Statistics and Data Mining

Jing Shyr

《中國統計學報》 43卷2期 (2005/06) Pp. 231-238

https://doi.org/10.29973/JCSA.200506.0007

並列摘要

The desire for learning the relationships from data has resulted in a lot of research on statistics and data mining. The two fields have developed separately for years. Many wonder about their similarities. This paper will discuss their relationships from the underlying mathematical point of views and also from the problems they intend to solve.

並列關鍵字

Discriminant analysis ； hierarchical clustering ； k-means clustering ； Multi-Layer Perception MLP ； neural network ； projection pursuit ； regression analysis ； supervised learning ； Support Vector Machine SVM ； Radial

參考文獻

Chiu, T.,Fang, D.,Chen, J.,Wang, Y.,Jeris, C.(2001).A robust and scalable clustering algorithm for mixed type attributes in large database environment.Proceedings of the 7th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.263-268.

Hastie, T.,Tibshirani, R.,Friedman, J.(2001).The Elements of Statistical Learning, Data Mining, Inference and Prediction.New York:Springer-Verlay.