Discovery of Hepatitis Knowledge by Data Mining Methods with Multi-Sources

• Project/Area Number: 16300043
• Research Category: Grant-in-Aid for Scientific Research (B)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Japan Advanced Institute of Science and Technology
• Principal Investigator: TU Baoho Japan Advanced Institute of Science and Technology, School of Knowledge Science, Professor, 知識科学研究科, 教授 (60301199)
• Co-Investigator(Kenkyū-buntansha): TAKABAYASHI Katsuhiko Chiba University Hospital, Professor, 医学部附属病院, 教授 (90188079) ; KAWASAKI Saori JapanAdvanced Institute of Science and Technology, School of Knowledge Science, Associate, 知識科学研究科, 助手 (40377437) ; TUAN Nam Tran (TRAN Nam Tuan) 北陸先端科学技術大学院大学, 知識科学研究科, 助手 (60362018)
• Project Period (FY): 2004 – 2006
• Project Status: Completed (Fiscal Year 2006)
• Budget Amount: ¥9,600,000 (Direct Cost: ¥9,600,000); Fiscal Year 2006: ¥2,200,000 (Direct Cost: ¥2,200,000); Fiscal Year 2005: ¥2,900,000 (Direct Cost: ¥2,900,000); Fiscal Year 2004: ¥4,500,000 (Direct Cost: ¥4,500,000)
• Keywords: HEPATITIS / DATA MINING / MULTIPLE RESOURCES / TEMPORAL ABSTRACTION / MEDICAL LITERATURE / EXPERT EVALUATIONS / INTEGRATED APPROACH / hepatitis / temporal abstraction / text mining / expert evaluation / 時区間関係 / 医療データマイニング / 医療文献マイニング / ウィルス性肝炎 / 専門知識 / 背景知識獲得

Research Abstract

1. Developed a novel method of temporal abstraction abased on temporal logic that exploits temporal relations. This is a new method for analyzing medical temporal data by extracting all kinds of possible temporal relations existing in the data, and discovering rules using the relations to solve the three hepatitis problems.
2. Developed text mining methods to exploit huge sources of textual data (using advanced machine learning techniques such as conditional random fields, tolerance rough set model, etc.) and apply them to MEDLINE database to find knowledge for two purposes: (a) finding back ground knowledge to narrow the search space in the learning phase and (b) finding knowledge to interpret discovered rules by data mining methods.
3. Developed in integrated approach to medical data mining that based on mutually combination of learning methods, medical literature and expert inspection. The approach showed its efficiency is much higher than just using each method.
4. We succeeded in some other research issues such as fundamental research (on kernel methods, visualization, rule induction, optimization), bioinformatics (protein interaction). These results allow us to continue study medical data with advanced learning methods and the relations between clinical data and disease genes.

Research Products

• [Journal Article] Integration of learning methods, medical literature and expert inspection in medical data mining (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Takabayashi, K., Nguyen.C.H.
  • Journal Title: IEICE Trans. Information and Systems (in press)
  • NAID: 110007538562
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Exploiting Temporal Relations in Mining Hepatitis Data (2007)
  • Author(s): Ho, T.B., Nguyen, C.H., Kawasaki, S., Le, S.Q., Takabayashi, K.
  • Journal Title: Journal of New Generation Computing 25-3(in press)
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A hyper-heuristic for descriptive rule induction (2007)
  • Author(s): Pham, T.H., Ho, T.B.
  • Journal Title: International Journal of Data Warehousing and Mining 3-1 Pages: 54-66
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Agent-Based Approach to Solve Dynamic Meeting Scheduling Problems with Preference (2007)
  • Author(s): Ben Hassine, A., Ho, T.B.
  • Journal Title: International Journal of Engineering Applications of Artificial Intelligence, Elsevier Publishers (To appear)
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Temporal Abstraction and Data Mining with Visualization of Laboratory Data (2007)
  • Author(s): Takabayashi, T., Ho, T.B., Yokoi, H., Nguyen, T.D., Kawasaki, S., Le, S.Q., Suzuki, T., Yokosuka, O.
  • Journal Title: The Proceedings of Medinfo 2007 Congress, Brisbane, 20-24 August, 2007 (in press)
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Kernel Matrix Evaluation (2007)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The Proceedings of the Twentieth International Joint Conference on Artificial Intelligence IJCAI'07, Hyderabad, January 6-12, 2007 Pages: 987-992
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Integration of learning methods, medical literature and expert inspection in medical data mining (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Takabayashi, K., Nguyen, C.H.
  • Journal Title: IEICE Trans. Information and Systems
  • NAID: 110007538562
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Exploiting Temporal Relations in Mining Hepatitis Data (2007)
  • Author(s): Ho, T.B., Nguyen, C.H., Kawasaki, S., Le, S.Q., Takabayashi, K.
  • Journal Title: Journal of New Generation Computing, Ohmsha, Ltd. and Springer-Verlag Vol. 25. No. 3(in press)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A hyper-heuristic for descriptive rule induction (2007)
  • Author(s): Pham, T.H., Ho, T.B.
  • Journal Title: International Journal of Data Warehousing and Mining Vol. 3, No. 1 Pages: 54-66
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Agent-Based Approach to Solve Dynamic Meeting Scheduling Problems with Preference (2007)
  • Author(s): Ben Hassine, A., Ho, T.B.
  • Journal Title: International Journal of Engineering Applications of Artificial Intelligence, Elsevier Publishers (to appear)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Temporal Abstraction and Data Mining with Visualization of Laboratory Data (2007)
  • Author(s): Takabayashi, T., Ho, T.B., Yokoi, H., Nguyen, T.D., Kawasaki, S., Le, S.Q., Suzuki, T., Yokosuka, 0.
  • Journal Title: Medinfo 2007 Congress, 20-24 August, Brisbane (in press)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Kernel Matrix Evaluation (2007)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: Twentieth International Joint Conference on Artificial Intelligence IJCAI'07, Hyderabad, January 6-12 Pages: 987-992
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Study of protein-protein interactions from multiple data sources. Advances in Data Warehousing and Mining, David Taniar (Ed.) (2007)
  • Author(s): Ho, T.B., Nguyen, T.P., Tran, T.N.
  • Journal Title: IGC Publishers (in press)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Rough Document Clustering and the Internet, Handbook of Granular Computing, Pedrycz, Skowron, Kreinovich (Eds.) (2007)
  • Author(s): Nguyen, H.S., Ho, T.B.
  • Journal Title: Springer (in press)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Knowledge Acquisition by Machine Learning and Data Mining. Chapter 4, Creative Environments (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Granat, J.
  • Journal Title: Springer-Verlag (in press)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Integration of learning methods, medical literature and expert inspection in medical data mining (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Takabayashi, K., Nguyen, C.H.
  • Journal Title: IEICE Trans.Information and Systems (In press)
  • NAID: 110007538562
• [Journal Article] Temporal Relations Extraction in Mining Hepatitis Data (2007)
  • Author(s): Ho, T.B., Nguyen, C.H., Kawasaki, S., Le, S.O., Takabayashi, K.
