Search Results for author: Steven Kay

Found 3 papers, 0 papers with code

On Bayesian Exponentially Embedded Family for Model Order Selection

no code implementations30 Mar 2017 Zhenghan Zhu, Steven Kay

In this paper, we derive a Bayesian model order selection rule by using the exponentially embedded family method, termed Bayesian EEF.

Model Selection

EEF: Exponentially Embedded Families with Class-Specific Features for Classification

no code implementations11 May 2016 Bo Tang, Steven Kay, Haibo He, Paul M. Baggenstoss

In this letter, we present a novel exponentially embedded families (EEF) based classification method, in which the probability density function (PDF) on raw data is estimated from the PDF on features.

Classification Feature Selection +2

Toward Optimal Feature Selection in Naive Bayes for Text Categorization

no code implementations9 Feb 2016 Bo Tang, Steven Kay, Haibo He

Based on the JMH-divergence, we develop two efficient feature selection methods, termed maximum discrimination ($MD$) and $MD-\chi^2$ methods, for text categorization.

Feature Selection General Classification +2

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