TY - ADVS AU - Witten,I.H. TI - Data mining algorithms T2 - Data mining : fundamentals and latest development PY - 2008/// CY - London PB - Henry Stewart Talks KW - Data mining N1 - Animated audio-visual presentations with synchronized narration; Title from title frames; 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; Access restricted to subscribers UR - http://hstalks.com/lib.php?t=HST53.1829&c=250 UR - http://hstalks.com/lib.php?t=HST53&c=250 ER -