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AODE : ウィキペディア英語版
Averaged one-dependence estimators
Averaged one-dependence estimators (AODE) is a probabilistic classification learning technique. It was developed to address the attribute-independence problem of the popular naive Bayes classifier. It frequently develops substantially more accurate classifiers than naive Bayes at the cost of a modest increase in the amount of computation.〔Webb, G. I., J. Boughton, and Z. Wang (2005). ("Not So Naive Bayes: Aggregating One-Dependence Estimators" ). ''Machine Learning'', 58(1), 5–24. 〕
== The AODE classifier ==

AODE seeks to estimate the probability of each class ''y'' given a specified set of features ''x''1, ... ''x''n, P(''y'' | ''x''1, ... ''x''n). To do so it uses the formula
:\hat(y\mid x_1, \ldots x_n)=\frac(y,x_i)\prod_^n\hat(x_j\mid y,x_i)}
\hat(y^\prime,x_i)\prod_^n\hat(x_j\mid y^\prime,x_i)}
where \hat(\cdot) denotes an estimate of P(\cdot), F(\cdot) is the frequency with which the argument appears in the sample data and ''m'' is a user specified minimum frequency with which a term must appear in order to be used in the outer summation. In recent practice ''m'' is usually set at 1.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
ウィキペディアで「Averaged one-dependence estimators」の詳細全文を読む



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