Patient classification considering the risk of restenosis after coronary stent placement

Date

2019-10-01

Author

Sahin, Halenur
Duran, Serhan
Yakici, Ertan
Sahin, Mahmut

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Aging and some lifestyle habits cause plaque accumulation in the blood vessels of the heart and this causes narrowing of the arteries. Stents are tiny wire mesh tubes which are used in balloon angioplasty to keep the vessels open. However, the stented vessel has a risk of re-narrowing due to the recovery response of the stented vessel segment and this is called in-stent-restenosis. The objective of this study is classifying patients according to their risks of restenosis. For this purpose, first a utilites additives discriminates model called parametrized classification model is developed, then to improve the classification performance of this model, a non-dominated sorting based multi-objective evolutionary algorithm (NSGA-II) is implemented. Finally, computational experiments are conducted with real life data to demonstrate the efficiency of proposed methods.

Subject Keywords

Management Science and Operations Research, Computer Networks and Communications, Software, Control and Optimization, Artificial Intelligence, Information Systems

URI

https://hdl.handle.net/11511/41885

Journal

JOURNAL OF HEURISTICS

DOI

https://doi.org/10.1007/s10732-018-9394-9

Collections

Department of Industrial Engineering, Article

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Citation Formats

H. Sahin, S. Duran, E. Yakici, and M. Sahin, “Patient classification considering the risk of restenosis after coronary stent placement,” JOURNAL OF HEURISTICS, pp. 703–729, 2019, Accessed: 00, 2020. [Online]. Available: https://hdl.handle.net/11511/41885.