genesis 发表于 2025-3-23 11:22:16
http://reply.papertrans.cn/71/7052/705129/705129_11.pngnovelty 发表于 2025-3-23 13:58:25
http://image.papertrans.cn/o/image/705129.jpgflammable 发表于 2025-3-23 22:01:42
https://doi.org/10.1007/978-3-319-54765-7Data mining; Outlier ensembles; Ensemble analysis; Bagging; Classification; Heterogeneous model combinati流浪者 发表于 2025-3-24 00:57:02
Charu C. Aggarwal,Saket SatheProvides a comprehensive overview of the field including the theory of outlier ensembles and various techniques built around this theory.Offers numerous practical insights about the implementation ofAssemble 发表于 2025-3-24 04:46:52
http://reply.papertrans.cn/71/7052/705129/705129_15.png键琴 发表于 2025-3-24 08:34:50
http://reply.papertrans.cn/71/7052/705129/705129_16.png止痛药 发表于 2025-3-24 11:22:50
http://reply.papertrans.cn/71/7052/705129/705129_17.pngCBC471 发表于 2025-3-24 18:55:00
http://reply.papertrans.cn/71/7052/705129/705129_18.png不再流行 发表于 2025-3-24 21:27:24
Model Combination Methods for Outlier Ensembles,bination methods. For example, the impact of the scheme of averaging is quite different from that of maximization in terms of the bias and variance of the result. Therefore, the choice of model combination has a crucial effect on the results of the ensemble.Ovulation 发表于 2025-3-25 01:56:49
Which Outlier Detection Algorithm Should I Use?,ity. What is the impact of using generic ensemble methods on various base detectors? What is the impact of combining these ensemble methods into a higher-level combination? This chapter will discuss both these different ways of combining base detectors and also various ways in which one can squeeze the most out of ensemble methods.