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Data analysis for high-dimensional data with discrete structures and its applications

Research Project

Project/Area Number 22700147
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionOsaka University

Principal Investigator

KAWAHARA Yoshinobu  大阪大学, 産業科学研究所, 助教 (00514796)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords機械学習 / データマイニング / 組合せ最適化 / 劣モジュラ関数最適化 / 離散凸構造 / 特徴選択 / 情報基盤 / アルゴリズム / バイオインフォマティクス / 離散構造 / 情報基礎
Research Abstract

The main goal of this research is to develop methodologies for efficient searches of solutions with global optimality or for incorporating discrete structures as prior knowledge in combinatorial analyses with high-dimensional data. Moreover, we aim at its evaluation of the usefulness in applications where combinatorial computation plays a central role. We developed some fundamental algorithms to calculate global/approximate optimal solutions in problems that are known to be difficult to solve(such as, NP-hard problems). Also, we studied a framework for the calculation where we can incorporate such discrete structures as prior knowledge into data analysis for efficient and accurate combinatorial calculation. Furthermore, we applied the developed methods to several applications and investigate the usefulness of the framework.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (67 results)

All 2013 2012 2011 2010 Other

All Journal Article (22 results) (of which Peer Reviewed: 22 results) Presentation (38 results) (of which Invited: 1 results) Remarks (4 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 2 results)

  • [Journal Article] Simultaneous pursuit of out-of-sample performance and sparsity in tracking portfolio2013

    • Author(s)
      A.Takeda, M.Niranjan, J.Goto and Y.Kawahara
    • Journal Title

      Computational Management Science

      Volume: Vol.10, No.1 Issue: 1 Pages: 21-49

    • DOI

      10.1007/s10287-012-0158-y

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Efficient network-guided multi-locus association mapping with graph cuts2013

    • Author(s)
      C. Azencott, D. Grimm, M. Sugiyama, Y. Kawahara and K. Borgwardt
    • Journal Title

      Bioinformatics

      Volume: 未定

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Separation of Stationary and Non-stationary Sources with a Generalized Eigenvalue Problem2012

    • Author(s)
      Satoshi Hara, Yoshinobu Kawahara, Takashi Washio, Paul von Bunau, Terumasa Tokunaga, Kiyohumi Yumoto
    • Journal Title

      Neural Networks

      Volume: 33 Pages: 7-20

    • DOI

      10.1016/j.neunet.2012.04.001

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sequential change-point detection based on direct density ratio estimation2012

    • Author(s)
      Y. Kawahara and M. Sugiyama
    • Journal Title

      Statistical Analysis and Data Mining

      Volume: Vol. 5 Issue: 2 Pages: 114-127

    • DOI

      10.1002/sam.10124

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Weighted likelihood policy search with model selection2012

    • Author(s)
      T. Ueno, K. Hayashi, T. Washio and Y. Kawahara
    • Journal Title

      Advances in Neural Information Processing Systems

      Volume: Vol. 25 Pages: 2366-2374

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust active learning for linear regression via density power divergence2012

    • Author(s)
      Y. Sogawa, T. Ueno, Y. Kawahara and T. Washio
    • Journal Title

      Neural Information Processing

      Volume: -- Pages: 594-602

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prismatic algorithm for discrete D.C. programming2011

    • Author(s)
      Y.Kawahara & T.Washio
    • Journal Title

      Advances in Neural Information Processing Systems

      Volume: 24 Pages: 2106-2114

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sizeconstrained submodular minimization through minimum norm base2011

    • Author(s)
      K.Nagano, Y.Kawahara and K.Aihara
    • Journal Title

      Proc. of the 28th Int'l Conf. on Machine Learning (ICML'11)

      Pages: 977-984

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Submodular fractional programming for balanced clustering2011

    • Author(s)
      Yoshinobu Kawahara, Kiyohito Nagano,and Yoshio Okamoto
    • Journal Title

      Pattern Recognition Letters

      Volume: 32 Issue: 2 Pages: 235-243

    • DOI

      10.1016/j.patrec.2010.08.008

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Analyzing relationships among ARMA processes based on non-Gaussianity of external influences2011

