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2005 Fiscal Year Final Research Report Summary

High dimensional data mining of drug therapeutic effects by the analysis of single nucleotide polymorphism and chemical structure of drugs

Research Project

Project/Area Number 14208032
Research Category

Grant-in-Aid for Scientific Research (A)

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

Principal Investigator

OKADA Takashi  Kwansei Gakuin University, School of Science and Technology, Professor, 理工学部, 教授 (00103135)

Co-Investigator(Kenkyū-buntansha) ICHIISHI Eiichiro  Tohoku University, New Industry Creation Hatchery Center, Associate Professor, 未来科学技術共同研究センター, 助教授 (20361206)
WASHIO Takashi  Osaka University, The Institute of Scientific and Industrial Research, Associate Professor, 産業科学研究所, 助教授 (00192815)
OYAMA Mayumi  Kwansei Gakuin University, School of Humanities, Professor, 文学部, 教授 (90103134)
Project Period (FY) 2002 – 2005
KeywordsData mining / Clinical database / Single nucleotide polymorphism / Cascade model / CVP450 / Structure-activity relationships / Numerical association rule / Fingertip pulse wave
Research Abstract

The objectives of this research project are to develop a methodology of data mining for high dimensional data, and to apply it to the analysis of structure-activity relationships of drugs, the discovery of important genes with SNPs for medical care as well as finding essential factors influencing the quality of patients' life. Various experiments are done to accomplish the research, including wet lab works using DNA microarray. Several results achieved to date are shown below.
1.Attribute generation system from the chemical structure of drugs is developed to give many linear fragments. The attribute selecting scheme is also introduced to facilitate the effective and efficient mining.
2.The cascade model, a mining method developed by Okada, was extended to organize rules into principal and relative rules. Topographical expression of rules was also introduced to provide the better understanding of datascape.
3.The application of the above method to Dopamine receptor ligands resulted in the discovery of agonist and antagonist pharmacophores.
4.Microarray experiments of insulin-resistant diabetic patients led to the identification relevant SNPs. Further, important genes were discovered, which are evoked by locomotor stimulation, Helicobacter pylori and retinoic acid used to prevent cancer.
5.Software has been developed to evaluate SNPs effects in receptor-ligand interaction and transcription to RNA.
6.Clinical records in the hospital for the old are collected and their CYP450 SNPs were investigated. The analysis has shown that pharmaceutical interactions are important for the patients' quality of life.
7.A method was developed to mine numerical association rules and to utilize them for the classification.
8.Measurement of fingertip pulse waves was established as a simple and convenient method to analyze the human's psychological conditions.

  • Research Products

    (79 results)

All 2006 2005 2004 2003 2002

All Journal Article (71 results) Book (8 results)

  • [Journal Article] A Graph Theoretical Approach for Analysis of Protein Flexibility Change at Protein Complex Formation2006

    • Author(s)
      Carlos A, Del Carpio M.
    • Journal Title

      Genome Informatics Vol.116(In Press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Association of Single-nucleotide Polymorphisms in the Suppressor of Cytokine Signaling 2(SOCS2) Gene with Type 2 Diabetes(T2D)2006

    • Author(s)
      Hitoshi Kato
    • Journal Title

      Genomics 2006, Apr. 87(4)

      Pages: 446-458

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] LC-TOFMSによるオフシーズン花粉症患者の血漿分析-メタボロミクスアプローチによる解析-2006

    • Author(s)
      一石英一郎
    • Journal Title

      アレルギーの臨床 特集 花粉症治療はこの10年間どう進歩したか Vol.26(2)

      Pages: 79-83

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Random Tree based Committee Learningによる企業収益リスクモデルの構築2006

    • Author(s)
      神農康雄
    • Journal Title

      人工知能学会研究会資料 SIG-KBS-A503

      Pages: 55-60

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] 数値属性を含む多頻度アイテム集合導出手法 QFIMiner の統計的改良2006

    • Author(s)
      呉昌志
    • Journal Title

      人工知能学会研究会資料 SIG-KBS-A504

      Pages: 91-97

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Does a Mother's Attachment to Her Child Affect Biological Information provided by the Child?-Chaos analysis of fingertip pulse waves of children2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Analysis of dementia in aged subjects through chaos analysis of fingertip pulse waves2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] The Relation between Observers' Psychophysiological Condi-tions and Human Errors during Monitoring Task2006

