A Case-based Grey Relational Analysis Model forMultiple Criteria Classification of Thyroid Nodules

被引：0

作者：

Sun, Hongjun ^{[1
]}

Yu, Feihong ^{[2
]}

Xu, Haiyan ^{[1
]}

Xia, Houxue ^{[3
]}

机构：

[1] Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R China

[2] Nanjing Med Univ, Dept Ultrasound, Affiliated Hosp 1, Nanjing 210029, Peoples R China

[3] Nanjing Tech Univ, Sch Econ & Management, Nanjing 211800, Peoples R China

来源：

JOURNAL OF GREY SYSTEM | 2020年 / 32卷 / 04期

基金：

中国国家自然科学基金;

关键词：

Grey Relational Analysis; Multiple Criteria Classification; Thyroid Nodule Diagnosis; DATA SYSTEM; WHITE PAPER;

D O I：

暂无

中图分类号：

O1 [数学];

学科分类号：

0701 ; 070101 ;

摘要：

Multi-criteria Decision Aiding (MCDA) paradigm has been utilized in solving classification problems. In this study, a novel MCDA classification method using case-based grey relational analysis (GRA) is proposed to solve the problem of classifying and diagnosing thyroid nodules. After a set of appropriate criteria are identified and qualified, representative cases are selected as input. Weighted distance based on GRA is defined to express the decision maker's preference. Then a quadratic optimization program is constructed to obtain optimal classification thresholds. This method can overcome the difficulties in the clinical diagnosis of thyroid nodules caused by the decision-maker's (DM) cognitive limitations. An experiment is conducted to demonstrate the procedure.

引用

页码：65 / 76

页数：12

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