In this paper we present OvaExpert, an intelligent system for ovarian tumor diagnosis. We give an overview of its features and main design assumptions. As a theoretical framework the system uses fuzzy set theory and other soft computing techniques. This makes it possible to handle uncertainty and incompleteness of the data, which is a unique feature of the developed system. The main advantage of OvaExpert is its modular architecture which allows seamless extension of system capabilities. Three diagnostic modules are described, along with examples. The first module is based on aggregation of existing prognostic models for ovarian tumor. The second presents the novel concept of an Interval-Valued Fuzzy Classifier which is able to operate under data incompleteness and uncertainty. The third approach draws from cardinality theory of fuzzy sets and IVFSs and leads to a bipolar result that supports or rejects certain diagnoses. (C) 2016 Nalecz Institute of Biocybernetics and Biomedical Engineering of the Polish Academy of Sciences. Published by Elsevier Sp. z o.o. All rights reserved.
机构:
Tianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Tianjin Med Univ, Gen Hosp, Dept Geriatr, Tianjin 300020, Peoples R ChinaTianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Dong, X.
Men, X.
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Tianjin Med Univ, Canc Inst & Hosp, Dept Internal Med, Tianjin 300020, Peoples R ChinaTianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Men, X.
Zhang, W.
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机构:
Tianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Tianjin Med Univ, Gen Hosp, Dept Geriatr, Tianjin 300020, Peoples R ChinaTianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Zhang, W.
Lei, P.
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Tianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China
Tianjin Med Univ, Gen Hosp, Dept Geriatr, Tianjin 300020, Peoples R ChinaTianjin Med Univ, Gen Hosp, Dept Hematol Oncol, Tianjin 300020, Peoples R China