  • Journal Title: Journal of New Generation Computing 25-3(In press)
• [Journal Article] Temporal Abstraction and Data Mining with Visualization of Laboratory Data (2007)
  • Author(s): Takabayashi, T., Ho, T.B., Yokoi, H., Nguyen, T.D., Kawasaki, S., Le, S.Q., Suzuki, T., Yokosuka, O
  • Journal Title: The Proceedings of Medinfo 2007 Congress, 20-24 August, Brisbane (In press)
• [Journal Article] Kernel Matrix Evaluation (2007)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The proceedings of Twentieth International Joint Conference on Artificial Intelligence(IJCAI'07),January 6-12,Hyderabad, India Pages: 987-992
• [Journal Article] Multiple Attribute Decision Making Under Uncertainty : The Evidential Reasoning Approach Revisited (2006)
  • Author(s): Huynh, V.N., Nakamori, Y., Ho, T.B., Murai, T
  • Journal Title: IEEE Trans. on Systems, Man, and Cybernetics, part A 6-4 Pages: 804-822
  • NAID: 120000959126
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Wrapper feature extraction for time series classification using singular value decomposition (2006)
  • Author(s): Zhang, H., Ho, T.B., Kawasaki, S.
  • Journal Title: International Journal of Knowledge and Systems Science 3-1 Pages: 53-60
  • NAID: 120006672233
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A Bottom-up Method for Simplifying Support Vector Solutions (2006)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: IEEE Transactions on Neural Networks 17-3 Pages: 792-796
  • NAID: 120000861545
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Unsupervised Feature Extraction for Time Series Clustering Using Orthogonal Wavelet Transform (2006)
  • Author(s): Zhang, H., Ho, T.B., Zhang, Y., Lin, M.S.
  • Journal Title: Journal Informatica 30 Pages: 305-319
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Improving Discriminative Sequential Learning by Discovering Important Associations of Statistics (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Horiguchi, S.
  • Journal Title: ACM Transactions on Asian Language and Information Processing (TALIP) 5-4 Pages: 413-438
  • NAID: 120001063226
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Scientific data mining : Opportunities and challenges (invited talk) (2006)
  • Author(s): Ho, T. B.
  • Journal Title: The Proceedings of the International Symposium on Towards Creating New Industries Based on Inter-Nanoscience, Awaji, December 8-9, 2006 Pages: 61-64
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Discovering signal transduction networks using signaling domain-domain interactions (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: The Proceedings of Genome Informatics 2006, Yokohama, December 18-20, 2006, Universal Academic Press 17-2 Pages: 35-45
  • NAID: 130003997460
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Prediction of domain-domain interactions using inductive logic programming from multiple genome databases (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: The Proceedings of Discovery Science (DS'06), Barcelona, 7-10 October, 2006(Springer) LNAI 4256 Pages: 185-196
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Sampling for Imbalanced Data Learning (2006)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The Proceedings of The International Workshop on Data-Mining and Statistical Science (DMSS2006), Sapporo, September 25-26, 2006 Pages: 12-19
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A Fuzzy Target Based Model for Decision Making Under Uncertainty (2006)
  • Author(s): Huynh, V.N., Nakamori, Y., Ryoke, M., Ho, T.B.
  • Journal Title: The Proceedings of IEEE World Congress on Computational Intelligence WCCI' 06, Vancouver. July 16-21, 2006 Pages: 1611-1618
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Utility Function Induced by Fuzzy Target in Probabilistic Decision Making (2006)
  • Author(s): Huynh, V.N., Nakamori, Ho, T.B.
  • Journal Title: The Proceedings of The Fifth International Conference on Rough Sets and Current Trends in Computing RSCTC 2006, Kobe, November 6-8, 2006(Springer) LNAI 4259 Pages: 296-305
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Multiscale Feature Extraction for Time Series Classification with Hybrid Feature Selection (2006)
  • Author(s): Zhang, H., Lin, S.M., Huang, W., Kawasaki, S., Ho, T.B.
  • Journal Title: The Proceedings of the International Conference on Intelligent Computing ICIC'06, Kunming, August 16-19, 2006(Springer) LNCIS 344 Pages: 939-944
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Integrated Approach in Medical Data Mining (2006)
  • Author(s): Kawasaki, S., Ho, T. B.
  • Journal Title: The Proceedings of the First International Conference on Knowledge, Information and Creativity Support Systems (KICSS'06), Ayutthaya, 1-4 August, 2006 Pages: 24-31
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Knowledge Visualization in Hepatitis Study (2006)
  • Author(s): Nguyen, D.D., Ho, T.B., Kawasaki, S.
  • Journal Title: Asia Pacific Symposium on Information Visualization (APVIS 2006), Tokyo, February 1-3, 2006, Australian Computer Society. Pages: 59-62
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Parallel Training of CRFs : A Practical Approach to Build Large-Scale Prediction Models for Sequence Data (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Horiguchi, S., Inoguchi, Y., Ho, T.B.
  • Journal Title: The Proceedings of Workshop on Parallel Data Mining, ECML/PKDD 2006, Berlin, September 18-22, 2006 Pages: 51-63
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Detecting Citation Types Using Finite State Machines (2006)
  • Author(s): Le, M.H., Ho, T.B., Nakamori, Y.
  • Journal Title: The Proceedings of 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD' 06), Singapore, 9-12 April, 2006(Springer) LNAI 3918 Pages: 265-274
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Association-Based Dissimilarity Measures for Categorical Data : Limitation and Improvement (2006)
  • Author(s): Le, S.Q., Ho, T.B., Le, S.V.
  • Journal Title: The Proceedings of 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD' 06), Singapore, 9-12 April, 2006(Springer) LNAI 3918 Pages: 493-498
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Feature Extraction for Time Series Classification Using Discriminating Wavelet Coefficients (2006)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S., Liang, X.
  • Journal Title: The Proceedings of the Third International Symposium on Neural Networks (ISNN 2006), Chengdu, 28-31 May, 2006(Springer) LNAI 3971 Pages: 1394-1399
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Conditional Random Fields for Predicting and Analyzing Histone Occupancy, Acetylation and Methylation Areas in DNA Sequences (2006)
  • Author(s): Tran, D.H., Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: The Proceedings of the 4th European Workshop on Evolutionary Computation and Machine Learning in Bioinformatics, Budapest, 10-12 April, 2006 Pages: 221-230
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] High-Performance Training of Conditional Random Fields for Large-Scale Sequential Labeling Applications (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Inoguchi, Y., Ho, T.B., Horiguchi, S.
  • Journal Title: The Proceedings of the International Conference on High Performance Scientific Computing, Hanoi, March 6-10, 2006.
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Some emerging trends in machine learning and data mining research (keynote talk) (2006)
  • Author(s): Ho, T. B.
  • Journal Title: The Proceedings of International Conference on Computer Science Research, Innovation and Vision for the Future (RIVF'2006), Ho Chi Minh city, February, 2006 (http://wwww. rivf. org)
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Knowledge Management and E-Learning (keynote talk) (2006)
  • Author(s): Ho, T. B.
