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Information criteria for support vector machines

IEEE Transactions on Neural Networks, 2006
This paper presents kernel regularization information criterion (KRIC), which is a new criterion for tuning regularization parameters in kernel logistic regression (KLR) and support vector machines (SVMs). The main idea of the KRIC is based on the regularization information criterion (RIC).
Kei, Kobayashi, Fumiyasu, Komaki
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Criteria for Classification of Medical Information

2003
Medical information, which is the central notion in medical informatics, covers a large scale of structures and forms. Several classifications are possible and two criteria have been used in this paper: structural level and informational level. According to structural level we can distinguish three major areas: bioinformatics and neuroinformatics for ...
George, Mihalas   +4 more
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Evaluation of criteria for information retrieval

Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003), 2004
AbstractWe investigate van Rijsbergen'sF‐measure, the break‐even point, and 11‐point averaged precision, all of which can be translated into one‐dimensional scalar quantities from the precision and the recall. These investigations can be done by comparing to the tetrachoric (four‐fold) correlation coefficient and phi (four‐fold point) coefficient ...
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Mutual Information Criteria for Feature Selection

2011
In many data analysis tasks, one is often confronted with very high dimensional data. The feature selection problem is essentially a combinatorial optimization problem which is computationally expensive. To overcome this problem it is frequently assumed either that features independently influence the class variable or do so only involving pairwise ...
Zhang Z., Hancock E.R.
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Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2003
Hanchuan Peng, Fuhui Long, C. Ding
semanticscholar   +1 more source

Information Theoretic Criteria

2023
Badong Chen   +3 more
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INFORMATION MANAGEMENT ASSESSMENT CRITERIA

2005
Scientific interest in the problems of information management in the context of the information technology revolution (M. Castells) is obvious. Recently, many works have appeared that study various aspects of management in the information sphere1. It should be noted that they interpret the concept of "information management" differently, which is ...
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Information criteria for pairwise comparisons.

Psychological Methods, 2003
A new approach is presented for the interpretation of differences among means and proportions. Post hoc techniques, such as Tukey's honestly significant difference procedure, have interpretive problems related to intransitive decisions and technical issues arising from unequal sample sizes or heterogeneity of variance.
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Model selection via information criteria

Periodica Mathematica Hungarica, 2005
This is a survey of the information criterion approach to model selection problems. New results about context tree estimation and the estimation of the basic neighborhood of Markov random fields are also mentioned.
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