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List: wekalist
Subject: Re: [Wekalist] NaiveBayesSimple.normalDens
From: Eibe Frank <eibe () cs ! waikato ! ac ! nz>
Date: 2012-11-27 20:45:25
Message-ID: A35F6065-5C59-4AF2-B5E5-A981C49FF1F5 () cs ! waikato ! ac ! nz
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NaiveBayesSimple uses a normal density for numeric attributes. Probability density \
functions can have values > 1. They need to be nonnegative and integrate to 1 though.
Cheers,
Eibe
On 28 Nov 2012, at 09:16, Eduardo Correa Goncalves wrote:
> Hi,
>
> I've been testing the class "NaiveBayesSimple" (Weka-3-6-8) against several \
> datasets. I have noticed that for some instances in a few of the datasets the \
> method "normalDens" returns a value above 1.0 for conditional probabilities (I \
> discovered that wrong probability values after debugging my code).
> This error occurs, for example, in datasets such as "emotions.arff" and \
> "scene.arff", when I'm performing binary classification (below, 2 examples of \
> mistaken values returned by normalDens in the dataset "scene.arff").
> 2.1060123249038063
> 1.7688895213725202
>
>
>
> In spite of the fact that "NaiveBayesSimple" was created for educational purposes, \
> I would like to know why this kind of error occurs. Would it be due to underflow?
> Cheers,
>
> Eduardo
>
>
>
>
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