Implementing an integrated time-series data mining environment based on temporal pattern extraction methods: A case study of an interferon therapy risk mining for chronic hepatitis

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4012 LNAI, Issue , 2006, Pages 425-435

  Abe, Hidenao ^a   Ohsaki, Miho ^b   Yokoi, Hideto ^c   Yamaguchi, Takahira ^d  

^a SHIMANE UNIVERSITY   (Japan)

^b DOSHISHA UNIVERSITY   (Japan)

^c KAGAWA UNIVERSITY HOSPITAL   (Japan)

^d KEIO UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; DATA PROCESSING; DATABASE SYSTEMS; HUMAN COMPUTER INTERACTION; INTERFERONS; KNOWLEDGE BASED SYSTEMS; PATIENT MONITORING;

CHRONIC HEPATITIS; INTEGRATED TIME-SERIES DATA MINING ENVIRONMENT; TEMPORAL PATTERN EXTRACTION METHODS;

ARTIFICIAL INTELLIGENCE;

EID: 33746042978     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11780496_45     Document Type: Conference Paper

References (17)

1. H. Abe and T. Yamaguchi, Constructive Meta-Learning with.Machine Learning Method Repositories, in Proc. of the seventeenth International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems. (2004) 502-511
2. D. J. Berndt and J. Clifford, Using dynamic time wrapping to find patterns in time series, in Proc. of AAAI Workshop on Knowledge Discovery in Databases. (1994) 359-370
3. G. Das, L. King-Ip, M. Heikki, G. Renganathan, and P. Smyth, Rule Discovery from Time Series, in Proc. of International Conference on Knowledge Discovery and Data Mining. (1998) 16-22
4. I. Daubechies, Ten lectures on wavelets, Society for Industrial and Applied Mathematics. (1992)
5. U. M. Fayyad, G. Piatcktsky-Shapiro, and P. Smyth, From Data Mining to Knowledge Discovery: An Overview, Advances in Knowledge Discovery and Data Mining, AAAI Press / The MIT Press, CA. (1996) 1-34
6. E. Frank, I. H. Witten, Generating accurate rule sets without global optimization, in Proc. of the Fifteenth International Conference on Machine Learning, 1998, pp.144-151.
7. S. Hirano and S. Tsumoto, Mining Similar Temporal Patterns in Long Time-Series Data and Its Application to Medicine, in Proc. of the 2002 IEEE International Conference on Data Mining, 2002, pp.219-226.
8. J. Lin, E. Keogh, S. Lonardi, and P. Patel, Finding Motifs in Time Series, in Proc. of Workshop on Temporal Data Mining, 2002, pp.53-68.
9. H. Liu and H. Motoda, Feature selection for knowledge discovery and data mining, Kluwer Academic Publishers. (1998)
10. R. Michalski, I. Mozetic, J. Hong, and N. Lavrac., The AQ15 Inductive Leaning System: An Overview and Experiments, Reports of Machine Leaning and Inference Laboratory, MLI-86-6, George Maseon University. (1986)
11. T. M. Mitchell, Generalization as Search, Artificial Intelligence. 18(2) (1982) 203226
12. M. Ohsaki, S. Kitaguchi, K. Okamoto, H. Yokoi, and T. Yamaguchi, Evaluation of Rule Interestingness Measures with a Clinical Dataset on Hepatitis, in Proc. of ECML/PKDD 2004, LNAI3202. (2004) 362-373
13. M.Ohsaki, H. Abe, S. Kitaguchi, S. Kume, H. Yokoi, and T. Yamaguchi, Development and Evaluation of an Integrated Time-Series KDD Environment - A Case Study of Medical KDD on Hepatitis-, Joint Workshop of Vietnamese Society of Artificial Intelligence, SIGKBS-JSAI, ICS-IPSJ and IEICE-SIGAI on Active Mining. (2004) No.23
14. M. Ohsaki, H. Abe, S. Kitaguchi, H. Yokoi, and T. Yamaguchi, Development and Evaluation of A Time-Series Pattern Extraction Method Based on Irregular Sampling and Quantization, in Proc. of the 69th workshop on knowledge base systems (SIG-KBS-A405-07). (2005) 39-43 (in Japanese)
15. J. R. Quinlan, Programs for Machine Learning, Morgan Kaufmann (1992)
16. S. Tsumoto, Hepatitis Dataset for Discovery Challenge, http://lisp.vse.cz/ challenge/ecmlpkdd2002/index.html. (2002)
17. I. H. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations, Morgan Kaufmann, San Francisco. (2000)