  • Journal Title: APEC Symposium on Open Source and Open Course for e-Learning, Hanoi, 4-6 December 2006.
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Temporal Abstraction Methods in Mining Hepatitis Data (invited talk) (2006)
  • Author(s): Ho, T. B.
  • Journal Title: Kansai Society of Chemistry, Osaka, Japan, 24 June 2006
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Privacy-Preserving Data Mining and E-Commerce ＆ E-Government (invited talk) (2006)
  • Author(s): Ho, T. B.
  • Journal Title: APEC symposium on Privacy Protection in E-Commerce ＆ E-Government, Hanoi, 20-22, February, 2006
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Multiple Attribute Decision Making Under Uncertainty, The Evidential Reasoning Approach Revisited (2006)
  • Author(s): Huynh, V.N., Nakamori, Y., Ho, T.B., Murai, T
  • Journal Title: IEEE Trans, on Systems, Man, and Cybernetics, part A Vol. 6, No. 4 Pages: 804-822
  • NAID: 120000959126
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Wrapper feature extraction for time series classification using singular value decomposition (2006)
  • Author(s): Zhang, H., Ho, T.B., Kawasaki, S.
  • Journal Title: International Journal of Knowledge and Systems Science Vol. 3, No. 1 Pages: 53-60
  • NAID: 120006672233
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A Bottom-up Method for Simplifying Support Vector Solutions (2006)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: IEEE Transactions on Neural Networks Vol.17, No. 3 Pages: 792-796
  • NAID: 120000861545
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Unsupervised Feature Extraction for Time Series Clustering Using Orthogonal Wavelet Transform (2006)
  • Author(s): Zhang, H., Ho, T.B., Zhang, Y., Lin, M.S.
  • Journal Title: Journal Informatica Vol. 30 Pages: 305-319
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Improving Discriminative Sequential Learning by Discovering Important Associations of Statistics (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Horiguchi, S.
  • Journal Title: ACM Transactions on Asian Language and Information Processing Vol.5, No.4 Pages: 413-438
  • NAID: 120001063226
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Opportunities and challenges (invited talk) (2006)
  • Author(s): Ho, T.B., Scientific data mining
  • Journal Title: International Symposium on Towards Creating New Industries Based on Inter-Nanoscience, December 8-9, Awaji Pages: 61-64
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Discovering signal transduction networks using signaling domain-domain interactions (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: Genome Informatics 2006, Yokohama, December 18-20, Universal Academic Press Pages: 35-45
  • NAID: 130003997460
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Prediction of domain-domain interactions using inductive logic programming from multiple genome databases (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: Discovery Science DS'06, 7-10 October, Barcelona, Springer LNAI 4256 Pages: 185-196
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Sampling for Imbalanced Data Learning (2006)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The International Workshop on Data-Mining and Statistical Science (DMSS2006), Sapporo, September 25-26 Pages: 12-19
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A Fuzzy Target Based Model for Decision Making Under Uncertainty (2006)
  • Author(s): Huynh, V.N., Nakamori, Y., Ryoke, M., Ho, T.B.
  • Journal Title: IEEE World Congress on Computational Intelligence WCCI'06, Vancouver. 16-21 Pages: 1611-1618
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Utility Function Induced by Fuzzy Target in Probabilistic Decision Making (2006)
  • Author(s): Huynh, V.N., Nakamori, Ho, T.B.
  • Journal Title: The Fifth International Conference on Rough Sets and Current Trends in Computing RSCTC 2006, Kobe, November 6-8. Lecture Notes in Artificial Intelligence LNAI 4259, S. Greco et al. (Eds.) Pages: 296-305
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Multiscale Feature Extraction for Time Series Classification with Hybrid Feature Selection (2006)
  • Author(s): Zhang, H., Lin, S.M., Huang, W., Kawasaki, S., Ho, T.B.
  • Journal Title: International Conference on Intelligent Computing ICIC'06, Kunming, August 16-19, Lecture Notes in Control and Information Sciences LNCIS 344 Pages: 939-944
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Integrated Approach in Medical Data Mining (2006)
  • Author(s): Kawasaki, S., Ho, T.B.
  • Journal Title: The First International Conference on Knowledge, Information and Creativity Support Systems KICSS'06, 1-4 August, Ayutthaya Pages: 24-31
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Knowledge Visualization in Hepatitis Study (2006)
  • Author(s): Nguyen, D.D., Ho, T.B., Kawasaki, S.
  • Journal Title: Asia Pacific Symposium on Information Visualization APVIS 2006, February 1-3, Tokyo, Australian Computer Society Pages: 59-62
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A Practical Approach to Build Large-Scale Prediction Models for Sequence Data (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Horiguchi, S., Inoguchi, Y., Ho, T.B., Parallel Training of CRFs
  • Journal Title: Workshop on Parallel Data Mining, ECML/PKDD 2006, Berlin, September 18-22 Pages: 51-63
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Detecting Citation Types Using Finite State Machines (2006)
  • Author(s): Le, M.H., Ho, T.B., Nakamori, Y.
  • Journal Title: 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD'06, 9-12 April, Singapore. Lecture Notes in Artificial Intelligence LNAI 3918 Pages: 265-274
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Association-Based Dissimilarity Measures for Categorical Data, Limitation and Improvement (2006)
  • Author(s): Le, S.Q., Ho, T.B., Le, S.V.
  • Journal Title: 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD'06, 9-12 April, Singapore. Lecture Notes in Artificial Intelligence LNAI 3918 Pages: 493-498
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Feature Extraction for Time Series Classification Using Discriminating Wavelet Coefficients (2006)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S., Liang, X.
  • Journal Title: Third International Symposium on Neural Networks (ISNN 2006), 28-31 May, Chengdu. Lecture Notes in Artificial Intelligence LNAI 3971 Pages: 1394-1399
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Conditional Random Fields for Predicting and Analyzing Histone Occupancy, Acetylation and Methylation Areas in DNA Sequences (2006)
  • Author(s): Tran, D.H., Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: 4th European Workshop on Evolutionary Computation and Machine Learning in Bioinformatics, Budapest 10-12 Pages: 221-230
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] High-Performance Training of Conditional Random Fields for Large-Scale Sequential Labeling Applications (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Inoguchi, Y., Ho, T.B., Horiguchi, S.
  • Journal Title: International Conference on High Performance Scientific Computing, March 6-10
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Some emerging trends in machine learning and data mining research (keynote talk) (2006)
  • Author(s): Ho, T.B.
  • Journal Title: International Conference on Computer Science Research, Innovation and Vision for the Future RIVF2006, Ho Chi Minh city, February
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Knowledge Management and E-Learning (2006)
  • Author(s): Ho, T.B.
  • Journal Title: APEC Symposium on Open Source and Open Course for e-Learning (keynote talk), Hanoi 4-6
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Temporal Abstraction Methods in Mining Hepatitis Data (invited talk) (2006)
  • Author(s): Ho, T.B.
