Ryosuke Kojima, Ph.D.

Center for Digital Transformation of Healthcare/ Department of Biomedical Data Intelligence,
Graduate School of Medicine,
Kyoto University
Email: kojima.ryosuke.8e[at]kyoto-u.ac.jp

RIKEN BDR Team Leader
Laboratory for Multimodal AI Framework
Email: ryosuke.kojima[at]riken.jp

I am studying artificial intelligence (AI) and machine learning technology to apply them to real-world problems. My interests include the integration of deep learning and modeling technologies such as time-series modeling, probabilistic modeling, and logic programming. Using these technologies, I am also working on real-world applications: medical applications, drug discovery/chemoinformatics, bioinformatics, ecology (bird song analysis), and robotics (robot audition).

Development/education

  • Open-sourced robot audition software :HARK
    • used in [t2][c1] for sound source localization and separation
    • I'm a lecturer in the 11-21th HARK seminars(4th HARK hackathon)
  • A probabilistic logic programming language:PRISM (github page)
    • used in [t1] for preference learning for and knowledge graph
    • used in [t2] for probability computations on the hierarchical hidden Markov model (HHMM)
    • used in [t3][t4] for the prefix probability computation on the probabilistic context-free grammar (PCFG)
    • I'm a developer (ver. 2.2 or later and T-PRISM (tensorized version of PRISM))
  • A graph neural network platform for life science: kGCN A graph neural network platform for molcular-related data: kMoL
  • “introduction of machine learning” in KD DHIEP Program (Kyoto University and Deloitte Data-Driven Healthcare Innovation Evangelist promotion Program)

Biography

  • 2012: received a B.E. in computer science in 2012 from the Tokyo Institute of technology, Japan
  • 2014: received an M.E. in information science and engineering in 2014 from the Tokyo Institute of technology, Japan
  • 2017: received a Ph.D.(engineering) in information science and engineering in 2017 from the Tokyo Institute of technology, Japan
  • 2017: a program-specific associate professor (AMED) at Graduate School of Medicine, Kyoto University, Japan
  • 2021: a lecturer at Graduate School of Medicine, Kyoto University, Japan
  • 2024: currently an associate professor at Center for Digital Transformation of Healthcare, Graduate School of Medicine, Kyoto University, Japan
    (Concurrent post) an associate professor at Department of Biomedical Data Science,
    Graduate School of Medicine, Kyoto University, Japan

Journal

Conference and workshop (first auther)

Conference and workshop (co-auther)

Book Chapter

Review article

Invited talk in domestic events (Japanese)

Domestic academic conference (first auther) (Japanese)

Domestic academic conference (co-auther) (Japanese)

Patent

  • SOUND PROCESSING DEVICE, SOUND PROCESSING METHOD AND PROGRAM: JP,2019-049414,A
  • ACOUSTIC PROCESSING DEVICE AND ACOUSTIC PROCESSING METHOD: JP,2018-040848,A
  • ENVIRONMENT UNDERSTANDING DEVICE AND ENVIRONMENT UNDERSTANDING METHOD: JP,2016-051052,A
  • ACOUSTIC PROCESSING DEVICE AND ACOUSTIC PROCESSING METHOD: JP,2017-040794,A
  • ENVIRONMENT UNDERSTANDING DEVICE AND ENVIRONMENT UNDERSTANDING METHOD: JP,2016-051052,A

Award

  • Kojima, R. and Sato, T.:ILP 2014 Best Student Paper runner-up
  • 小島諒介,杉山治, 中臺一博: 第33回日本ロボット学会研究奨励賞
  • 松林志保,鈴木麗璽,小島諒介,中臺一博: 第43回AIチャレンジ研究会優秀賞
  • 小島諒介,杉山治, 中臺一博: SI 2014 優秀講演者賞
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