Development of Causal Structure Mining Method for Large Scale Dimensional Data and Construction of Gene Function Knowledge Base

• Project/Area Number: 19200013
• Research Category: Grant-in-Aid for Scientific Research (A)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Osaka University
• Principal Investigator: WASHIO Takashi Osaka University, 産業科学研究所, 教授 (00192815)
• Co-Investigator(Kenkyū-buntansha): KANO Yutaka 大阪大学, 基礎工学研究科, 教授 (20201436) ; IMOTO Seiya 東京大学, 医科学研究所, 准教授 (10345027) ; OHARA Kouzou 青山学院大学, 理工学部, 准教授 (30294127) ; TERMIER Alexandlre Universite Joseph Fourier, Laboratoired' Informatique de Grenoble, 助教 (60435823) ; 猪口 明博 大阪大学, 産業科学研究所, 助教 (70452456)
• Co-Investigator(Renkei-kenkyūsha): INOKUCHI Akihiro 大阪大学, 産業科学研究所, 助教 (70452456) ; SHIMIZU Shohei 大阪大学, 産業科学研究所, 助教 (10509871) ; KAWAHARA Yoshinobu 大阪大学, 産業科学研究所, 助教 (00514796)
• Project Period (FY): 2007 – 2009
• Project Status: Completed (Fiscal Year 2009)
• Budget Amount: ¥38,480,000 (Direct Cost: ¥29,600,000、Indirect Cost: ¥8,880,000); Fiscal Year 2009: ¥10,400,000 (Direct Cost: ¥8,000,000、Indirect Cost: ¥2,400,000); Fiscal Year 2008: ¥12,350,000 (Direct Cost: ¥9,500,000、Indirect Cost: ¥2,850,000); Fiscal Year 2007: ¥15,730,000 (Direct Cost: ¥12,100,000、Indirect Cost: ¥3,630,000)
• Keywords: 大規模次元 / 因果推論 / データマイニング / 遺伝子機能 / 知識ベース / グラフマイニング / 遺子機能 / 統計的因果推論 / 独立成分分析 / 遺伝子発現度測定データ / 大規模変数次元データ / 因果ネットワーク / 少数事例データ / 高速相関係数推定

Research Abstract

Scientists attempt to figure out function of each gene through the analysis of causal relations between gene expressions by using measurement data of the many gene expression variables (large scale dimensional data). However, the analysis of causal relations between dozens or hundreds of variables is hardly performed manually. In spite of this problem, the number of variables to which the computer based causal analysis is applicable is limited to 20-30 in the state of the art. Accordingly, this work developed a novel principle of the statistical causal analysis, and furthermore constructed a knowledge base of the functional relations among expressed genes for the scientists by using our developed approach.

Research Products

• [Journal Article] Modeling deposit outflow in financial srises : application to branchmanagement and customer relationship management (2010)
  • Author(s): Katsutoshi Yada, Takashi Washio, Yasuharu Ukai
  • Journal Title: Int.J.Advanced Intelligence Paradigms 2 Pages: 254-270
  • Peer Reviewed
• [Journal Article] ユークリッド距離の高速高精度推定と範囲問合せへの応用 (2010)
  • Author(s): 城戸健太郎, 桑島洋, 鷲尾隆
  • Journal Title: 情報処理学会論文誌 50 Pages: 1493-1505
  • NAID: 40019551214
  • Peer Reviewed
• [Journal Article] Estimation of linear non-Gaussian acyclic models for latent factors (2009)
  • Author(s): S. Shimizu, P.O. Hoyer, A. Hyvarinen
  • Journal Title: Neurocomputing Vol.72 Pages: 2024-2027
  • Peer Reviewed
• [Journal Article] ユークリッド距離の高速高精度推定と範囲問合せへの応用 (2009)
  • Author(s): 城戸健太郎, 桑島洋, 鷲尾隆
  • Journal Title: 情報処理学会論文誌 Vol.50,No.5 Pages: 1493-1505
  • NAID: 40019551214
  • Peer Reviewed
• [Journal Article] Unraveling dynamic activities of autocrine pathways that control drug-response transcriptome networks (2009)
  • Author(s): Y. Tamada, H. Araki, S. Imoto, M. Nagasaki, A. Doi, Y. Nakanishi, Y. Tomiyasu, K. Yasuda, B. Dunmore, D. Sanders, S. Humphries, C. Print, D.S. Charnock-Jones, K. Tashiro, S. Kuhara, S. Miyano
  • Journal Title: Pacific Symposium on Biocomputing Vol.14 Pages: 251-263
  • Peer Reviewed
• [Journal Article] Simple computation of maximum likelihood estimates in latent class model with equality and constant constraints (2009)
  • Author(s): K. Takai, Y. Kano
  • Journal Title: Communications in Statistics-Simulation and Computation Vol.38,No.3 Pages: 654-665
  • Peer Reviewed
• [Journal Article] A direct method for estimating a causal ordering in a linear non-Gaussi an acyclic model (2009)
  • Author(s): Shohei Shimizu, Aapo Hyvarinen, Yoshinobu Kawahara, Takashi Washio
  • Journal Title: Proc.Of UAI2009 : The 25th Conference on Uncetainty in Artificial Intelligence, Causality II & Graphical Models 1
  • Peer Reviewed
• [Journal Article] Optimization of Budget Allocation for TV Advertising (2009)
