-319-18032-8_20

    • ISBN
      9783319180311, 9783319180328
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Presentation] Approximation Ratios of Graph Neural Networks for Combinatorial Problems2019

    • Author(s)
      Ryoma Sato, Makoto Yamada, Hisashi Kashima
    • Organizer
      Advances in Neural Information Processing Systems (NeurIPS)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Theoretical Evidence for Adversarial Robustness Through Randomization2019

    • Author(s)
      Rafael Pinot, Laurent Meunier, Alexandre Araujo, Hisashi Kashima, Florian Yger, Cedric Gouy-Pailler, Jamal Atif
    • Organizer
      Advances in Neural Information Processing Systems (NeurIPS)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Active Change-Point Detection2019

    • Author(s)
      Shogo Hayashi, Yoshinobu Kawahara, Hisashi Kashima
    • Organizer
      11th Asian Conference on Machine Learning (ACML)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Learning to Sample Hard Instances for Graph Algorithms.2019

    • Author(s)
      Ryoma Sato, Makoto Yamada, Hisashi Kashima
    • Organizer
      11th Asian Conference on Machine Learning (ACML)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interdependence Model for Multi-label Classification2019

    • Author(s)
      Kosuke Yoshimura, Tomoaki Iwase, Yukino Baba, Hisashi Kashima
    • Organizer
      28th International Conference on Artificial Neural Networks (ICANN)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Probabilistic Modeling of Peer Correction and Peer Assessment2019

    • Author(s)
      Takeru Sunahase, Yukino Baba, Hisashi Kashima
    • Organizer
      12th International Conference on Educational Data Mining (EDM)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Long-Term Prediction of Small Time-Series Data Using Generalized Distillation2019

    • Author(s)
      Shogo Hayashi, Akira Tanimoto, Hisashi Kashima
    • Organizer
      International Joint Conference on Neural Networks (IJCNN)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CrowNN: Human-in-the-loop Network with Crowd Crowd-generated Inputs2019

    • Author(s)
      Yusuke Sakata, Yukino Baba, Hisashi Kashima, Hisashi Kashima
    • Organizer
      44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] BayesGrad: Explaining Predictions of Graph Convolutional Networks2018

    • Author(s)
      Hirotaka Akita, Kosuke Nakago, Tomoki Komatsu, Yohei Sugawara, Shin-ichi Maeda, Yukino Baba, Hisashi Kashima
    • Organizer
      Proceedings of the 25th International Conference on Neural Information Processing (ICONIP)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Short-term Precipitation Prediction with Skip-connected PredNet2018

    • Author(s)
      Ryoma Sato, Takehiro Yamamoto, Hisashi Kashima
    • Organizer
      Proceedings of the 27th International Conference on Artificial Neural Networks (ICANN)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Incorporating Worker Similarity for Label Aggregation in Crowdsourcing2018

    • Author(s)
      Jiyi Li, Hisashi Kashima
    • Organizer
      Proceedings of the 27th International Conference on Artificial Neural Networks (ICANN)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simultaneous Clustering and Ranking from Pairwise Comparisons2018

    • Author(s)
      Jiyi Li, Yukino Baba, Hisashi Kashima
    • Organizer
      Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On Reducing Dimensionality of Labeled Data Efficiently2018

    • Author(s)
      Guoxi Zhang, Tomoharu Iwata, Hisashi Kashima
    • Organizer
      Proceedings of the 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data Analysis Competition Platform for Educational Purposes: Lessons Learned and Future Challenges2018

    • Author(s)
      Yukino Baba, Tomoumi Takase, Kyohei Atarashi, Satoshi Oyama, Hisashi Kashima
    • Organizer
      Proceedings of the 8th Symposium on Educational Advances in Artificial Intelligence (EAAI)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hyper Questions: Unsupervised Targeting of a Few Experts in Crowdsourcing2017

    • Author(s)
      Jiyi Li, Yukino Baba, Hisashi Kashima
    • Organizer
      Proceeding of the 26th ACM International Conference on Information and Knowledge Management (CIKM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quality Control for Crowdsourced Multi-Label Classification using RAkEL2017

    • Author(s)
      Kosuke Yoshimura, Yukino Baba and Hisashi Kashima
    • Organizer
      Proceeding of the 24th International Conference on Neural Information Processing (ICONIP)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Distributed Multi-task Learning for Sensor Network2017

    • Author(s)
      Jiyi Li, Tomohiro Arai, Yukino Baba, Hisashi Kashima, Shotaro Miwa
    • Organizer
      roceeding of the European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust Multi-view Topic Modeling by Incorporating Detecting Anomalies2017

    • Author(s)
      Guoxi Zhang, Tomoharu Iwata, Hisashi Kashima
    • Organizer
      Proceeding of the European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Generalized Model for Multidimensional Intransitivity2017

    • Author(s)
      Jiuding Duan, Jiyi Li, Yukino Baba, Hisashi Kashima
    • Organizer
      Proceedings of the 21st Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pairwise HITS: Quality Estimation from Pairwise Comparisons in Creator-Evaluator Crowdsourcing Process2017

    • Author(s)
      Takeru Sunahase, Yukino Baba, Hisashi Kashima
    • Organizer
      Proceedings of the 31st AAAI Conference on Artificial Intelligence (AAAI)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Link Prediction by Incidence Matrix Factorisation2016

    • Author(s)
      Sho Yokoi, Hiroshi Kajino, Hisashi Kashima
    • Organizer
      Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 漸進比較法によるランキング推定2015

    • Author(s)
      高濱 隆輔, 神嶌 敏弘, 鹿島 久嗣
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] 接続行列分解による関係予測2015

    • Author(s)
      横井 祥, 梶野 洸, 鹿島 久嗣
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] クラウドソーシングにおける階層的分類タスクの品質管理手法2015

    • Author(s)
      大谷 直樹, 馬場 雪乃, 鹿島 久嗣
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] コンテスト型クラウドソーシングにおける勝敗予測.2015

    • Author(s)
      馬場 雪乃, 木下 慶, 鹿島 久嗣
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] クラウドソーシングにおけるプライバシ保護タスク割り当て.2015

    • Author(s)
      梶野 洸, 荒井 ひろみ, 佐久間 淳, 鹿島 久嗣
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      公立はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Book] ヒューマンコンピュテーションとクラウドソーシング2016

    • Author(s)
      鹿島久嗣, 小山 聡, 馬場雪乃
    • Total Pages
      128
    • Publisher
      講談社
    • ISBN
      9784061529137
    • Related Report
      2016 Annual Research Report

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Published: 2015-04-16   Modified: 2022-11-04  

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