  • Journal Title: Kansai Society of Chemistry, Osaka, Japan 24
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Privacy-Preserving Data Mining and E-Commerce ＆ E-Government (invited talk) (2006)
  • Author(s): Ho, T.B.
  • Journal Title: APEC symposium on Privacy Protection in E-Commerce ＆ E-Government, Hanoi 20-22
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Theories and Applications of Computer Science Advances in Knowledge Discovery and Data Mining (Eds.) (2006)
  • Author(s): Ho, T.B., Dong, T.B.T., Duong, A.D., Nguyen, D.T.
  • Journal Title: World Scientific
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Asynchronous Constraint-based Approach - New Solution for Any Constraint Problem, Workshop Rational, Robust, and Secure Negotiations in Multi-Agent Systems (2006)
  • Author(s): Ben Hassine, A., Ho, T.B.
  • Journal Title: The proceedings of The Fourth International Joint Conference on Autonomous Agents and Multi Agent Systems(AAMAS'06),Hakodate
• [Journal Article] Scientific data mining : Opportunities and challenges(invited talk) (2006)
  • Author(s): Ho, T.B.
  • Journal Title: The proceedings of International Symposium on Towards Creating New Industries Based on Inter-Nanoscience, December 8-9,Awaji, Hyogo Pages: 61-64
• [Journal Article] Sampling for Imbalanced Data Learning (2006)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The proceedings of The International Workshop on Data-Mining and Statistical Science(DMSS2006),September 25-26,Sapporo Pages: 12-19
• [Journal Article] Parallel Training of CRFs : A Practical Approach to Build Large-Scale Prediction Models for Sequence Data (2006)
  • Author(s): Phan, X.H., Nguyen, L.M., Horiguchi, S., Inoguchi, Y., Ho, T.B.
  • Journal Title: The proceedings of Workshop on Parallel Data Mining, ECML/PKDD 2006,Berlin, September 18-22 Pages: 51-63
• [Journal Article] Feature Extraction for Time Series Classification Using Discriminating Wavelet Coefficients (2006)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S., Liang, X
  • Journal Title: The proceedings of Third International Symposium on Neural Networks(ISNN 2006),28-31 May, Chengdu, China(Lecture Notes in Artificial Intelligence LNAI 3971,Springer) Pages: 1394-1399
• [Journal Article] Multiscale Feature Extraction for Time Series Classification with Hybrid Feature Selection (2006)
  • Author(s): Zhang, H., Lin, S.M., Huang, W., Kawasaki, S., Ho, T.B.
  • Journal Title: The proceedings of International Conference on Intelligent Computing(ICIC'06),August 16-19,Kunming, China(Lecture Notes in Control and Information Sciences LNCIS 344) Pages: 939-944
• [Journal Article] An Integrated Approach in Medical Data Mining, The First International Conference on Knowledge (2006)
  • Author(s): Kawasaki, S., Ho, T.B.
  • Journal Title: The proceedings of The First International Conference on Knowledge, Information and Creativity Support Systems(KICSS'06),1-4 August, Ayutthaya, Thailand Pages: 24-31
• [Journal Article] Knowledge Visualization in Hepatitis Study (2006)
  • Author(s): Nguyen, D.D., Ho, T.B., Kawasaki, S.
  • Journal Title: The proceedings of Asia Pacific Symposium on Information Visualization(APVIS 2006),February 1-3,Tokyo Pages: 59-62
• [Journal Article] Discovering signal transduction networks using signaling domain-domain interactions (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: The proceedings of Genome Informatics 2006,December 18-20,Yokohama Pages: 35-45
  • NAID: 130003997460
• [Journal Article] Association-Based Dissimilarity Measures for Categorical Data : Limitation and Improvement (2006)
  • Author(s): Le, S.Q., Ho, T.B., Le, S.V.
  • Journal Title: 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD'06,9-12 April, Singapore.Lecture Notes in Artificial Intelligence LNAI 3918 Pages: 493-498
• [Journal Article] Prediction of domain-domain interactions using inductive logic programming from multiple genome databases (2006)
  • Author(s): Nguyen, T.P., Ho, T.B.
  • Journal Title: Springer LNAI 4256 : The proceedings of Discovery Science(DS'06),7-10 October, Barcelona, Spain Pages: 185-196
• [Journal Article] Exploiting Temporal Relations in Mining Hepatitis Data (2006)
  • Author(s): Takabayashi, K., Ho, T.B., Nguyen, C.H., Kawasaki, S., Yokoi, H., Suzuki, T., Yokosuka, O.
  • Journal Title: The proceedings of he 26th Joint Conference on Medical Informatics, November 1-4,Sapporo
• [Journal Article] Conditional Random Fields for Predicting and Analyzing Histone Occupancy, Acetylation and Methylation Areas in DNA Sequences (2006)
  • Author(s): Tran, D.H., Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: The proceedings of 4th European Workshop on Evolutionary Computation and Machine Learning in Bioinformatics, Budapest,10-12 April Pages: 221-230
• [Journal Article] Exploiting Temporal Relations in Mining Hepatitis Data (2006)
  • Author(s): Ho, T.B., Nguyen, C.H., Kawasaki, S., Le, S.Q., Takabayashi, K.
  • Journal Title: Journal of New Generation Computing (in press)
• [Journal Article] Knowledge Visualization in Hepatitis Study (2006)
  • Author(s): Nguyen, D.D., Ho, T.B., Kawasaki, S.
  • Journal Title: Asia Pacific Symposium on Information Visualization APVIS 2006 Pages: 59-62
• [Journal Article] Computational Discovery of Transcriptional Regulatory Rules (2005)
  • Author(s): Pham, T.H., Clemente, J., Satou, K., Ho, T.B.
  • Journal Title: Bioinformatics 21-2 Pages: 101-107
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Combining the Global and Partial Information for Distance-Based Time Series Classification and Clustering (2005)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S., Huang, W.
  • Journal Title: Journal of Advanced Computational Intelligence ＆ Intelligent Informatics 10-1 Pages: 69-76
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Meetings Scheduling Solver Enhancement with Local Consistency Reinforcement (2005)
  • Author(s): Ben Hassine, Ho, T.B., A., Ito, T.
  • Journal Title: Applied Intelligence (Springer) 24-2 Pages: 143-154
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Association-based Dissimilarity Measure for Categorical Data (2005)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: Pattern Recognition Letters 26-16 Pages: 2549-2557
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Conditional Models for Automatic Data Integration from the Web (2005)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B.
  • Journal Title: International Journal on Business Intelligence and Data Mining 1-2 Pages: 194-209
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Detecting Emerging Trends from Scientific Corpora (2005)
  • Author(s): Le, M.H., Ho, T.B., Nakamori, Y.