  • Author(s): Kohei Ichikawa, Katsutoshi Yada, Namiko Nakachi, Takashi Washio
  • Journal Title: Proc.of KES2009:13th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, J. D. Velasquez et al. (Eds.) LNAI 5712 Part II Pages: 270-277
  • Peer Reviewed
• [Journal Article] (2009)
  • Author(s): Takashi Washio
  • Journal Title: Computing Paradigms and Computational Intelligence, Special Issue on Data-Mining and Statistical Science New Generation Computing(Ohmsha and Springer) Pages: 285-363
• [Journal Article] (2009)
  • Author(s): Kenta Fukata, Takashi Washio, Katsuyoshi Yada, Hiroshi Motoda
  • Journal Title: Data Mining for Design And Marketing, A Method to Search ARX Model Orders and Its Application to Sales Dynamics Analysis(CRC Press, Taylor & Francis Corp.) Pages: 81-94
• [Journal Article] Unraveling dynamic activities of autocrine pathways that control drug-response transcriptome networks (2009)
  • Author(s): Y. Tamada, H. Araki, S. Imoto, et al.
  • Journal Title: Pacific Symposium on Biocomputing Vol. 14 Pages: 251-263
  • Peer Reviewed
• [Journal Article] Simple computation of maximum likelihood estimates in latent class model with equality and constant constraints (2009)
  • Author(s): K. Takai, Y. Kano
  • Journal Title: Communications in Statistics - Simulation and Computation (accepted)
  • Peer Reviewed
• [Journal Article] Use of Non-Normality in Structural Equation Modeling: Application to Direction of Causation (2008)
  • Author(s): S. Shimizu, Y. Kano
  • Journal Title: J. of Statistical Planning and Inference Vol.138 Pages: 3483-3491
  • Peer Reviewed
• [Journal Article] Modeling Dynamic Substate Chains among Massive States (2008)
  • Author(s): V.P. Nguyen, T. Washio
  • Journal Title: Intelligent Data Analysis Vol.12,No.3 Pages: 271-291
  • Peer Reviewed
• [Journal Article] DryadeParent, An Efficient and Robust Closed Attribute Tree Mining Algorithm (2008)
  • Author(s): A. Termier, M.-C. Rousset, M. Sebag, K. Ohara, T. Washio, Hiroshi Motoda
  • Journal Title: IEEE Trans. on Knowledge and Data Eng. Vol.20,No.2 Pages: 300-320
  • Peer Reviewed
• [Journal Article] Bayesian learning of biological pathways on genomic data assimilation (2008)
  • Author(s): R. Yoshida, M. Nagasaki, R. Yamaguchi, S. Imoto, S. Miyano, T. Higuchi
  • Journal Title: Bioinformatics Vol.24,No.22 Pages: 592-2601
  • Peer Reviewed
• [Journal Article] Statistical inference of transcriptional module-based gene networks from time course gene expression profiles by using state space models (2008)
  • Author(s): O. Hirose, R. Yoshida, S. Imoto, R. Yamaguchi, T. Higuchi, D.S. Charnock-Jones, C. Print, S. Miyano
  • Journal Title: Bioinformatics Vol.24,No.7 Pages: 932-942
  • Peer Reviewed
• [Journal Article] Estimation of nonlinear gene regulatory networks via L1 regularized NVAR from time series gene expression data (2008)
  • Author(s): K. Kojima, A. Fujita, T. Shimamura, S. Imoto, S. Miyano
  • Journal Title: Genome Informatics Vol.20 Pages: 37-51
  • NAID: 130003997510
  • Peer Reviewed
• [Journal Article] Finding optimal Bayesian network given a super-structure (2008)
  • Author(s): E. Perrier, S. Imoto, S. Miyano
  • Journal Title: Journal of Machine Learning Research Vol.9 Pages: 2251-228
  • Peer Reviewed
• [Journal Article] Predicting differences in gene regulatory systems by state space models (2008)
  • Author(s): R. Yamaguchi, S. Imoto, M. Yamauchi, M. Nagasaki, R. Yoshida, T. Shimamura, Y. Hatanaka, K. Ueno, T. Higuchi, N. Gotoh, S. Miyano
  • Journal Title: Genome Informatics Vol.21 Pages: 101-113
  • NAID: 130003997534
  • Peer Reviewed
• [Journal Article] Test of independence in a 2 × 2 contingency table with nonignorable nonresponse via constrained EM algorithm (2008)
  • Author(s): K. Takai, Y. Kano
  • Journal Title: Computational Statistics and Data Analysis Vol.52,No.11 Pages: 5229-5241
  • Peer Reviewed
• [Journal Article] Modeling Dynamic Substate Chains among Massive States (2008)
  • Author(s): Viet Phuong Nguyen, Takashi Washio
  • Journal Title: Intelligent Data Analysis Vol. 12, No. 3 Pages: 271-291
  • Peer Reviewed
• [Journal Article] DRYADEPARENT, An Efficient and Closed Attribute Tree Mining Algorithm (2008)
  • Author(s): Alexandre Termier, Takashi Washio, et al.
