- 期刊
- OpenAccess
An Effective Classification Approach Based on Fuzzy Set and Multiple Criteria Linear Programming
一种基于模糊集和多准则线性规划的有效的分类方法
摘要
本文提出了一种基于模糊集和多准则线性规划新的并且有效的数据分析方法，它可用于解决数据挖掘中的分类问题。首先，我们描述了模糊集和用于分类的多准则线性规划的基本理论；然后，给出一种新的用于解决分类问题的多准则模糊线性规划的方法论和模型，该方法和模型充分地综合和模糊集和多准则线性规划的各自的优点，并同时克服了它们的不足。此外，我们在Windows系统平台并在SAS系统环境中开发并实现了该模型及其算法；最后，通过在信用评分领域中的实证研究，其结论和其他方法的对比分析，我们发现在实际应用中这一分类方法要优于单一的多准则线性规划分类方法和其他传统的分类方法。
並列摘要
This paper puts forward a new and effective approach based on fuzzy set and multiple criteria linear programming (MCLP) for solving classification problems in data mining. Firstly, we describe the basic theories of fuzzy set and MCLP model for classification. Then we provide the methodology and model of the multiple criteria fuzzy linear programming approach for classification, which sufficiently integrate their respective virtues and overcome the adverse factors simultaneously. In addition, we also develop and implement the algorithm in SAS system and Windows platform. Finally, by many experiments in credit scoring and medical diagnosis and prognosis, their conclusions and comparison analysis, we find that this classification approach is better than single MCLP model and other traditional classification methods in practical applications.
參考文獻
延伸閱讀
- 黃文志（2014）。區間資料的模糊聚類演算法〔碩士論文，中原大學〕。華藝線上圖書館。https://doi.org/10.6840/cycu201400066
- Su, J. Y. (2007). 基於模糊c-回歸模型分類與新穎群集驗證準則之模糊模型辨證及其應用 [doctoral dissertation, Tatung University]. Airiti Library. https://www.airitilibrary.com/Article/Detail?DocID=U0081-0607200917242300
- 鍾漢璋（2013）。以多目標規劃法建構模糊迴歸模型〔碩士論文，國立臺北科技大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0006-0407201310252000
- 陳瑄易（2006）。具有有效特徵選取及歸屬函數最佳化機制之模糊分類器之設計及應用〔碩士論文，國立臺灣師範大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0021-2304200713190720
- Wu, K. L. (2003). 架構在分散矩陣上的模糊分類演算法 [doctoral dissertation, Chung Yuan Christian University]. Airiti Library. https://doi.org/10.6840/cycu200300260