    • Author(s)
      Akira Imanishi
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Fractal Analysis of Facial Skin Thermogram due to Mental Tasks2006

    • Author(s)
      Tiejun Miao
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Modelling Plethysmogram Dynamics based on Baroreflex under Higher Cerebral Influences2006

    • Author(s)
      Tiejun Miao
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Discovery and Application of New Index for Cognitive Psychology2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc. IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] A Graph Theoretical Approach for Analysis of Protein Flexibility Change at Protein Complex Formation2006

    • Author(s)
      Carlos A., Del Carpio M.
    • Journal Title

      Genome Informatics Vol.116(in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Association of Single-nucleotide Polymorphisms in the Suppressor of Cytokine Signaling 2 (SOCS2) Gene with Type 2 Diabetes (T2D)2006

    • Author(s)
      Hitoshi Kato
    • Journal Title

      Genomics 2006, Apr. 87(4)

      Pages: 446-458

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Plasma Analysis of Off-season Hay Fever Patients by LC-TOFMS - A Metabolomic Approach -2006

    • Author(s)
      Eiichirou Ichiishi
    • Journal Title

      Practical Clinic of Allergic Symptoms (in Japanese) Vol.26(2)

      Pages: 79-83

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Improvement in Statistical Properites of QFMiner : A Frequent Itemset Generator Including Numerical Attributes2006

    • Author(s)
      Masashi Go
    • Journal Title

      Japanese Society of Aritificial Intteligence SIG-KBS-A504

      Pages: 91-97

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Does a Mother's Attachment to Her Child Affect Biological Information provided by the Child? -Chaos analysis of fingertip pulse waves of children2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Analysis of dementia in aged subjects through chaos analysis of fingertip pulse waves2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] The Relation between Observers' Psychophysiological Conditions and Human Errors during Monitoring Task2006

    • Author(s)
      Akira Imanishi
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Fractal Analysis of Facial Skin Thermogram due to Mental Tasks2006

    • Author(s)
      Tiejun Miao
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Modelling Plethysmogram Dynamics based on Baroreflex under Higher Cerebral Influences2006

    • Author(s)
      Tiejun Miao
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Discovery and Application of New Index for Cognitive Psychology2006

    • Author(s)
      Mayumi Oyama-Higa
    • Journal Title

      Proc.IEEE SMC 2006, Taipei (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] A Correlation-Based Approach to Attribute Selection in Chemical Graph Mining, New Frontiers in Artificial Intelligence, JSAI 2004 Work-shop Post-Proceedings2006

    • Author(s)
      Takashi OKADA
    • Journal Title

      LNCS (Springer-Verlag) (in press)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] アクティブマイニングによる化学物質群からのリスク分子発見2005

    • Author(s)
      岡田 孝
    • Journal Title

      人工知能学会誌 Vol.20,No.2

      Pages: 211-218

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Data Mining of Pharmaceutical Interactions2005

    • Author(s)
      Takashi OKADA
    • Journal Title

      IEEE Proceedings of the First International Conference on Complex Medical Engineering(CME2005)

      Pages: 317-320

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Identification of Dopamine D1 Receptor Agonists and Antagonists under Existing Noise Compounds by TFS-based ANN and SVM2005

    • Author(s)
      Yoshimasa TAKAHASHI
    • Journal Title

      Journal of Computer Chemistry, Japan Vol.4,No.2

      Pages: 43-48

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Mutagenicity Risk Analysis by Using Association Rules2005

    • Author(s)
      Takashi Washi
    • Journal Title

      Proceedings of the First International Workshop on Risk Management Systems with Intelligent Data Analysis ISBN4-915905-22-5C3004

      Pages: 23-34

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] 精神的負荷が脈波のリアプノフ指数に及ぼす影響2005

    • Author(s)
      中田裕子
    • Journal Title

      生理心理学と精神生理学 Vol23 No.2

      Pages: 88-97

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] ドーパミンD2受容体リガンドの構造的特徴2005

    • Author(s)
      山川眞透
    • Journal Title

      第33回構造活性相関シンポジウム講演要旨集

      Pages: 25-28

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Discovery of Risk Chemicals by Active Mining2005