  • Journal Title: IEEE Transactions on Knowledge and Data Engineering Vol. 20, No. 2 Pages: 1-21
  • Peer Reviewed
• [Journal Article] A Fast Method to Mine Frequent Subsequences from Graph Sequence Data (2008)
  • Author(s): Akihiro Inokuchi, Takashi Washio
  • Journal Title: Proc. of IEEE International Conference on Data Mining 2008 ICDM2008 Pages: 303-312
  • Peer Reviewed
• [Journal Article] A Bank Run Model in Financial Crises (2008)
  • Author(s): Katsutoshi Yada, Takashi Washio, et al.
  • Journal Title: Proc. of 12th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems KES2008, Part II, LNAI 5178 Pages: 703-710
  • Peer Reviewed
• [Journal Article] A Range Query Approach for High Dimensional Euclidean Space Based on EDM Estimation (2008)
  • Author(s): Kentarou Kido, Hiroshi Kuwajima, Takashi Washio
  • Journal Title: Proc. of the 18th SIAM International Cinference on Data Mining SDM2008 Pages: 387-398
  • Peer Reviewed
• [Journal Article] Estimation of nonlinear gene regulatory networks via L1 regularized NVAR from time series gene expression data (2008)
  • Author(s): K. Kojima, A. Fujita, T. Shimamura, S. Imoto, S. Miyano
  • Journal Title: Genome Informatics Vol. 20 Pages: 37-51
  • NAID: 130003997510
  • Peer Reviewed
• [Journal Article] Partial order-based Bayesian network learning algorithm for estimating gene networks (2008)
  • Author(s): K. Numata, S. Imoto, S. Miyano
  • Journal Title: Proc. IEEE Bioinformatics and Biomedicine Pages: 357-360
  • Peer Reviewed
• [Journal Article] Finding optimal Bayesian network given a super-structure (2008)
  • Author(s): E. Perrier, S. Imoto, S. Miyano
  • Journal Title: Journal of Machine Learning Research Vol. 9 Pages: 2251-2286
  • Peer Reviewed
• [Journal Article] Predicting differences in gene regulatory systems by state space models (2008)
  • Author(s): R. Yamaguchi, S. Imoto, et al.
  • Journal Title: Genome Informatics Vol. 21 Pages: 101-113
  • NAID: 130003997534
  • Peer Reviewed
• [Journal Article] Test of independence in a 2×2 contingency table with nonignorable nonresponse via constrained EM algorithm (2008)
  • Author(s): K. Takai, Y. Kano
  • Journal Title: Computational Statistics and Data Analysis Vol. 52, No. 11 Pages: 5229-5241
  • Peer Reviewed
• [Journal Article] DRYADEPARENT, An Efficient and Closed Attribute Tree Mining Algorithm (2008)
  • Author(s): Alexandre Termier, Takashi Washio.
