Witten, I. H. <br/><br/>
Data mining algorithms  Part 1.  [electronic resource] / 
 Data mining algorithms :  part one 
Ian H. Witten. 
 - London :  Henry Stewart Talks,  2008. 
 - 1 online resource (1 streaming video file (48 min.) :  color, sound). 
 - Data mining : fundamentals and latest development .
 - Henry Stewart talks.  Marketing & management collection.  Data mining .
<br/><br/> Animated audio-visual presentations with synchronized narration.  Title from title frames. 
<br/><br/>Contents: Simplicity first -- One attribute does all the work -- Complications: missing values -- Overfitting -- Evaluating the result -- Description of the method -- Statistical modeling -- Bayes's rule -- Weather data: probabilities -- Zero frequencies, missing values -- Numeric attributes -- "Naive" statistical model -- Constructing decision trees -- Continuing to split -- Highly-branching attributes -- Overfitting and the need to prune -- Constructing rules -- Rules vs. trees -- General algorithm -- Association rules. 
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<br/><br/><label>Publisher. No.: </label>1829  Henry Stewart Talks 
<br/><br/><label>Subjects--Topical Terms: </label><br/>Data mining.