  • Journal Title: International Journal of Knowledge and Systems Science 2-2 Pages: 53-59
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] 構造データからのアクティブマイニング (2005)
  • Author(s): 元田浩, ホーツーバオ, 鷲尾隆, 矢田勝俊, 吉田哲也, 大原剛三
  • Journal Title: 人工知能学会誌 20-2 Pages: 172-179
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Support vector machines for prediction and analysis of beta and gamma turns in proteins (2005)
  • Author(s): Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: Journal of Bioinformatics and Computational Biology (JBCB) 3-2 Pages: 343-358
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Qualitatively Predicting Acetylation and Methylation Areas in DNA Sequences (2005)
  • Author(s): Pham, T.H., Tran, D.H., Ho, T.B., Satou, K., Valiente, G.
  • Journal Title: The Proceedings of Genome Informatics 2005, Yokohama, Universal Academic Press 16-2 Pages: 3-11
  • NAID: 130003997407
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Extracting background knowledge from medical literature (2005)
  • Author(s): Kawasaki, S., Ho, T. B.
  • Journal Title: The Proceedings of First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe, 15-17 November
  • NAID: 120006672232
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Co-Training of Conditional Random Fields for Segmenting Sequence Data (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Inoguchi, Y., Horiguchi, S.
  • Journal Title: The Proceedings of First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe, 15-17 November
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Sentence extraction with support vector machine ensemble (2005)
  • Author(s): Nguyen, L.M., Shimazu, A., Ho, T.B., Phan, X.H., Horiguchi, S.
  • Journal Title: The Proceedings of First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe, 15-17 November
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Wrapper feature extraction for time series classification using singular value decomposition (2005)
  • Author(s): Zhang, H., Ho, T.B., Kawasaki, S.
  • Journal Title: The Proceedings of First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe, 15-17 November
  • NAID: 120006672233
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Improving Discriminative Sequential Learning with Rare-but-Important Associations (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Horiguchi, S.
  • Journal Title: The Proceedings of ACM International Conference on Knowledge Discovery and Data Mining, ACM SIGKDD-05, Chicago, August 21-24, 2005 Pages: 304-313
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Passage Associations Extraction from Document Collections (2005)
  • Author(s): Nagai, K., Ho, T.B.
  • Journal Title: The Proceedings of Conference of Pacific Association for Computational Linguistics PACLING'05, Tokyo 24-27, August,2005 Pages: 258-263
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Imbalanced Data Rule Learner (2005)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: The Proceedings of the 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2005), Porto, 3-7 October, 2005(Springer) LNAI 3721 Pages: 617-624
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Using Inductive Logic Programming for Predicting Protein-Protein Interactions from Multiple Genomic Data (2005)
  • Author(s): Tran, T.N., Satou, K., Ho, T.B.
  • Journal Title: The Proceedings of the 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2005), Porto, 3-7 October, 2005(Springer) LNAI 3721 Pages: 321-330
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Classification with Maximum Entropy Modeling of Predictive Association Rules (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Horiguchi, S., Ho, T.B., Inoguchi, Y.
  • Journal Title: The Proceedings of 16th European Conference on Machine Learning (ECML), Porto, 3-7 October, 2005(Springer) LNAI 3720 Pages: 682-689
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Performing more than AC for Hard Distributed Constraint Satisfaction Problems (2005)
  • Author(s): Ben Hassine, A., Ho, T. B.
  • Journal Title: The Proceedings of the Workshop Rational, Robust, and Secure Negotiations in Multi-Agent Systems, The Fourth International Joint Conference on Autonomous Agents and Multi Agent Systems AAMAS'06, Utrecht, 25-29 July, 2005 Pages: 83-94
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Blind Feature Extraction for Time-Series Classification Using Haar Wavelet Transform (2005)
  • Author(s): Zhang, H., Ho, T.B., Huang, W.
  • Journal Title: The Proceedings of the Second International Symposium on Neural Networks, Chongqing, May 30 - June 1, 2005 LNCS 3497, Springer Verlag Pages: 605-610
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Efficient Method for Simplifying Support Vector Machines (2005)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: The Proceedings of the 22th International Conference on Machine Learning (ICML 2005), Bonn, 7-11 August, 2005 Pages: 617-624
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Speeding-up Model Selection for Support Vector Machines (2005)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: The Proceedings of the 18th International Conference of Florida Artificial Intelligence Research Society FLAIRS, Florida, 16-18 May, 2005 Pages: 406-411
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Computational Discovery of Transcriptional Regulatory Rules (2005)
  • Author(s): Pham, T.H., Clemente, J., Satou, K., Ho, T.B.
  • Journal Title: Bioinformatics, Oxford University Press Vol. 21, Supp. 2 Pages: 101-107
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Combining the Global and Partial Information for Distance-Based Time Series Classification and Clustering (2005)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S., Huang, W.
  • Journal Title: Journal of Advanced Computational Intelligence ＆ Intelligent Informatics, Fuji Technology Press Ltd. Vol. 10, No. 1 Pages: 69-76
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Meetings Scheduling Solver Enhancement with Local Consistency Reinforcement (2005)
  • Author(s): Ben Hassine, Ho, T.B., A., Ito, T.
  • Journal Title: Applied Intelligence, Springer Vol. 24, No. 2 Pages: 143-154
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Association-based Dissimilarity Measure for Categorical Data (2005)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: Pattern Recognition Letters Vol. 26, No. 16 Pages: 2549-2557
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Conditional Models for Automatic Data Integration from the Web (2005)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B.
  • Journal Title: International Journal on Business Intelligence and Data Mining Vol. 1, No. 2 Pages: 194-209
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Detecting Emerging Trends from Scientific Corpora (2005)
  • Author(s): Le, M.H., Ho, T.B., Nakamori, Y.
  • Journal Title: International Journal of Knowledge and Systems Science Vol. 2, No. 2 Pages: 53-59
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Active Mining for Structured Data (2005)
  • Author(s): Motoda, H., Ho, T.B., Washio, T., Yada, K., Yoshida, T., Ohara, K.
  • Journal Title: Journal of Japanese Society for Artificial Intelligence Vol. 20, No. 2 Pages: 172-179
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Support vector machines for prediction and analysis of beta and gamma turns in proteins (2005)
  • Author(s): Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: Journal of Bioinformatics and Computational Biology (JBCB) Vol. 3, No. 2 Pages: 343-358
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Qualitatively Predicting Acetylation and Methylation Areas in DNA Sequences (2005)
  • Author(s): Pham, T.H., Tran, D.H., Ho, T.B., Satou, K., Valiente, G.
  • Journal Title: Genome Informatics 2005, Yokohama, Universal Academic Press Vol. 16, No. 2 Pages: 3-11
  • NAID: 130003997407
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Extracting background knowledge from medical literature (2005)
  • Author(s): Kawasaki, S., Ho, T.B.
  • Journal Title: First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe 15-17
  • NAID: 120006672232
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Co-Training of Conditional Random Fields for Segmenting Sequence Data (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Inoguchi, Y., Horiguchi, S.
  • Journal Title: First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe 15-17(Best student paper award)
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Sentence extraction with support vector machine ensemble (2005)
  • Author(s): Nguyen, L.M., Shimazu, A., Ho, T.B., Phan, X.H., Horiguchi, S.
  • Journal Title: First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe 15-17
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Wrapper feature extraction for time series classification using singular value decomposition (2005)
  • Author(s): Zhang, H., Ho, T.B., Kawasaki, S.