  • Journal Title: IEEE Transactions on Knowledge and Data Engineering Vol.20,No.2
  • Peer Reviewed
• [Journal Article] A Classification Method Based on Subspace Clustering and Association Rules (2007)
  • Author(s): T. Washio, K. Nakanishi, H. Motoda
  • Journal Title: New Generation Computing Vol.25 Pages: 235-245
  • NAID: 10022006874
  • Peer Reviewed
• [Journal Article] グラフマイニングとその統計的モデリングへの応用 (2007)
  • Author(s): 鷲尾隆, 樋口知之, 井元清哉, 玉田嘉紀, 佐藤健, 元田浩
  • Journal Title: 予測と発見 Vol.54,No.2 Pages: 315-331
  • NAID: 120006019046
  • Peer Reviewed
• [Journal Article] Finding module-based gene networks with state-space models-Mining high-dimensional and short time-course gene expression data, Special Issue on Signal Processing Methods in Genomics and Proteomics (2007)
  • Author(s): R. Yamaguchi, R. Yoshida, S. Imoto, T. Higuchi, S. Miyano
  • Journal Title: IEEE Signal Processing Magazine Vol.24,No.1 Pages: 37-46
  • Peer Reviewed
• [Journal Article] A Classification Method Based on Subspace Clustering and Association Rules (2007)
  • Author(s): Takashi Washio, Koutarou Naka nishi and Hiroshi Motoda
  • Journal Title: New Generation Computing Vol.25 Pages: 235-245
  • NAID: 10022006874
  • Peer Reviewed
• [Journal Article] Communicability Griteria of Law Equation Discovery (2007)
  • Author(s): Takashi Washio and Hiroshi Motoda
  • Journal Title: Computational Discovery of Scientific Knowledge LNAI4660 Pages: 98-119
  • Peer Reviewed
• [Journal Article] Analysis of Hepatitis Dataset by Decision Tree Based on Graph-Based Induction (2007)
  • Author(s): Warodom Geamsakul, Takashi Washio.
  • Journal Title: New Frontiers in Artificial Intelligence LNAI3609 Pages: 5-28
  • Peer Reviewed
• [Journal Article] Fast PSD Matrix Estimation by Column Reductions (2007)
  • Author(s): Hiroshi Kuwajima and Takashi Wasiho
  • Journal Title: ISM Report on Research and Education No.25 Pages: 179-189
  • Peer Reviewed
• [Journal Article] Large PSD Matrix Estimation from Partial Elements (2007)
  • Author(s): Hiroshi Kuwajima and Takashi Washio
  • Journal Title: Workingnotes of Seventh IEEE International Conference on Data Mining-Workshops IEEE DOI 10.1109/ICDMW.2007.24 Pages: 337-342
  • NAID: 130008079472
  • Peer Reviewed
• [Journal Article] DIGDAG, a first algorithm to mine closed frequent embedded sub-DAGs (2007)
  • Author(s): Alexandre Termier, Takashi Washio.
  • Journal Title: Proc. of MLG Workshop 2007, Mining and Learning with Graphs Vol.1 Pages: 41-46
  • Peer Reviewed
• [Presentation] Submodularity cuts and applicastions (2009)
  • Author(s): Y. Kawahara, K. Nagano, K. Tsuda, J. Bilmes
  • Organizer: Proc. of NIPS2009: Advances in Neural Information Processing
  • Place of Presentation: Vancouver (Canada)
  • Year and Date: 2009-12-08
• [Presentation] 統計的大規模因果推論の課題と非ガウス性に基づく挑戦 (2009)
  • Author(s): 鷲尾隆, 清水昌平, 河原吉伸, 猪口明博
  • Organizer: 第75回人工知能学会基本問題研究会(SIG-FPAI), (社)人工知能学会
  • Place of Presentation: 電気通信大学(東京都)
  • Year and Date: 2009-11-13
• [Presentation] Bank Run Modeling and Deposit Withdrawal Estimation for Financial Crises (2009)
  • Author(s): Katsuyoshi Yada, Takashi Washio, Yasuharu Ukai, Hisao Nagaoka
  • Organizer: 第3回ファイナンスにおける人工知能応用研究会(SIG-FIN), (社)人工知能学会
  • Place of Presentation: 産業技術総合研究所臨海副都心センター(東京都)
  • Year and Date: 2009-09-12
• [Presentation] Modeling Deposit Outflow in Financial Crises : Application to Branch Management and Customer Relationship Management (2009)
  • Author(s): Katsuyoshi Yada, Takashi Washio, Yasuharu Ukai
  • Organizer: Proc.Of 2009 Far East and South Asia Meeting of the Econometric Society
