雲端資料探勘決策分析平台

Cloud Data Mining Decision Platform

10.6338/JDA.201112_6(6).0005

李御璽(Yue-Shi Lee)；顏秀珍(Show-Jane Yen)；白玉華(Yuh-Hwa Pai)；呂誌軒(Chih-Hsuan Lu)

分類 ； 資料探勘 ； 機器學習 ； Classification ； Data Mining ； Machine Learning

Journal of Data Analysis

6卷6期（2011 / 12 / 01）

91 - 108

繁體中文

在資料探勘（Data Mining）與機器學習（Machine learning）的領域中，分類（Classification）技術受到相當廣泛的研究，並應用於各領域的實務中。本研究建構雲端資料探勘決策分析平台－MCU Smart Score II，以符合業界對資料探勘分類系統在實務上的需求。實驗的結果顯示，MCU Smart Score II的分類效能優於現行的線上資料探勘分類系統－ismartscore及微軟的雲端資料探勘系統，同時也優於傳統資料探勘軟體所建構出的分類模型。

Classification analysis is a well-studied technique in data mining and machine learning domains. Due to the forecasting characteristic of classification, it has been used in a lot of real applications. This study will build and develop a practical Cloud Data Mining Decision Platform, MCU Smart Score II, which meets the requirement of the enterprises. The experimental results show that MCU Smart Score II outperforms the current on-line classification system, ismartscore, and Microsoft Cloud Data Mining system in classification evaluation. Besides, it is also better than the traditional data mining classification systems.

1. Berry, M.J.A.,Linoff, G.S.(2004).Data Mining Techniques for Marketing, Sales and Customer Relationship Management, Second Edition.Wiley Publishers.
2. Chyi, Y.M.(2003).Department of Information Management, National Sun Yat-Sen University.
3. Han, J. W.,Kamber, M.(2006).Data Mining: Concepts and Techniques, Second Edition.Morgan Kaufmann Publishers.
4. Japkowicz, N.(2001).Concept-learning in the Presence of Between-class and Within-class Imbalances.Proceedings of the 14th Conference of the Canadian Society for Computational Studies of Intelligence
5. Lee, Y.S.,Yen, S.J.,Lin, C.H.,Kuo, Y.R.,Chen, S.M.(2008).Data Mining on Credit Card Application Scorecard.Proceedings of 14th Conference on Information Management and Practice
6. Lee, Y.S.,Yen, S.J.,Lin, C.H.,Wu, C.W.,Nien, C.C.,Jeng, Y.H.,Chang, W.H.(2008).Data Mining on Credit Risk Prediction of Mortgage.Proceedings of International Conference on Information Management
7. Lee, Y.S.,Yen, S.J.,Ro, L.J.,Wu, C.W.,Nien, C.C.(2008).Data Mining on Predicting the Claims in Car Insurance.Proceedings of 14th Conference on Information Management and Practice
8. Lee, Y.S.,Yen, S.J.,Yang, N.H.,Liao, C.H.,Huang, P.W.,Lai, Y.C.(2006).Using Data Mining Techniques to Construct Heart Disease Forecast Model.Proceedings of 11th Conference on Artificial Intelligence and Applications
9. Lee, Y.S.,Yen, S.J.,Yang, N.H.,Liao, C.H.,Huang, P.W.,Yang, L.C.,Wu, Z.Y.(2007).A Data Mining Approach to Constructing Heart Disease Forecast Model.Journal of Informatics and Electronics,2(1),19-28.
10. Lee, Y.S.,Yen, S.J.,Yang, N.H.,Liao, C.H.,Huang, P.W.,Ying, J.C.,Lai, Y.C.(2005).A Data Mining Approach to Constructing Heart Disease Forecast Model.Proceedings of International Medical Informatics Symposium in Taiwan
11. Lee, Y.S.,Yen, S.J.,Ying, J.C.,Shen, Z.H.,Chang, Y.M.,Shie, B.E.(2005).Applying Data Mining to the Forecast of Non-Insulin-Dependent Diabetes Mellitus.Proceedings of International Medical Informatics Symposium in Taiwan