    • Author(s)
      Y.Kawahara, S.Shimizu, T.Washio
    • Journal Title

      Neurocomputing

      Volume: 74 Issue: 12-13 Pages: 2212-2221

    • DOI

      10.1016/j.neucom.2011.02.008

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] DirectLiNGAM : A direct method for learning a linear non-Gaussian structural equation model2011

    • Author(s)
      S.Shiizu, T.Inazumi, Y.Sogawa, A.Hyvarinen, Y.Kawahara, T.Washio, P.O.Hoyer, K.Bollen
    • Journal Title

      Journal of Machine Learning Research

      Volume: 12 Pages: 1225-1248

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Size-constrained submodular minimization through minimum norm base2011

    • Author(s)
      K.Nagano, Y.Kawahara, K.Aihara
    • Journal Title

      Proc.of the 28th Int'l Conf.on Machine Learning (ICML'11)

      Pages: 977-984

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spacecraft Telemetry Monitoring Method Based on Dimensionality Reduction and Clustering2011

    • Author(s)
      矢入健久, 乾稔, 河原吉伸, 高田昇
    • Journal Title

      JOURNAL OF THE JAPAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES

      Volume: 59 Issue: 691 Pages: 197-205

    • DOI

      10.2322/jjsass.59.197

    • NAID

      10030274798

    • ISSN
      1344-6460, 2432-3691
    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering causal structures in binary exclusive-or skew acyclic models2011

    • Author(s)
      T.Inazumi, T.Washi, S.Shimizu, J.Suzuki, A.Yamamoto, Y.Kawahara
    • Journal Title

      Proc.of the 27th Conf.on Uncertainty in Artificial Intelligence (UAI'11)

      Pages: 373-382

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 局所線形モデルのアラインメントによる非線形動的システムの学習法2011

    • Author(s)
      上甲昌郎, 河原吉伸, 矢入健久
    • Journal Title

      人工知能学会論文誌

      Volume: 26 Pages: 638-648

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prismatic algorithm for discrete D.C.programming problem2011

    • Author(s)
      Y.Kawahara, T.Washio
    • Journal Title

      Advances in Neural Information Processing Systems

      Volume: 24 Pages: 2106-2114

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Submoduar fractional programming for balanced clustering2011

    • Author(s)
      Y.Kawahara, K.Nagano, Y.Okamoto
    • Journal Title

      Pattern Recognition Letters

      Volume: 32 Pages: 235-243

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Minimum average cost clustering2010

    • Author(s)
      K.Nagano, Y.Kawahara and S.Iwata
    • Journal Title

      Advances in Neural Information Processing Systems

      Volume: 23 Pages: 1759-1767

    • Related Report
      2012 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stationary subspace analysis as a generalized eigenvalue problem2010

    • Author(s)
      S.Hara, Y.Kawahara, T.Washio, P.Bunau
    • Journal Title

      Proc.of the 17th Int'l Conf. on Neural Information Processing (ICONIP'10)

      Pages: 422-429

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning nonlinear dynamical systems by alignment of local linear models2010

    • Author(s)
      M.Joko, Y.Kawahara, T.Yairi
    • Journal Title

      Proc.of the 20th Int'l Conf.on Pattern Recognition (ICPR'10)

      Pages: 1084-1087

    • NAID

      130001072420

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An experimental comparison of linear non-Gaussian causal discovery method and their variants2010

    • Author(s)
      Y.Sogawa, S.Shimixu, Y.Kawahara, T.Washio
    • Journal Title

      Proc.of the 20th Int'l Conf.on Neural Networks (IJCNN'10)

      Pages: 768-775

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient network-guided multi-locus association mapping with graph cuts

    • Author(s)
      C.Azencott, D.Grimm, M.Sugiyama, Y.Kawahara and K.Borgwardt
    • Journal Title

      Bioinformatics (Proc. Of ISMB/ECCB' 13)

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Presentation] 機械学習における組合せ最適化の最近の話題:離散凸性の利用を中心として2012

