• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to project page

2013 Fiscal Year Final Research Report

Machine-learning based statistical data matching and its application to microarray data analysis

Research Project

  • PDF
Project/Area Number 23700165
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionNagoya Institute of Technology

Principal Investigator

ICHIRO Takeuchi  名古屋工業大学, 工学(系)研究科(研究院), 准教授 (40335146)

Project Period (FY) 2011 – 2013
Keywordsmachine learning / bioinformatics / statistics
Research Abstract

We developed an algorithm and a software that can be used for evaluating the credibility of the knowledge taken from genome-wide biological data such as DNA expression microarray. Our algorithm is based on machine learning technology and it can compute the credibility of the knowledge efficiently. Our results are useful for evidence-based bio-medical studies.

  • Research Products

    (10 results)

All 2013 2012 2011

All Journal Article (2 results) Presentation (8 results)

  • [Journal Article] Multi-parametric solution-path algorithm for instance-weighted support vector machines2012

    • Author(s)
      M. Karasuyama, N. Harada, M. Sugiyama and I. Takeuchi
    • Journal Title

      Machine Learning

      Volume: vol.88 Pages: 297-330

  • [Journal Article] Nonlinear regularization path for quadratic loss support vector machines2011

    • Author(s)
      M. Karasuyama and I. Takeuchi
    • Journal Title

      IEEE Transactions on Neural Networks

      Volume: vol.22 Pages: 1513-1625

  • [Presentation] Parametric task learning2013

    • Author(s)
      I. Takeuchi, T. Hongo, M. Sugiyama and S. Nakajima
    • Organizer
      The 27th Annual Conference on Neural Information Processing Systems (NIPS2013)
    • Year and Date
      20131200
  • [Presentation] Global solver and its efficient approximation for variational Bayesian low-rank subspace clustering2013

    • Author(s)
      S. Nakajima, A. Takeda, S. D. Babacan, M. Sugiyama and I. Takeuchi
    • Organizer
      The 27th Annual Conference on Neural Information Processing Systems (NIPS2013)
    • Year and Date
      20131200
  • [Presentation] Infinitesimal annealing for training semi-supervised support vector machines2013

    • Author(s)
      K. Ogawa, I. Imamura, I. Takeuchi and M. Sugiyama
    • Organizer
      The 30th International Conference on Machine Learning (ICML2013)
    • Year and Date
      20130600
  • [Presentation] Safe screening of non-support vectors in pathwise SVM computation2013

    • Author(s)
      K. Ogawa, Y. Suzuki and I. Takeuchi
    • Organizer
      The 30th International Conference on Machine Learning (ICML2013)
    • Year and Date
      20130600
  • [Presentation] Density-difference estimation2012

    • Author(s)
      M. Sugiyama, T. Kanamori, T. Suzuki, M. Plessis, S. Liu and I. Takeuchi
    • Organizer
      26th Annual Conference on Neural Information Processing Systems (NIPS2012)
    • Year and Date
      20121200
  • [Presentation] パラメトリック計画法を用いたマルチインスタンスSVM2012

    • Author(s)
      石原直樹, 久留美里織, 竹内一郎
    • Organizer
      電子情報通信学会IBISML 研究会
    • Year and Date
      20121100
  • [Presentation] パラメトリック計画法を用いたS3VM の最適化手法に関する一考察2012

    • Author(s)
      小川晃平, 竹内一郎, 杉山将
    • Organizer
      電子情報通信学会IBISML 研究会
    • Year and Date
      20120600
  • [Presentation] Target neighbor consistent feature weighting for nearest neighbor classification2011

    • Author(s)
      I. Takeuchi and M. Sugiyama
    • Organizer
      25th Annual Conference on Neural Information Processing Systems (NIPS2011)
    • Year and Date
      20111200

URL: 

Published: 2015-06-25  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi