Rough set based rule induction in decision making using credible classification and preference from medical application perspective
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Updated: Mar 26, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Tzu-Liang Bill Tseng1, Chun-Che Huang2, Kym Fraser3
1Department of Industrial, Manufacturing and Systems Engineering, The University of Texas at El Paso, 500 West University Avenue, El Paso, TX 79968, United States.
Abstract:
This paper presents a new heuristic algorithm for reduct selection based on credible index in the rough set theory (RST) applications. This algorithm is efficient and effective in selecting the decision rules particularly the problem to be solved in a large scale. This algorithm is capable to derive the rules with multi-outcomes and identify the most significant features simultaneously, which is unique and useful in solving predictive medical problems. The end results of the proposed approach are a set of decision rules that illustrates the causes for solitary pulmonary nodule and results of the long term treatment.
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