    • Author(s)
      河原吉伸
    • Organizer
      日本オペレーションズ・リサーチ学会関西支部研究実践者交流会
    • Place of Presentation
      大阪
    • Year and Date
      2012-11-10
    • Related Report
      2012 Final Research Report
  • [Presentation] 乱択アルゴリズムを用いた特徴選択2012

    • Author(s)
      杉本和正, 河原吉伸, 鷲尾隆
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口
    • Year and Date
      2012-06-14
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] 重み付き最尤推定に基づく方策探索法2012

    • Author(s)
      植野剛, 林浩平, 鷲尾隆, 河原吉伸
    • Organizer
      第15回情報論的学習理論ワークショップ
    • Place of Presentation
      東京
    • Related Report
      2012 Annual Research Report
  • [Presentation] Density Power Divergenceを利用したノイジーオラクル下における能動学習2012

    • Author(s)
      十河泰弘, 植野剛, 河原吉伸, 鷲尾隆
    • Organizer
      第15回情報論的学習理論ワークショップ
    • Place of Presentation
      東京
    • Related Report
      2012 Annual Research Report
  • [Presentation] 低次元プロットの集合による高次元データ可視化の一手法(1)2012

    • Author(s)
      鄭雲珠, 末松はるか, 伊藤貴之, 藤巻遼平, 森永聡, 河原吉伸
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] 低次元プロットの集合による高次元データ可視化の一手法(2)2012

    • Author(s)
      末松はるか, 鄭雲珠, 伊藤貴之, 藤巻遼平, 森永聡, 河原吉伸
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] 多様体上での経路積分型制御2012

    • Author(s)
      植野剛, 河原吉伸, 鷲尾隆
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] Density Power Divergenceを利用したノイジーオラクル下における能動学習2012

    • Author(s)
      十河泰弘, 植野剛, 河原吉伸, 鷲尾隆
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] Challenges on combinatorial computation for large data using discrete structures2011

    • Author(s)
      Y.Kawahara
    • Organizer
      CompView Final Symposium
    • Place of Presentation
      東京
    • Year and Date
      2011-12-05
    • Related Report
      2012 Final Research Report
  • [Presentation] Challenges on Combinatorial Computation for Large Data Using Discrete Structures2011

    • Author(s)
      Y.Kawahara
    • Organizer
      CompView Final Symposium
    • Place of Presentation
      ワークピア横浜(横浜)(招待講演)
    • Year and Date
      2011-12-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] 関数モデル上の統計的因果推論研究の現状2011

    • Author(s)
      鷲尾隆, 稲積孝紀,清水昌平,鈴木譲,山本章博, 河原吉伸
    • Organizer
      第83回人工知能基本問題研究会
    • Place of Presentation
      東京
    • Year and Date
      2011-11-27
    • Related Report
      2012 Final Research Report
  • [Presentation] 関数モデル上の統計的因果推論研究の現状2011

    • Author(s)
      鷲尾隆, 稲積孝紀, 清水昌平, 鈴木譲, 山本章博, 河原吉伸
    • Organizer
      人工知能学会第83回基本問題研究会
    • Place of Presentation
      電気通信大学(東京)(招待講演)
    • Year and Date
      2011-11-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] 二値データに対するデータ生成過程の推定2011

    • Author(s)
      稲積孝紀, 鷲尾隆, 清水昌平, 鈴木譲, 山本章博, 河原吉伸
    • Organizer
      第14回情報論的学習理論ワークショップ
    • Place of Presentation
      奈良女子大学(奈良)
    • Year and Date
      2011-11-10
    • Related Report
      2011 Annual Research Report
  • [Presentation] 離散 DC 計画のためのプリズム法とその応用2011

    • Author(s)
      河原吉伸, 鷲尾隆
    • Organizer
      第14回情報論的学習理論ワークショップ(IBIS'11)
    • Place of Presentation
      奈良
    • Year and Date
      2011-11-09
    • Related Report
      2012 Final Research Report
  • [Presentation] 動的方策計画法によるモジュール学習制御2011

    • Author(s)
      植野剛, 河原吉伸, 鷲尾隆
    • Organizer
      第14回情報論的学習理論ワークショップ
    • Place of Presentation
      奈良女子大学(奈良)
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] 離散DC計画のためのプリズム法とその応用2011

