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Improvement the prediction using unsupervised discretization method - Gabrijela Dimi¿

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2018-09-21
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This book presents research about comparison between the efficiency of unsupervised and supervised discretization methods for educational data from blended learning environment. Naïve Bayes classifier was trained for each discretized data set and comparative analysis of prediction models was conducted. The research goal was to transform numeric features into maximum independent discrete values with minimum ... Visas aprašymas

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This book presents research about comparison between the efficiency of unsupervised and supervised discretization methods for educational data from blended learning environment. Naïve Bayes classifier was trained for each discretized data set and comparative analysis of prediction models was conducted. The research goal was to transform numeric features into maximum independent discrete values with minimum loss of information and reduction of classification error. Proposed unsupervised discretization method was based on the histogram distribution and implementation of oversampling technique. The main contribution of this research is improvement of prediction accuracy using unsupervised discretization method which reducing the effect of ignoring class feature for educational data set.

Daugiau informacijos

Autorius Gabrijela Dimi¿
Leidėjas LAP LAMBERT Academic Publishing
Išleidimo metai 2018
Viršelio tipas Minkšti viršeliai
EAN 9786139908776
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43,07 € 57,42 €