  • Place of Presentation: Tokyo University (Tokyo)
  • Year and Date: 2009-08-04
• [Presentation] Consistency of penalized risk of boosting methods in binary classification (2009)
  • Author(s): K. Hayashi, S. Shimizu, Y. Kano
  • Organizer: In New Trends in Psychometrics, Post Proceedings of IMPS2007: the 15th International and 72nd Annual Meeting of the Psychometric Society
  • Place of Presentation: Tower Hall Funabori(Tokyo)
  • Year and Date: 2009-07-11
• [Presentation] Factor prediction in time series factor analysis (2009)
  • Author(s): K. Takai, Y. Kano
  • Organizer: In New Trends in Psychometrics, Post Proceedings of IMPS2007: the 15th International and 72nd Annual Meeting of the Psychometric Society, Psychometric Society
  • Place of Presentation: Tower Hall Funabori(Tokyo)
  • Year and Date: 2009-07-10
• [Presentation] Identification of an Exogenous Variable in a Linear non-Gaussian Structural Equation Model (2009)
  • Author(s): Shohei Shimizu, Aapo Hyvarinen, Yoshinobu Kawahara, Takashi Washio
  • Organizer: The International Workshop on Data Mining and Statistical Science (DMSS2009)
  • Place of Presentation: Tokyo Institute of Technology (Tokyo)
  • Year and Date: 2009-07-08
• [Presentation] A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model (2009)
  • Author(s): S. Shimizu, A. Hyvinen, Y. Kawahara, T. Washio
  • Organizer: Proc. of UAI2009: 25th Conf. on Uncertainty in Artificial Intelligence, Causality II & Graphical Models
  • Place of Presentation: Montreal(Canada)
  • Year and Date: 2009-06-21
• [Presentation] 高次元ダイナミクスシステムのフィルタリング手法の提案 (2009)
  • Author(s): Nguyen Viet Phuong, 鷲尾隆, 中野慎也, 上野玄太, 中村和幸, 樋口知之
  • Organizer: 人工知能学会第23回全国大会(JSAI 2009)
  • Place of Presentation: サンポートホール高松(香川県)
  • Year and Date: 2009-06-19
• [Presentation] PSD推定の適用範囲拡大と精度向上手法の検討 (2009)
  • Author(s): Nguyen Ha Hong, 鷲尾隆, 宇野毅明, Lim Ee-Peng, 桑島洋
  • Organizer: 人工知能学会第23回全国大会(JSAI 2009)
  • Place of Presentation: サンポートホール高松(香川県)
  • Year and Date: 2009-06-18
• [Presentation] グラフ時系列データからの頻出部分系列マイニング手法の性能評価 (2009)
  • Author(s): 猪口明博, 鷲尾隆
  • Organizer: 人工知能学会第23回全国大会(JSAI 2009)
  • Place of Presentation: サンポートホール高松(香川県)
  • Year and Date: 2009-06-18
• [Presentation] 独立成分分析を用いた外生的発現遺伝子同定解析 (2009)
  • Author(s): 十河泰弘, 清水昌平, 鷲尾隆, 井元清哉
  • Organizer: 人工知能学会第23回全国大会(JSAI 2009)
  • Place of Presentation: サンポートホール高松(香川県)
  • Year and Date: 2009-06-18
• [Presentation] 複雑時系列データのためのOLAPシステムの並列化手法 (2009)
  • Author(s): 生田泰章, 猪口明博, 鷲尾隆
  • Organizer: 人工知能学会第23回全国大会(JSAI 2009)
  • Place of Presentation: サンポートホール高松(香川県)
  • Year and Date: 2009-06-17
• [Presentation] A Fast Method to Mine Frequent Subsequences from Graph Sequence (2008)
  • Author(s): A. Inokuchi, T. Washio
  • Organizer: Proc. of ICDM2008: 8th IEEE Int. Conf. on Data Mining
  • Place of Presentation: Pisa, Italy
  • Year and Date: 2008-12-17
• [Presentation] 生命体データ同化 : 生体内パスウェイシミュレーションと計測データを融合する確率的枠組み (2008)
  • Author(s): 井元 清哉
  • Organizer: 科研費特定領域「情報統計力学の深化と展開」平成20年度公開シンポジウム(Invited)
  • Place of Presentation: 北海道札幌市
  • Year and Date: 2008-12-17
• [Presentation] 動的ネットワーク構造探索の計算イニシアティブ (2008)
  • Author(s): 井元 清哉
  • Organizer: 分子生物学会BMB2008シンポジウム(Invited)
  • Place of Presentation: 兵庫県神戸市
  • Year and Date: 2008-12-12
• [Presentation] バイオマーカー・分子標的探索のための動的ネットワークを 予測する計算科学的方法の開発 (2008)
  • Author(s): 井元 清哉
  • Organizer: 分子生物学会BMB2008シンポジウム(Invited)
  • Place of Presentation: 兵庫県神戸市
  • Year and Date: 2008-12-12
• [Presentation] Regression with interval output values (2008)
  • Author(s): H. Kashima, K. Yamasaki, A. Inokuchi, H. Saigo