    • Author(s)
      Takashi Okada
    • Journal Title

      Journal of JSAI Vol.20, No.2

      Pages: 211-218

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Data Mining of Pharmaceutical Interactions2005

    • Author(s)
      Takashi OKADA
    • Journal Title

      IEEE Proceedings of the First International Conference on Complex Medical Engineering (CME2005)

      Pages: 317-320

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Identification of Dopamine D1 Receptor Agonists and Antagonists under Existing Noise Compounds by TFS-based ANN and SVM2005

    • Author(s)
      Yoshimasa TAKAHASHI
    • Journal Title

      Journal of Computer Chemistry, Japan Vol.4, No.2

      Pages: 43-48

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Mutagenicity Risk Analysis by Using Association Rules2005

    • Author(s)
      Takashi Washio
    • Journal Title

      Proceedings of the First International Workshop on Risk Management Systems with Intelligent Data Analysis, ISBN4-915905-22-5 C3004

      Pages: 23-34

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Mental Load Effects to the Lyapunov Index of Fingertip Pulse Waves2005

    • Author(s)
      Yuko Nakata
    • Journal Title

      Phisiologic Psychology & Psychophysiology (in Japanese) Vol.23, No.2

      Pages: 88-97

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Structural Characteristics of Dopamine D2 Receptor Ligands2005

    • Author(s)
      Masumi Yamakawa
    • Journal Title

      Proc.the 33th Symposium on Structure-Activity Relationships

      Pages: 25-28

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Risk Model Development on Enterprise Profits using Random Tree based Committee Learning2005

    • Author(s)
      Yasuo Shinno
    • Journal Title

      Japanese Society of Aritificial Intteligence SIG-KBS-A503

      Pages: 55-60

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Spiral Mining using Attributes from 3D Molecular Structures, Active User reaction, Active Mining2005

    • Author(s)
      Shusaku Tsumoto
    • Journal Title

      LNAI (Springer-Verlag) 3430

      Pages: 349

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Covariance and PCA for Categorical Variables, High Dimensional Data, "Advances in Knowledge Discovery and Data Mining"2005

    • Author(s)
      Tu Bao Ho
    • Journal Title

      LNAI (Springer-Verlag) 3518

      Pages: 861

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] RNA 3D Structure Prediction : Assessing RNA 3D Structure Similarity from 2D Structure Similarity2004

    • Author(s)
      J.Barreda
    • Journal Title

      Genome Informatics Vol15,No.2

      Pages: 12-20

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Effect of exercise on hepatic gene expression in rats : A microarray analysis2004

    • Author(s)
      W.Aoi
    • Journal Title

      Life Sciences Vol.75

      Pages: 3117-3128

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Evaluation of oxidative stress in diabetes mellitus.2004

    • Author(s)
      T.Yoshikawa
    • Journal Title

      Research communications in pharmacology and toxicology, Emerging drugs Vol.2

      Pages: 71-84

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Extract of Perilla Flutescens Enriched for Rosmarinic Acid, A Polyphenolic Phytochemical, Inhibits Seasonal Allergic Rhino-conjunctivitis in Humans2004

    • Author(s)
      H.Takano
    • Journal Title

      Exp. Biol, Med. Mar. Vol.229(3)

      Pages: 247-254

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] RNA 3D Structure Prediction : Assessing RNA 3D Structure Similarity from 2D Structure Similarity2004

    • Author(s)
      J.Barreda
    • Journal Title

      Genome Informatics Vol.15, No.2

      Pages: 12-20

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Evaluation of oxidative stress in diabetes mellitus2004

    • Author(s)
      T.Yoshikawa
    • Journal Title

      Research communications in pharmacology and toxicology, Emerging drugs Vol.2

      Pages: 71-84

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Extract of Perilla Flutescens Enriched for Rosmarinic Acid, A Polyphenolic Phytochemical, Inhibits Seasonal Allergic Rhinoconjunctivitis in Humans2004

    • Author(s)
      H.Takano
    • Journal Title

      Exp.Biol, Med.Mar. Vol.229(3)

      Pages: 247-254

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Learning first-order rules from data with multiple parts : Applications on mining chemical compound data2004