  • Journal Title: First World Congress of the International Federation for Systems Research (IFSR'05), Symposium on Data/Text Mining from Large Databases, Kobe 15-17
  • NAID: 120006672233
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Improving Discriminative Sequential Learning with Rare-but-Important Associations (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Ho, T.B., Horiguchi, S.
  • Journal Title: ACM International Conference on Knowledge Discovery and Data Mining, ACM SIGKDD-05, Chicago, August 21-24 Pages: 304-313
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Passage Associations Extraction from Document Collections (2005)
  • Author(s): Nagai, K., Ho, T.B.
  • Journal Title: Conference of Pacific Association for Computational Linguistics PACLING'05, Tokyo 24-27 Pages: 258-263
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Imbalanced Data Rule Learner (2005)
  • Author(s): Nguyen, C.H., Ho, T.B.
  • Journal Title: 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), Porto 3-7, 3721 Pages: 617-624
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Using Inductive Logic Programming for Predicting Protein-Protein Interactions from Multiple Genomic Data (2005)
  • Author(s): Tran, T.N., Satou, K., Ho, T.B.
  • Journal Title: 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), Porto 3-7, 3721 Pages: 321-330
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Classification with Maximum Entropy Modeling of Predictive Association Rules (2005)
  • Author(s): Phan, X.H., Nguyen, L.M., Horiguchi, S., Ho, T.B., Inoguchi, Y.
  • Journal Title: 16th European Conference on Machine Learning, Porto 3-7, 3720 Pages: 682-689
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Performing more than AC for Hard Distributed Constraint Satisfaction Problems (2005)
  • Author(s): Ben Hassine, A., Ho, T.B.
  • Journal Title: Workshop Rational, Robust, and Secure Negotiations in Multi-Agent Systems, The Fourth International Joint Conference on Autonomous Agents and Multi Agent Systems AAMAS'06, Utrecht 25-29 Pages: 83-94
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Blind Feature Extraction for Time-Series Classification Using Haar Wavelet Transform (2005)
  • Author(s): Zhang, H., Ho, T.B., Huang, W
  • Journal Title: Second International Symposium on Neural Networks, Chongqing, May 30-June 1, Lecture Notes in Computer Science LNCS 3497 Pages: 605-610
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Efficient Method for Simplifying Support Vector Machines (2005)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: The 22th International Conference on Machine Learning, ICML 2005, Bonn 7-11 Pages: 617-624
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Speeding-up Model Selection for Support Vector Machines (2005)
  • Author(s): Nguyen, D.D., Ho, T.B.
  • Journal Title: 18th International Conference of Florida Artificial Intelligence Research Society FLAIRS, Florida 16-18 Pages: 406-411
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Advances in Knowledge Discovery and Data Mining (Eds.), Proceedings of the 9th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Lecture Notes in Artificial Intelligence LNAI 3518 (2005)
  • Author(s): Ho, T.B., Cheung, D.Liu, H.
  • Journal Title: Springer
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Formal Concept Analysis and Rough Set Theory in Clustering, The Mathematical Foundation of Informatics. Do L.V. ＆ Ito M. (Eds.) (2005)
  • Author(s): Ho, T.B.
  • Journal Title: World Scientific 43-53
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Qualitatively Predicting Acetylation and Methylation Areas in DNA Sequences (2005)
  • Author(s): Pham, T.H., Tran, D.H., Ho, T.B., Satou, K., Valiente, G.
  • Journal Title: Genome Informatics Vol.16,No.2 Pages: 3-11
  • NAID: 130003997407
• [Journal Article] Extracting background knowledge from medical literature (2005)
  • Author(s): Kawasaki, S., Ho, T.B
  • Journal Title: First World Congress of the International Federation for Systems Research(IFSR'05), Symposium on Data/Text Mining from Large Databases Pages: 280-287
  • NAID: 120006672232
• [Journal Article] An Association-based Dissimilarity Measure for Categorical Data (2005)
  • Author(s): Le, S.Q., Ho, T.B
  • Journal Title: Pattern Recognition Letters 26(16) Pages: 2549-2557
• [Journal Article] Temporal Relations in Mining Hepatitis Data (2005)
  • Author(s): Ho, T.B., Kawasaki, S., Le, S.Q., Nguyen, C.H., Takabayashi, K.
  • Journal Title: International workshop on Knowledge Discovery and Data Management in Biomedical Science
• [Journal Article] 構造データからのアクティブマイニング (2005)
  • Author(s): 元田浩, ホーツーバオ他
  • Journal Title: 人口知能学会誌 20-2 Pages: 172-179
• [Journal Article] Conditional Models for Automatic Data Integration from the Web (2005)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B.
  • Journal Title: nternational Journal on Business Intelligence and Data Mining (採録予定)
• [Journal Article] Lessons learned in knowledge discovery from medical and biological data (2005)
  • Author(s): Ho, T.B., Kawasaki, S., Pham, T.H., Le, S.Q., Huynh, V.N.
  • Journal Title: International Journal of Knowledge and Learning (9月採録予定)
• [Journal Article] Example-Based Reduction Using Hidden Markov Model (2004)
  • Author(s): Nguyen, L.M., Shimazu, A., Horiguchi, S., Ho, T.B.
  • Journal Title: ACM Transactions on Asian Language Information Processing 3-3 Pages: 146-158
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A Context Model for Constructing Membership Functions of Fuzzy Concepts Based on Modal Logic (2004)
  • Author(s): Huynh, V.N, Nakamori, Y., Ho, T.B., Resconi, G.
  • Journal Title: Journal of Information Sciences 160-1-4 Pages: 111-129
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Temporal Logic in Mining Hepatitis Data (2004)
  • Author(s): Ho, T.B., Le, S.Q., Nguyen, C.H., Kawasaki, S., Yokoi, H., Takabayashi, K.
  • Journal Title: The Proceedings of Japan-Vietnam Joint Workshop on Active Mining, Hanoi, 4-7 December, 2004 Pages: 55-60
  • NAID: 110003205567
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Mining yeast transcriptional regulatory modules from factor DNA-binding sites and gene expression data (2004)
  • Author(s): Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: The Proceedings of Genome Informatics 2004, Yokohama 15-2 Pages: 287-295
  • NAID: 130003997371
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A novel graph-based similarity measure for 2D chemical structures (2004)
  • Author(s): Le, S.Q., Ho, T.B., Phan, T.T.H.
  • Journal Title: The Proceedings of Genome Informatics 2004, Yokohama 15-2 Pages: 82-91
  • NAID: 130003997352
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Scientific Data Mining (2004)
  • Author(s): Ho, T. B.
  • Journal Title: The Proceedings of the 5th International Symposium on Knowledge and Systems Sciences, Ishikawa, 10-12 November, 2004 Pages: 346-352
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Data Mining of Viral Hepatitis with Temporal Abstraction (2004)
  • Author(s): Takabayashi, K., Yokoi, H., Ho, T.B., Nguyen, T.D., Kawasaki, S., Le, S.Q., Yokosuka, O., Imazeki, O., Satomura, Y.