  • Organizer: Proc. of ICPR2008: 19th International Conference on Pattern Recognition 2008
  • Place of Presentation: Tampa, Florida (USA)
  • Year and Date: 2008-12-11
• [Presentation] Scaling with SEM: The Role of Effect and Causal Indicators (Invited) (2008)
  • Author(s): Y. Kano
  • Organizer: IASC2008: the Joint Meeting of 4th World Conference of the IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis
  • Place of Presentation: Yokohama(Kanagawa)
  • Year and Date: 2008-12-07
• [Presentation] Isomorphism Identification by Using Graph Spectra and Its Application to Graph Mining (2008)
  • Author(s): K. Ohara, T. Washio
  • Organizer: Proc. of IASC2008: the Joint Meeting of 4th World Conf. of the IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis
  • Place of Presentation: Yokohama(Kanagawa)
  • Year and Date: 2008-12-06
• [Presentation] Isomorphism Identification by Using Graph Spectra and Its application to Graph Mining (2008)
  • Author(s): Kouzou Ohara, Takashi Washio
  • Organizer: Proc. of IASC2008 : 4th World Conference of the International Association for Statistical Computing (Invited)
  • Place of Presentation: Yokohama, Japan
  • Year and Date: 2008-12-06
• [Presentation] AIC for Missing Data (2008)
  • Author(s): K. Takai, Y. Kano
  • Organizer: IASC2008: the Joint Meeting of 4th World Conference of the IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis
  • Place of Presentation: Yokohama(Kanagawa)
  • Year and Date: 2008-12-05
• [Presentation] Partial order-based Bayesian network learning algorithm for estimating gene networks (2008)
  • Author(s): K. Numata, S. Imoto, S. Miyano
  • Organizer: Proc. of IEEE Bioinformatics and Biomedicine 2008
  • Place of Presentation: Philadelphia, Pennsylvania (USA)
  • Year and Date: 2008-12-05
• [Presentation] Scaling with SEM : The Role of Effect and Causal Indicators (2008)
  • Author(s): Y. Kano
  • Organizer: IASC2008 : the Joint Meeting of 4th World Conference of the IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis
  • Place of Presentation: Yokohama, Japan
  • Year and Date: 2008-12-05
• [Presentation] AIC for Missing Data (2008)
  • Author(s): K. Takai, Y. Kano
  • Organizer: IASC2008 : the Joint Meeting of 4th World Conference of the IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis
  • Place of Presentation: Yokohama, Japan
  • Year and Date: 2008-12-05
• [Presentation] Unraveling dynamics of biological networks towards computational drug target discovery (2008)
  • Author(s): Seiya Imoto
  • Organizer: Statistical Computation and Visualization 2008 (SCV2008)(lnvited)
  • Place of Presentation: Taipei, Taiwan
  • Year and Date: 2008-12-02
• [Presentation] 知識発見から知識共創へ-知識社会ダイナミズムの基盤技術- (2008)
  • Author(s): 鷲尾 隆
  • Organizer: 数理システム ユーザーコンファレンス2008, 予稿集
  • Place of Presentation: 東京都港区
  • Year and Date: 2008-11-14
• [Presentation] Temporal and Spatial Modeling in Systems Biology and Pharmacogenomics (2008)
  • Author(s): Seiya Imoto
  • Organizer: The Applied Statistics Workshop 2008(Invited)
  • Place of Presentation: Tokyo, Japan
  • Year and Date: 2008-11-14
• [Presentation] Feasibility of Graph Sequence Mining based on Admissibility Constraints (2008)
  • Author(s): A. Inokuchi, T. Washio
  • Organizer: Proc. of 3rd International Workshop on Data-Mining and Statistical Science
  • Place of Presentation: Tokyo Institute of Technology
  • Year and Date: 2008-09-25
• [Presentation] On Feasibility of Graph Spectrum-based Frequent Sub-graph Mining (2008)
  • Author(s): Kouzou Ohara, Takashi Washio, Duy Vinh Nguyen