    • Author(s)
      Cholwich Nattee
    • Journal Title

      ICML2004 (ACM Press) No.69

      Pages: 945

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Characteristics Substructures and Properties in Chemical Carcinogens studied by the Cascade Model2003

    • Author(s)
      T.Okada
    • Journal Title

      Bioinformatics Vol.19

      Pages: 1208-1215

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] The effect of rebamipide on Helicobacter pylori extract-mediated changes of gene expression in gastric epithelial cells2003

    • Author(s)
      Yoshida N.
    • Journal Title

      Aliment Pharmacol & Therapeutics Vol.18

      Pages: 63-75

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Docking Unbound Proteins with MIAX : A Novel Algorithm for Protein-Protein Soft Docking2003

    • Author(s)
      CA.Del Carpio M.
    • Journal Title

      Genome Informatics Vol.14

      Pages: 238-249

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Tumor initiating activity of Helicobater pylori water extract on mouse skin carcinogenesis2003

    • Author(s)
      T.Ishikawa
    • Journal Title

      Cancer Letters Vol.191(1)

      Pages: 41-47

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Molecular evaluation using in silico protein interaction profiles2003

    • Author(s)
      Y.Hayashi
    • Journal Title

      Bioinformatics Vol.19(12)

      Pages: 1514-1523

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Genetically modified foods and health problems2003

    • Author(s)
      E.Ichiishi
    • Journal Title

      Japan Medical Association Journal Vol.46(5)

      Pages: 208-216

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Cancer chemopreventive effects of oral feeding alpha-tocopherol on UV-B induced photocarcinogenesis of hairless mouse2003

    • Author(s)
      Kuchide M.
    • Journal Title

      Cancer Letters Vol.196(2)

      Pages: 169-177

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Chemoprevention of DMBA-induced UV-Bpromoted NOR-1 induced TPA promoted skin carcinogenesis, and DEN-induced Phenobarbital promoted liver tumors in mine by extract of beetroot2003

    • Author(s)
      G.J.Kapadia
    • Journal Title

      Pharmacol Res. Vol.47(2)

      Pages: 141-148

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Docking Unbound Proteins with MIAX : A Novel Algorithm for Protein-Protein Soft Docking2003

    • Author(s)
      CA.Del Caipio M.
    • Journal Title

      Genome Informatics Vol.14

      Pages: 238-249

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Cancer chemopreventive effects of oral feeding alpha-tocopherol on UV-B induced photo-carcinogenesis of hairless mouse2003

    • Author(s)
      Kuchide M
    • Journal Title

      Cancer Letters Vol.196(2)

      Pages: 169-177

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Chemoprevention of DMBA-induced UV-Bpromoted NOR-1 induced TPA promoted skin carcinogenesis, and DEN-induced Phenobarbital promoted liver tumors in mine by extract of beetroot2003

    • Author(s)
      G.J.Kapadia
    • Journal Title

      Pharmacol.Res. Vol.47(2)

      Pages: 141-148

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] 相関ルールとその周辺2002

    • Author(s)
      岡田孝
    • Journal Title

      オペレーションズ・リサーチ Vol47・No.9

      Pages: 565-571

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Discovery of Structure Activity Relationships using the Cascade Model : The Mutagenicity of Aromatic Nitro Compounds2002

    • Author(s)
      Takashi Okada
    • Journal Title

      Journal of Computer Aided Chemistry Vol.2

      Pages: 79-86

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] MIAX : A new paradigm for modeling bio-macromolecular inte-ractions and complex formation in condensed phases2002

    • Author(s)
      CA.Del Carpio M.
    • Journal Title

      Proteins : Structure,Function,and Genetics Vol.48

      Pages: 696-732

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Applying the Apriori-based Graph Mining Method to Mutagenesis Data Analysis2002

    • Author(s)
      Akihiro Inokuchi
    • Journal Title

      Journal of Computer Aided Chemistry Vol.2

      Pages: 87-92

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Recent trends in functional food science and the industry in Japan2002

    • Author(s)
      S.Arai
    • Journal Title

      Bioscience,Bitotechnology & Biochemistry, Vol.66(10)

      Pages: 2017-2029

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Attribute Generation based on Association Rules2002

    • Author(s)
      M.Terabe
    • Journal Title

      Knowledge and Information Systems,An International Journal Vol.4(3)