  • Journal Title: The Proceedings of Medlnfo 2004, 7-11 September, San Fransisco Pages: 1877-1877
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Measuring the Similarity for Heterogenous Data : An ordered Probability-Based Approach (2004)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: The Proceedings of Discovery Science (DS' 04), Padova, 2-8 October, 2004(Springer) LNAI 3245 Pages: 129-141
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] PEWeb : Product Extraction from Web Based on Entropy Estimation (2004)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B.
  • Journal Title: The Proceedings of Web Intelligence (WI 2004), Beijing, 20-24 September, 2004 Pages: 590-593
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Automatic Integrating Commercial Data on the Web Using Conditional Models (2004)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B., Nguyen, L.M.
  • Journal Title: The Proceedings of ECML/PKDD 2004 Workshop on Statistical Approaches to Web Mining, Pisa 20-24 September, 2004 Pages: 14-25
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Combining Temporal Abstraction and Data Mining to Study Hepatitis (2004)
  • Author(s): Ho, T.B., Kawasaki, S., Le, S.Q., Tran, T.N., Takabayashi, K., Yokoi, H.
  • Journal Title: The Proceedings of ECML/PKDD 2004 Workshop on Statistical Approaches to Web Mining, Pisa 20-24 September, 2004 Pages: 155-167
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] An Evolutionary K-means Algorithms for Clustering Time Series Data (2004)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S.
  • Journal Title: The Proceedings of International Conference on Machine Learning and Cybernetics (ICMLC 2004), 26-29 August, Shanghai Pages: 1282-1287
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Probabilistic Sentence Reduction Using Support Vector Machines (2004)
  • Author(s): Nguyen, L.M., Shimazu, A., Horiguchi, S., Ho, T.B., Fukushi, M.
  • Journal Title: The Proceedings of The 20th International Conference on Computational Linguistics (COLING 2004), 23-27 August, Geneva Pages: 743-749
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Conditional Probability Distribution-based Dissimilarity Measure for Categorical Data. (2004)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: The Proceedings of 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD' 04), 26-28 May, Sydney(Springer) LNAI 3056 Pages: 580-589
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A Non-Parametric Wavelet Feature Extractor for Time-Series Classification (2004)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S.
  • Journal Title: The Proceedings of 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'04), Sydney, 26-28 May(Springer) LNAI 3056 Pages: 595-603
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] A New Approach to Belief Modeling (2004)
  • Author(s): Huynh, V.N., Murai, T., Nakamor Y., Ho, T.B.
  • Journal Title: The Proceedings of the Third International Symposium on Foundations of Information and Knowledge Systems (FoIKS), Vienna, 17-20 February, 2004(Springer) LNCS 2942 Pages: 196-212
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Scheduling Meetings with Distributed Local Consistency Reinforcement (2004)
  • Author(s): Ben Hassine, A., Ito, T., Ho, T.B.
  • Journal Title: The Proceedings of the 16th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE-2004), Ottawa, 17-20 May 2004(Springer) LNAI 3029 Pages: 679-688
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] New Distributed Filtering-Consistency Approach to General Networks (2004)
  • Author(s): Ben Hassine, A., Ghedira, K., Ho, T.B.
  • Journal Title: The Proceedings of the 16th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE-2004), Ottawa, 17-20 May 2004(Springer) LNAI 3029 Pages: 708-717
  • Description: 「研究成果報告書概要(和文)」より
• [Journal Article] Example-Based Reduction Using Hidden Markov Model (2004)
  • Author(s): Nguyen, L.M., Shimazu, A., Horiguchi, S., Ho, T.B.
  • Journal Title: ACM Transactions on Asian Language Information Processing Vol. 3, Issue 3 Pages: 146-158
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A Context Model for Constructing Membership Functions of Fuzzy Concepts Based on Modal Logic (2004)
  • Author(s): Huynh, V.N, Nakamori, Y., Ho, T.B., Resconi, G.
  • Journal Title: Journal of Information Sciences, Elsevier Vol. 160, 1-4 Pages: 111-129
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Temporal Logic in Mining Hepatitis Data (2004)
  • Author(s): Ho, T.B., Le, S.Q., Nguyen, C.H., Kawasaki, S., Yokoi, H., Takabayashi, K.
  • Journal Title: Japan-Vietnam Joint Workshop on Active Mining, Hanoi 4-7 Pages: 55-60
  • NAID: 110003205567
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Mining yeast transcriptional regulatory modules from factor DNA-binding sites and gene expression data (2004)
  • Author(s): Pham, T.H., Satou, K., Ho, T.B.
  • Journal Title: Genome Informatics, Yokohama, Universal Academic Press Vol. 15, No. 2
  • NAID: 130003997371
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A novel graph-based similarity measure for 2D chemical structures (2004)
  • Author(s): Le, S.Q., Ho, T.B., Phan, T.T.H.
  • Journal Title: Genome Informatics, Yokohama, Universal Academic Press Vol. 15, No. 2
  • NAID: 130003997352
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Scientific Data Mining (2004)
  • Author(s): Ho, T.B.
  • Journal Title: 5th International Symposium on Knowledge and Systems Sciences, Ishikawa 10-12 Pages: 346-352
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Data Mining of Viral Hepatitis with Temporal Abstraction (2004)
  • Author(s): Takabayashi, K., Yokoi, H., Ho, T.B., Nguyen, T.D., Kawasaki, S., Le, S.Q., Yokosuka, O., Imazeki, 0., Satomura, Y.
  • Journal Title: MedInfo 2004, San Fransisco 7-11 Pages: 1877-1877
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Measuring the Similarity for Heterogenous Data, An ordered Probability-Based Approach (2004)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: Discovery Science DS'0428 Pavoda, Springer LNA3245 Pages: 129-141
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] PEWeb : Product Extraction from Web Based on Entropy Estimation (2004)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B.
  • Journal Title: Web Intelligence (WI 2004), Beijing 20-24 Pages: 590-593
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Automatic Integrating Commercial Data on the Web Using Conditional Models (2004)
  • Author(s): Phan, X.H., Horiguchi, S., Ho, T.B., Nguyen, L.M.
  • Journal Title: ECML/PKDD 2004 Workshop on Statistical Approaches to Web Mining, Pisa 20-24 Pages: 14-25
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Combining Temporal Abstraction and Data Mining to Study Hepatitis (2004)
  • Author(s): Ho, T.B., Kawasaki, S., Le, S.Q., Tran, T.N., Takabayashi, K., Yokoi, H.
  • Journal Title: ECML/PKDD 2004 Workshop on Discovery ChallengePisa 20-24 Pages: 155-167
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] An Evolutionary K-means Algorithms for Clustering Time Series Data (2004)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S.
  • Journal Title: International Conference on Machine Learning and Cybernetics ICMLC 26-29 Pages: 1282-1287
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Probabilistic Sentence Reduction Using Support Vector Machines (2004)
  • Author(s): Nguyen, L.M., Shimazu, A., Horiguchi, S., Ho, T.B., Fukushi, M.