    • Author(s)
      河原吉伸, 鷲尾隆
    • Organizer
      第14回情報論的学習理論ワークショップ
    • Place of Presentation
      奈良女子大学(奈良)
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] 劣モジュラ性を用いた機械学習の新展開2011

    • Author(s)
      河原吉伸
    • Organizer
      第23回 RAMP シンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2011-10-24
    • Related Report
      2012 Final Research Report
  • [Presentation] 劣モジュラ性を用いた機械学習の新展開2011

    • Author(s)
      河原吉伸
    • Organizer
      第23回RAMPシンポジウム
    • Place of Presentation
      関西大学(大阪)(招待講演)
    • Year and Date
      2011-10-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] 正則化による疎表現推定における劣モジュラ性の利用と最適化2011

    • Author(s)
      河原吉伸
    • Organizer
      圧縮センシングとその周辺(2)
    • Place of Presentation
      京都
    • Year and Date
      2011-07-23
    • Related Report
      2012 Final Research Report
  • [Presentation] 正則化による疎表現推定における劣モジュラ性の利用と最適化2011

    • Author(s)
      河原吉伸
    • Organizer
      圧縮センシングとその周辺(2)
    • Place of Presentation
      京都大学(京都)
    • Year and Date
      2011-07-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] Analyzing relationships between CTARMA and ARMA models2011

    • Author(s)
      M.Demeshko, T.Washio, Y.Kawahara, S.Shimizu
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(盛岡)
    • Year and Date
      2011-06-02
    • Related Report
      2011 Annual Research Report
  • [Presentation] 定常時系列データの非ガウス性を用いたARMAモデルによる変数間決定関係の解析2011

    • Author(s)
      田代竜也, 清水昌平, 河原吉伸, 鷲尾隆
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(盛岡)
    • Year and Date
      2011-06-02
    • Related Report
      2011 Annual Research Report
  • [Presentation] 二値データに対するデータ生成過程の推定2011

    • Author(s)
      稲積孝紀, 鷲尾隆, 清水昌平, 鈴木譲, 山本章博, 河原吉伸
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(盛岡)
    • Year and Date
      2011-06-02
    • Related Report
      2011 Annual Research Report
  • [Presentation] 劣モジュラ最適化に基づいたグラフ系列のクラスタリング2011

    • Author(s)
      岸本卓也, 猪口明博, 河原吉伸, 鷲尾隆
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      盛岡
    • Year and Date
      2011-06-01
    • Related Report
      2012 Final Research Report
  • [Presentation] Analyzing optimal marketing strategies over customers networks2011

    • Author(s)
      Q.Liu, Y.Kawahara and T.Washio
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      盛岡
    • Year and Date
      2011-06-01
    • Related Report
      2012 Final Research Report
  • [Presentation] 劣モジュラ最適化に基づいたグラフ系列のクラスタリング2011

    • Author(s)
      岸本卓也, 猪口明博, 河原吉伸, 鷲尾隆
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(盛岡)
    • Year and Date
      2011-06-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] Analyzing optimal marketing strategies over customers' networks2011

    • Author(s)
      Q.Liu, Y.Kawahara, T.Washio
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(盛岡)
    • Year and Date
      2011-06-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] 最小平均費用クラスタリング2010

    • Author(s)
      永野清仁, 河原吉伸, 合原一幸
    • Organizer
      第13回情報論的学習理論ワークショップ(IBIS'10)
    • Place of Presentation
      東京
    • Year and Date
      2010-11-04
    • Related Report
      2012 Final Research Report
  • [Presentation] 劣モジュラ性を用いたデータ生成過程の学習2010

    • Author(s)
      河原吉伸
    • Organizer
      第13回情報論的学習理論ワークショップ(IBIS'11)
    • Place of Presentation
      東京
    • Year and Date
      2010-11-04
    • Related Report
      2012 Final Research Report
  • [Presentation] 劣モジュラ性を用いたデータ生成過程の学習2010