      Pages: 329-349

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Factors Related to Anxiety in University Students in Japan and China2002

    • Author(s)
      Junko Tsujino
    • Journal Title

      Intercultural Communication Studies Vol.XI:2

      Pages: 119-129

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Specificity of a Mother's Attachment to her Child using the Attachiment Inventry and Factors Related to Attachhment2002

    • Author(s)
      Junko Tsujino
    • Journal Title

      J.Prenatal & Perinatal Psychology & Health Vol.16(5),17(1)

      Pages: 63-84

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Recent Advances in Association Rule Mining2002

    • Author(s)
      Takashi Okada
    • Journal Title

      Transactions of the Operations Research Society of Japan Vol.47, NO.9

      Pages: 565-571

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] MIAX : A new paradigm for modeling bio-macromolecular interactions and complex formation in condensed phases2002

    • Author(s)
      CA.Del Carpio M.
    • Journal Title

      Proteins : Structure, Function, and Genetics Vol.48

      Pages: 696-732

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Recent trends in functional food science and the industry in Japan2002

    • Author(s)
      S.Arai
    • Journal Title

      Bioscience, Bitotechnology & Biochemistry Vol.66(10)

      Pages: 2017-2029

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Attribute Generation based on Association Rules2002

    • Author(s)
      M.Terabe
    • Journal Title

      Knowledge and Information Systems, An International Journal Vol.4(3)

      Pages: 329-349

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Specificity of a Mother's Attachment to her Child using the Attachment Inventry and Factors Related to Attachment2002

    • Author(s)
      Junko Tsujino
    • Journal Title

      J.Prenatal & Perinatal Psychology & Health Vol.16(5), 17(1)

      Pages: 63-84

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Datascape Survey using the Cascade Model, Proceedings, Discovery Science2002

    • Author(s)
      Steffem Lange
    • Journal Title

      LNCS (Springer-Verlag) 2534

      Pages: 466

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Topographical Expression of a Rule for Active Mining, "Active Mining"2002

    • Author(s)
      Hiroshi Motoda
    • Journal Title

      IOS Press Vol.79

      Pages: 291

    • Description
      「研究成果報告書概要(欧文)」より
  • [Book] A Correlation-Based Approach to Attribute Selection in Chemical Graph Mining, "Attribute Selection in Chemical Graph Mining", LNCS2006

    • Author(s)
      Takashi OKADA
    • Publisher
      Springer-Verlag(In press)
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Mining from Chemical Graphs, chap.15, "Mining Graph Data"2006

    • Author(s)
      Dr.Lawrence B Holder
    • Publisher
      John Wiley & Sons, Interscience Publisher(in press)
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Mining from Chemical Graphs, chap.15, "Mining Graph Data"2006

    • Author(s)
      Dr.Lawrence B Holder
    • Publisher
      John Wiley & Sons, Interscience Publisher (in press)
    • Description
      「研究成果報告書概要(欧文)」より
  • [Book] Spiral Mining using Attributes from 3D Molecular Structures, Active User reaction, Active Mining, LNAI34302005

    • Author(s)
      Shusaku Tsumoto
    • Total Pages
      349
    • Publisher
      Springer-Verlag,
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Covariance and PCA for categorical Variables, High Dimensional Data, "Advances in Knowledge Discovery and Data Mining",LNAI35182005

    • Author(s)
      Tu Bao Ho
    • Total Pages
      861
    • Publisher
      Springer-Verlag
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Learning first-order rules from data with multiple parts : Applica-tions on mining chemical compound data, ICML2004, NO.692004

    • Author(s)
      Cholwich Nattee
    • Total Pages
      945
    • Publisher
      ACM Press
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Datascape Survey using the Cascade Model,Proceedings,Discovery Science, LNCS 25342002

    • Author(s)
      Steffem Lange
    • Total Pages
      466
    • Publisher
      Springer-Verlag
    • Description
      「研究成果報告書概要(和文)」より
  • [Book] Topographical Expression of a Rule for Active Mining, "Active Mining", Vol.792002

    • Author(s)
      Hiroshi Motoda
    • Total Pages
      291
    • Publisher
      IOS Press
    • Description
      「研究成果報告書概要(和文)」より

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Published: 2007-12-13  

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