Balanced sensitivity functions for tuning multi-dimensional Bayesian network classifiers

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• 作者：Janneke H. Bolt ; ^{j.h.bolt@uu.nl} ; Linda C. van der Gaag ^{l.c.vandergaag@uu.nl}
• 关键词：Bayesian networks ; Multi-dimensional classifiers ; Higher-order sensitivity functions ; Balanced sensitivity functions ; Network tuning
• 刊名：International Journal of Approximate Reasoning
• 出版年：2017
• 出版时间：January 2017
• 年：2017
• 卷：80
• 期：Complete
• 页码：361-376
• 全文大小：1549 K
• 卷排序：80

文摘

N-way sensitivity functions which can be established efficiently are given for MDCs. Balanced functions, capturing BN output in multiple, tied, parameters are introduced. Balanced tuning of multi-dimensional Bayesian classifiers is formalised.