Journal Publications
2022.
Shusaku Tsumoto, Tomohiro Kimura, Shoji Hirano: Order Trajectory Analysis
for Monitoring Clinical Process. Rev. Socionetwork Strateg. 16(1): 53-70,
2022
Shusaku Tsumoto, Shoji Hirano, Tomohiro Kimura, Haruko Iwata: Mining Clinical
Process from Hospital Information System: A Granular Computing Approach.
Fundam. Informaticae 182(2): 181-218, 2022.
2021
Shusaku Tsumoto, Shoji Hirano, Tomohiro Kimura, Haruko Iwata:
Mining Clinical Process from Hospital Information System: A Granular Computing Approach. Fundam. Informaticae 182(2): 181-218 (2021)
Shusaku Tsumoto, Tomohiro Kimura, Shoji Hirano:
Mining Clinical Pathways Using Dual Clustering. Rev. Socionetwork Strateg. 15(2): 287-307 (2021)
Shusaku Tsumoto, Tomohirno Kimura, Shoji Hirano:
Determination of Disease from Discharge Summaries. Rev. Socionetwork Strateg. 15(1): 49-66 (2021)
2019
Izuhara M, Izuhara HK, Tsuchie K, Araki T, Ito T, Sato K, Miura S, Otsuki
K, Nagahama M, Hayashida M, Hashioka S, Wake R, Kimura T, Tsumoto S, Saito
Y, Inagaki M.. Real-World Preventive Effects of Suvorexant in Intensive
Care Delirium: A Retrospective Cohort Study. J Clin Psychiatry 81.
Izuhara M, Izuhara HK, Tsuchie K, Araki T, Ito T, Sato K, Miura S, Otsuki
K, Nagahama M, Hayashida M, Hashioka S, Wake R, Kimura T, Tsumoto S, Saito
Y, Inagaki M. Studies Support the Use of Suvorexant for the Prevention
of Delirium
J Clin Psychiatry 82.
Okuda M, Yasuda A, Tsumoto S. An approach to exploring associations between
hospital structural measures and patient satisfaction by distance-based
analysis. BMC Health Serv Res. 63.
2018
Tsubata Y, Shiratsuki Y, Okuno T, Tanino A, Nakao M, Amano, Y, Hotta T,
Hamaguchi M, Okimoto T, Hamaguchi S, Kurimoto N, Nishiyama Y, Kimura T,
Iwata H, Tsumoto S, Isobe. Prospective clinical trial evaluating vulnerability
and chemotherapy risk using geriatric assessment tools in older patients
with lung cancer. Geriatr Gerontol Int, 19, 2018
2017
Shusaku Tsumoto, Shoji Hirano: Incremental Rules Induction based on Rule
Layers and its Application to Clinical Datasets
Neuroscience and Biomedical Engineering 5, p.59-66, 2017
2016
Mei-Hui Wang, Kanta Kurozumi, Mikiko Kawaguchi, Chang-Shing Lee, Hiroshi
Tsuji, Shusaku Tsumoto: Healthy diet assessment mechanism based on fuzzy
markup language for Japanese food. Soft Comput. 20(1): 359-376 (2016)
Shusaku Tsumoto, Shoji Hirano and Yuko Tsumoto: Quantitative Estimation
of Software Quality in Hospital Information System, Neuroscience and Biomedical
Engineering 4(1): 57 - 66
Shusaku Tsumoto, Shoji Hirano: Multidimensional temporal mining
in hospital information system. IJCIStudies 5: p.317-337, 2016.
2015
Yuko Tsumoto, Haruko Iwata, Shoji Hirano and Shusaku Tsumoto: Construction
of Clinical Pathway Using Dual Clustering.Neuroscience and Biomedical Engineering
3(1): 49-56, 2015.
Haruko Iwata, Shoji Hirano, Shusaku Tsumoto: Maintenance and Discovery
of Domain Knowledge for Nursing Care using Data in Hospital Information
System. Fundam. Inform. 137(2): 237-252 (2015)
2014
Shusaku Tsumoto, Haruko Iwata, Shoji Hirano, Yuko Tsumoto: Similarity-based
behavior and process mining of medical practices. Future Generation Comp.
Syst. 33: 21-31 (2014)
Toshihiko Kawamura, Tomohiro Kimura, Shusaku Tsumoto: Estimation of Service
Quality of a Hospital Information System Using a Service Log. The Review
of Socionetwork Strategies 8(2): 53-68 (2014)
2013
Shusaku Tsumoto, Shoji Hirano: Incremental Induction of Medical Diagnostic
Rules Based on Incremental Sampling Scheme and SubRule Layers. Fundam.
Inform. 127(1-4): 209-223 (2013)
Yingxu Wang, Gabriele Fariello, Marina L. Gavrilova, Witold Kinsner, Fumio
Mizoguchi, Shushma Patel, Dilip Patel, Fernando L. Pelayo, Victor Raskin,
Duane F. Shell, Shusaku Tsumoto: Perspectives on Cognitive Computers and
Knowledge Processors. IJCINI 7(3): 1-24 (2013)
Shusaku Tsumoto, Shoji Hirano: Combinatorics of Information Granule in
Contingency Table. Int. J. Intell. Syst. 28(9): 892-906 (2013)
Shusaku Tsumoto, Shoji Hirano:Combinatorics in Pearson residuals. IJKESDP
4(1): 72-84 (2013)
Shoji Hirano, Shusaku Tsumoto: Clustering of non-metric proximity data
based on bi-links with e-indiscernibility. J. Intell. Inf. Syst. 41(1):
61-71 (2013)
Eisuke Hanada, Takato Kudou, Shusaku Tsumoto: Installation of Secure, Always
Available Wireless LAN Systems as a Component of the Hospital Communication
Infrastructure. J. Medical Systems 37(3): 9939 (2013)
2012
Yingxu Wang, James A. Anderson, George Baciu, Gerhard Budin, D. Frank
Hsu, Mitsuru Ishizuka, Witold Kinsner, Fumio Mizoguchi, Toyoaki
Nishida, Kenji Sugawara, Shusaku Tsumoto: Perspectives on eBrain and
Cognitive Computing. Du Zhang IJCINI 6 : 1-21, 2012
Hidenao Abe and Shusaku Tsumoto: Detection of research trends from bibliographical data. IJDMMM 4: 255-266, 2012
2011
Y. Tsumoto, S. Tsumoto: Correlation and Regression Analysis for
Characterizations of a University Hospital. Rev Socionetwork Stra. 5:
43-55, 2011
S. Tsumoto, S. Hirano: Detection of risk factors using trajectory mining J. Intell. Inf. Syst. 36: 403-425, 2011
S. Tsumoto, S. Hirano: Residual as Linear Sum of Matrix Determinants
?in Multiway Contingency Tables International Journal of Computational
Intelligence Systems. 4: 1080-1089, 2011
H. Abe, S. Tsumoto: Evaluating a Temporal Pattern Detection Method for
Finding Research Keys in Bibliographical Data T. Rough Sets. 14: 1-17,
2011
2010
Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi: Improving
a rule evaluation support method based on objective indices. International
Journal of Advanced Intelligence Paradigms (IJAIP), Vol. 2, No. 2/3, pp.180-197,
2010
T.Y. Lin, Rushin Barot and Shusaku Tsumoto: Some Remarks on the Concept
of Approximations from the View of Knowledge Engineering. International
Journal of Software Science and Computational Intelligence 4(2).
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.