    • Author(s)
      河原吉伸
    • Organizer
      第13回情報論的学習理論ワークショップ
    • Place of Presentation
      東京大学(東京)
    • Year and Date
      2010-11-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] 最小平均費用クラスタリング2010

    • Author(s)
      永野清仁, 河原吉伸, 岩田覚
    • Organizer
      第13回情報論的学習理論ワークショップ
    • Place of Presentation
      東京大学(東京)
    • Year and Date
      2010-11-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] 正準相関監視によるCAL板破断予知技術2010

    • Author(s)
      平田丈英, 浅野一哉, 佐々木聡洋, 前田一郎, 河原吉伸, 矢入健久
    • Organizer
      第160回日本鉄鋼協会秋季大会
    • Place of Presentation
      北海道大学(札幌)
    • Year and Date
      2010-09-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] 不完全データにおける情報量基準の状態空間モデルへの応用2010

    • Author(s)
      青井遙, 河原吉伸, 下平英寿
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学(東京)
    • Year and Date
      2010-09-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Spacecraft telemetry data monitoring by dimensionality reduction techniques2010

    • Author(s)
      T.Yairi, A.Yoshiki, M, Inui, Y.Kawahara, N.Takata
    • Organizer
      SICE Annual Conference 2010
    • Place of Presentation
      Taipei (Taiwan)
    • Year and Date
      2010-08-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] データの非正規性を活用する因果構造探索法と事前情報の利用2010

    • Author(s)
      稲積孝紀, 十河康弘, 清水昌平, 河原吉伸, 鷲尾隆
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎ブリックホール(長崎)
    • Year and Date
      2010-06-10
    • Related Report
      2010 Annual Research Report
  • [Presentation] 局所線型モデルの整列による非線形システムの学習法2010

    • Author(s)
      上甲昌郎, 河原吉伸, 矢入健久
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎プリックホール(長崎)
    • Year and Date
      2010-06-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 高次元確率空間における高精度期待値ベイズ推定の検討2010

    • Author(s)
      松田衆治, Nguyen Ha Hon, 鷲尾隆, 河原吉伸, 清水昌平, 猪口明博
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎ブリックホール(長崎)
    • Year and Date
      2010-06-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 機械学習における組合せ最適化の最近の話題:離散凸性の利用を中心として

    • Author(s)
      河原吉伸
    • Organizer
      日本オペレーションズ・リサーチ学会関西支部研究実践者交流会
    • Place of Presentation
      大阪
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Remarks] ホームページ

    • URL

      http://www.ar.sanken.osaka-u.ac.jp/~kawahara/jp/

    • Related Report
      2012 Final Research Report
  • [Remarks] 研究代表者作成のホームページ

    • URL

      http://www.ar.sanken.osaka-u.ac.jp/~kawahara/jp/

    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.ar.sanken.osaka-u.ac.jp/~kawahara/index_ja.html

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.ar.sanken.osaka-u.ac.jp/~kawahara/

    • Related Report
      2010 Annual Research Report
  • [Patent(Industrial Property Rights)] 多次元データ可視化装置、方法およびプログラム2012

    • Inventor(s)
      森永聡、河原吉伸、伊藤貴之、鄭雲珠、末松はるか
    • Industrial Property Rights Holder
      NECとお茶の水大学(出願)
    • Industrial Property Number
      2012-022112
    • Filing Date
      2012-02-03
    • Related Report
      2011 Annual Research Report
  • [Patent(Industrial Property Rights)] 判別モデル学習装置、判別モデル学習方法および判別モデル学習プログラム(Discriminant model learning device, method and program)2012

    • Inventor(s)
      森永聡、藤巻遼平、河原吉伸
    • Industrial Property Rights Holder
      NEC
    • Filing Date
      2012-02-08
    • Related Report
      2011 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 最適クエリ生成装置、最適クエリ抽出方法および判別モデル学習方法(Optimized query generating device and method, and discriminant model learning method)2012

    • Inventor(s)
      森永聡、藤巻遼平、河原吉伸
    • Industrial Property Rights Holder
      NEC
    • Filing Date
      2012-02-08
    • Related Report
      2011 Annual Research Report
    • Overseas

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Published: 2010-08-23   Modified: 2019-07-29  

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