  • Organizer: Proc. of DMSS2008 : the International Workshop on Data Mining and Statistical Science
  • Place of Presentation: Tokyo, Japan
  • Year and Date: 2008-09-25
• [Presentation] Feasibility of Graph Sequence Mining based on Admissibility Constraints (2008)
  • Author(s): Akihiro Inokuchi, Takashi Washio
  • Organizer: Proc. of DMSS2008 : the International Workshop on Data Mining and Statistical Science
  • Place of Presentation: Tokyo, Japan
  • Year and Date: 2008-09-25
• [Presentation] グラフ系列マイニングのための表現制約とアルゴリズム (2008)
  • Author(s): 猪口 明博, 鷲尾 隆
  • Organizer: 第7回データマイニングと統計数理研究会(DMSM)
  • Place of Presentation: 北海道小樽市
  • Year and Date: 2008-07-24
• [Presentation] Penalized boosting algorithm for mislabeled data (Invited) (2008)
  • Author(s): K. Hayashi, S. Shimizu, Y. Kano
  • Organizer: IMPS2008: the 73rd Annual Meeting of the Psychometric Society
  • Place of Presentation: Greensboro(USA)
  • Year and Date: 2008-06-30
• [Presentation] Test of independence in a 2x2 contingency table with nonignorable nonresponse (2008)
  • Author(s): K. Takai, Y. Kano
  • Organizer: IMPS2008: the 73rd Annual Meeting of the Psychometric Society
  • Place of Presentation: New Hampshire(USA
  • Year and Date: 2008-06-29
• [Presentation] Interval estimations based on normalizing transformations by two approaches (2008)
  • Author(s): Y. Konya, S. Shimizu, Y. Kano
  • Organizer: IMPS2008: the 73rd Annual Meeting of the Psychometric Society
  • Place of Presentation: New Hampshire(USA)
  • Year and Date: 2008-06-29
• [Presentation] Penalized boosting algorithm for mislabeled data (2008)
  • Author(s): K. Hayashi, Y. Shimizu, Y. Kano
  • Organizer: IMPS2008 : the 73rd Annual Meeting of the Psychometric Society (Invited)
  • Place of Presentation: New Hampshire, USA
  • Year and Date: 2008-06-29
• [Presentation] Test of independence in a 2x2 contingency table with nonignorable nonresponse (2008)
  • Author(s): K. Takai, Y. Kano
  • Organizer: IMPS2008 : the 73rd Annual Meeting of the Psychometric Society
  • Place of Presentation: New Hampshire, USA
  • Year and Date: 2008-06-29
• [Presentation] Interval estimations based on normalizing transformations by two approaches (2008)
  • Author(s): Y. Konya, Y. Shimizu, Y. Kano
  • Organizer: IMPS2008 : the 73rd Annual Meeting of the Psychometric Society
  • Place of Presentation: New Hampshire, USA
  • Year and Date: 2008-06-29
• [Presentation] Separability of noisy ICA for high dimensional data (2008)
  • Author(s): Y. Kano
  • Organizer: HDM2008: International Conference on Multivariate Statistical Modelling & High Dimensional Data Mining
  • Place of Presentation: Kayseri(Turkey)
  • Year and Date: 2008-06-19
• [Presentation] Separability of noisy ICA for high dimensional data (2008)
  • Author(s): Y. Kano
  • Organizer: HDM2008 : International Conference on Multivariate Statistical Modeling & High Dimensional Data Mining
  • Place of Presentation: Kayseri, Turkey
  • Year and Date: 2008-06-19
• [Presentation] グラフスペクトルを用いた大規模頻出部分グラフマイニング (2008)
  • Author(s): Nguyen Vinh duy, 大原 剛三, 鷲尾 隆
  • Organizer: 2008年度人工知能学会全国大会(第22回)
  • Place of Presentation: 北海道旭川市
  • Year and Date: 2008-06-13
• [Presentation] PSD推定の適用範囲拡大と精度向上に関する研究 (2008)
  • Author(s): グエン ハホン, 鷲尾 隆, 宇野 毅明, 桑島 洋
  • Organizer: 2008年度人工知能学会全国大会(第22回)
  • Place of Presentation: 北海道旭川市
  • Year and Date: 2008-06-12
• [Presentation] ポートフォリオ最適投資配分比率の発見手法 (2008)
  • Author(s): 大西 智之, 鷲尾 隆
  • Organizer: 2008年度人工知能学会全国大会(第22回)
  • Place of Presentation: 北海道旭川市
  • Year and Date: 2008-06-11
• [Presentation] 大規模次元システムのモデリング手法の提案とその性能評価 (2008)