  • Journal Title: The 20th International Conference on Computational Linguistics COLING 2004 23-27 Pages: 743-749
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Conditional Probability Distribution-based Dissimilarity Measure for Categorical Data (2004)
  • Author(s): Le, S.Q., Ho, T.B.
  • Journal Title: 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD'04, 26-28 May, Sydney. Lecture Notes in Artificial Intelligence, Lecture Notes in Artificial Intelligence LNAI 3056, Springer Pages: 580-589
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A Non-Parametric Wavelet Feature Extractor for Time-Series Classification (2004)
  • Author(s): Zhang, H., Ho, T.B., Lin, M.S.
  • Journal Title: 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD'04, 26-28 May, Sydney. Lecture Notes in Artificial Intelligence, Lecture Notes in Artificial Intelligence LNAI 3056 Pages: 595-603
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] A New Approach to Belief Modeling (2004)
  • Author(s): Huynh, V.N., Murai, T., Nakamori, Y., Ho, T.B.
  • Journal Title: Third International Symposium on Foundations of Information and Knowledge Systems (FoIKS), Wienna, 17-20 February 2004, Lecture Notes in Computer Science 2942, Springer Pages: 196-212
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Scheduling Meetings with Distributed Local Consistency Reinforcement (2004)
  • Author(s): Ben Hassine, A., Ito, T., Ho, T.B.
  • Journal Title: 16th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE-2004), (Best Paper Nominated), Ottawa 17-20 Pages: 679-688
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] New Distributed Filtering-Consistency Approach to General Networks (2004)
  • Author(s): Ben Hassine, A., Ghedira, K., Ho, T.B.
  • Journal Title: 16th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE-2004), Ottawa, 17-20(Lecture Notes in Artificial Intelligence LNAI 3029, Springer) Pages: 708-717
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Combining Temporal Abstraction and Data Mining Methods in Medical Data Mining. Chapter 7, Intelligent Knowledge-Based Systems (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S., Le, S.Q.
  • Journal Title: T. Leondes (Ed.),Kluwer Academic Press Vol. 3 Pages: 198-222
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Failures and Successes in Medical Data Mining. Chapter 6, Knowledge-Based Intelligent Systems for Health Care, T. Ichimura and Yoshida, K. (Eds.) (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S.
  • Journal Title: Advanced Knowledge International Publishers Pages: 167-212
  • Description: 「研究成果報告書概要(欧文)」より
• [Journal Article] Temporal abstraction and its evaluation applied to laboratory data of viral hepatitis (2004)
  • Author(s): Takabayashi, K., Yokoi, H., Ho, T.B., Nguyen T.D., Kawasaki, 他
  • Journal Title: International Journal of Medical Informatics (採録予定)
• [Journal Article] Failures and Successes in Medical Data Mining (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S.
  • Journal Title: Knowledge-Based Intelligent Systems for Health Care(T.Ichimura and Yoshida, K.編集)の第6章として Pages: 167-212
• [Journal Article] Springer-Verlag
  • Author(s): Huynh, V.N., Nakamori, Y., M.Ryoke, Ho, T.B.
  • Journal Title: Fuzzy Optimization and Decision Making(Decision making under uncertainty with fuzzy targets)
• [Book] Advances in Data Warehousing and Mining (のうち Study of protein-protein interactions from multiple data sources)(を執筆)(David Taniar編集) (2007)
  • Author(s): Ho, T.B., Nguyen, T.P., Tran, T.N.
  • Publisher: IGC Publishers(In press)
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Handbook of Granular Computing (Rough Document Clustering and the Internet(を執筆))(Pedrycz, Skowron, Kreinovich 編集) (2007)
  • Author(s): Nguyen, H.S., Ho, T.B.
  • Publisher: Springer(In press)
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Creative Environments うち Chapter 4"Knowledge Acquisition by Machine Learning and Data Mining"を執筆 (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Granat, J.
  • Publisher: Springer-Verlag(In press)
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Creative Environments(Chapter 4,Knowledge Acquisition by Machine Learning and Data Mining) (2007)
  • Author(s): Ho, T.B., Kawasaki, S., Granat, J.
  • Publisher: Springer-Verlag(In press)
• [Book] Fuzzy Optimization and Decision Making(Decision making under uncertainty with fuzzy targets) (2007)
  • Author(s): Huynh, V.N., Nakamori, Y., M.Ryoke, Ho, T.B.
  • Publisher: Springer-Verlag(In press)
• [Book] Advances in Data Warehousing and Mining (2007)
  • Author(s): Ho, T.B., Nguyen, T.P., Tran, T.N.
  • Publisher: IGC Publishers(In press)
• [Book] Theories and Applications of Computer Science Advances in Knowledge Discovery and Data Mining (2006)
  • Author(s): Ho, T.B., Dong, T.B.T., Duong, A.D., Nguyen, D.T.
  • Total Pages: 260
  • Publisher: World Scientific
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Theories and Applications of Computer Science Advances in Knowledge Discovery and Data Mining (2006)
  • Author(s): Ho, T.B., Dong, T.B.T., Duong, A.D., Nguyen, D.T
  • Total Pages: 260
  • Publisher: World Scientific
• [Book] Proceedings of the 9th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Lecture Notes in Artificial Intelligence LNAI 3518 (2005)
  • Author(s): Ho, T.B., Cheung, D., Liu, H.
  • Total Pages: 864
  • Publisher: Springer
  • Description: 「研究成果報告書概要(和文)」より
• [Book] The Mathematical Foundation of Informatics (うちFormal Concept Analysis and Rough Set Theory in Clustering)((pp. 43-53) を執筆)(Do L.V. ＆ Ito M. 編集) (2005)
  • Author(s): Ho, T. B.
  • Total Pages: 212
  • Publisher: World Scientific
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Lecture Notes in Artificial Intelligence LNAI 3518(Advances in Knowledge Discovery and Data Mining(Eds.)) (2005)
  • Author(s): Ho, T.B., Cheung, D.Liu, H.
  • Publisher: Springer
• [Book] Intelligent Knowledge-Based Systems, Vol. 3(Combining Temporal Abstraction and Data Mining Methods in Medical Data Mining) (うち Chapter 7)((pp. 198-222)を執筆)(T. Leondes (Ed.)) (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S., Le, S.Q.
  • Total Pages: 320
  • Publisher: Kluwer Academic Press
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Knowledge-Based Intelligent Systems for Healthcare (Failures and Successes in Medical Data Mining)(うち Chapter 6)((pp. 167-212)を執筆)(T. Ichimura and Yoshida, K. (Eds.)) (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S.
  • Total Pages: 387
  • Publisher: Advanced Knowledge International Publishers
  • Description: 「研究成果報告書概要(和文)」より
• [Book] Intelligent Knowledge-Based Systems, Vol.3(第7章執筆)(T.Leondes(Ed.)) (2004)
  • Author(s): Ho, T.B., Nguyen, T.D., Kawasaki, S., Le, S.Q
  • Publisher: Kluwer Academic Press