Journal Publications
2010
S Tsumoto and S. Hirano: Risk Mining in Medicine: Application of Data Mining
to Medical Risk Management. Fundam. Inform. 98(1): 107-121, 2010.
2009
Shusaku Tsumoto, Shoji Hirano: Statistical Independence and Determinants
in a Contingency Table - Interpretation of Pearson Residuals based on Linear
Algebra -. Fundam. Inform. 90(3): 251-267 (2009)
Shusaku Tsumoto, Shoji Hirano: Contingency Matrix Theory II: Degree of
Dependence as Granularity. Fundam. Inform. 90(4): 427-442 (2009)
2008
Shusaku Tsumoto and Yuko Tsumoto: Data Mining-based Hospital Management.
Journal of Chongqing University of Post and Telecommunications 20(3):
p. 309-323, 2008.
2007
Miho Ohsaki, Hidenao Abe, Shusaku Tsumoto, Hideto Yokoi, Takahira Yamaguchi:
Evaluation of rule interestingness measures in medical knowledge discovery
in databases. Artificial Intelligence in Medicine 41(3): 177-196 (2007)
Shusaku Tsumoto, Shoji Hirano: Visualization of Differences between Rules'
Syntactic and Semantic Similarities using Multidimensional Scaling. Fundam.
Inform. 78(4): 561-573 (2007)
2005
S. Tsumoto and S. Hirano: Automated Discovery of Chronological Patterns
in Long Time-series Medical Datasets. International Journal of Intelligent
Systems 20: 737-757, 2005
2004
Tsumoto S: Mining diagnostic rules from clinical databases using rough
sets and medical diagnostic model, Information Sciences, 162: 63-137, 2004.
2003
Tsumoto S: Chance Discovery in Medicine - Detection of Rare Risky Events
in Chronic Diseases -. New Generation Computing 21: 135-147, 2003.
2002
Tsumoto S, Hirano S, Yasuda A, Tsumoto K: Analysis of amino acid sequences
by statistical technique, Information Sciences 145: 205-214, 2002
2000
Tsumoto S: Automated discovery of positive and negative knowledge in clinical
databases based on rough set model. IEEE Engineering in Medicine and Biology
Magazine 19: 56-62, 2000
1998
Shusaku Tsumoto: Automated Extraction of Medical Expert System Rules from
Clinical Databases on Rough Set Theory. Journal of Information Sciences
112: 67-84, 1998.
Tsumoto, S. Extraction of Experts' Decision Rules from Clinical Databases using Rough Set Model. Journal of Intelligent Data Analysis, 2(3), 215-227, 1998.
1996
Tsumoto,S. and Tanaka,H. Machine Discovery of Functional Components of
Proteins from Amino-acid sequences based on Rough Sets and Change of Representation.
Journal of Intelligent Automation and Soft Computing 2, pp. 169-180, 1996.
Tsumoto, S. and Tanaka, H. A Common Framework of Empirical Learning Methods
based on Rough Sets and Matroid Theory. Fundamentae Informaticae, pp. 273-288,
1996.
1995
Tsumoto, S., Tanaka, H., Amano, H., Ohyama, K., and Kuroda, T. COBRA: Integration
of Knowledge-Bases with Case-Databases in the Domain of Congenital Malformation.
International Journal of Cooperative Information Systems 4, 387-403, 1995.
Tsumoto, S. and Tanaka, H. PRIMEROSE: Probabilistic Rule Induction Method
based on
Rough Sets and Resampling Methods. Computational Intelligence 11, 389-405,
1995.