  • Author(s): グエン ベトフォン, 鷲尾 隆
  • Organizer: 2008年度人工知能学会全国大会(第22回)
  • Place of Presentation: 北海道旭川市
  • Year and Date: 2008-06-11
• [Presentation] 健康情報分析のためのOLAPシステムの考察 (2008)
  • Author(s): 猪口 明博, 高林 健登, 鷲尾 隆, 紀ノ定 保臣
  • Organizer: 第11回日本医療情報学会春季学術大会
  • Place of Presentation: 秋田県秋田市
  • Year and Date: 2008-05-31
• [Presentation] A Range Query Approach for High Dimensional Euclidean Space Based on EDM Estimation (2008)
  • Author(s): K. Kido, H. Kuwajima, T. Washio
  • Organizer: Proc. of SDM2008: 8th SIAM Int. Conf. on Data Mining
  • Place of Presentation: Atlanta(USA)
  • Year and Date: 2008-04-24
• [Presentation] DIGDAG, a first algorithm to mine closed frequent embedded sub-DAGs (2007)
  • Author(s): A. Termier, Y. Tamada, K. Numata, S. Imoto, T. Washio, Tomoyuki Higuchi
  • Organizer: Proc. of MLG Workshop 2007, Mining and Learning with Graphs
  • Place of Presentation: Firenze(Italy)
  • Year and Date: 2007-08-02
• [Book] Advances in Machine Learning (2009)
  • Author(s): Zhi-Hua Zhou, Takashi Washio
  • Total Pages: 413
  • Publisher: Lecture Notes in Artificial Intelligence (LNAI), Vol. 5828, Springer
• [Book] New Frontiers in Applied Data Mining (2009)
  • Author(s): Chawla, S., Washio, T., Minato, S., Tsumoto, S., Onoda, T., Yamada, S., Inokuchi, A.
  • Total Pages: 213
  • Publisher: LNAI:Lecture Notes in Artificial Intellignece, Vol. 5433, Springer
• [Book] Factor prediction in time series factor analysis, In New Trends in Psychometrics, Post Proceedings of IMPS2007 : the 15th International and 72nd Annual Meeting of the Psychometric Society (2009)
  • Author(s): K. Takai, Y. Kano
  • Publisher: Psychometric Society (in press)
• [Book] Consistency of penalized risk of boosting methods in binary classification, In New Trends in Psychometrics, Post Proceedings of IMPS2007: the 15th International and 72nd Annual Meeting of the Psychometric Society (2009)
  • Author(s): K. Hayashi, Y. Shimizu, Y. Kano
  • Publisher: Psychometric Society (in press)
• [Book] Advances in Knowledge Discovery and Data Mining : Proc. of 12th Pacific-Asia Conference of Knowledge Discovery and Datamining, PAKDD 2008, Lecture Notes in Computer Science (LNCS)Vol. 5012 (2008)
  • Author(s): Takashi Washio, Akihiro Inokuchi, et al.
  • Total Pages: 1161
  • Publisher: Springer
• [Book] Applications of Data Mining in E-Business and Finance, Frontiers in Artificial Intelligence and Applications, No. 177 (2008)
  • Author(s): Carlos Soares, Younghong Peng, Takashi Washio, et al.
  • Total Pages: 120
  • Publisher: IOS Press
• [Book] グラフマイニングとその統計的モデリングへの応用第(10章), 2 1世紀の統計科学‐自然・生物・健康の統計科学‐ (2008)
  • Author(s): 鷲尾 隆, 他13名
  • Total Pages: 24
  • Publisher: 東京大学出版会
• [Book] 生命システムネットワークを明らかにするための統計的モデリング, (統計学会75周年記念出版,「21世紀の統計科学II 自然・生物・健康の統計科学」小西貞則, 国友直人(編)) (2008)
  • Author(s): 井元 清哉
  • Publisher: 東京大学出版会
• [Book] Special Issue: Applications eligible for data mining, Advanced Engineering Informatics (2007)
  • Author(s): Takashi Washio
  • Total Pages: 61
  • Publisher: Elsevier
• [Book] Emerging Technologies in Knowledge Discovery and Data Mining (2007)
  • Author(s): Takashi Washio.
  • Total Pages: 675
  • Publisher: Springer
• [Patent(Industrial Property Rights)] 多次元データ分析法, 多次元データ分析装置, 及びプログラム (2008)
  • Inventor(s): 猪口 明博, 高林 健登, 鷲尾 隆
  • Industrial Property Rights Holder: 大阪大学
  • Filing Date: 2008-11-18
  • Overseas
• [Patent(Industrial Property Rights)] 多次元データ分析方法, 多次元データ分析装置, 及びそのプログラム (2007)
  • Inventor(s): 猪口明博, 鷲尾 隆
  • Industrial Property Rights Holder: 大阪大学
  • Industrial Property Number: 2007-301025
  • Filing Date: 2007-11-20