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: Linear models -- Classification by regression -- Support vector machine -- Multilayer perceptron -- Trees for numeric prediction -- Instance-based learning and clustering -- Hierarchical clustering -- Iterative: fixed num of clusters -- Probabilistic clustering -- Using and extending the mixture model -- Bayesian clustering -- Engineering the input and output -- Attribute selection -- Data transformations -- Principal component analysis -- Combining multiple models -- Bagging -- Randomization -- Boosting -- Stacking -- Using unlabeled data -- Co-training -- Data mining algorithms; Access restricted to subscribers UR - http://hstalks.com/lib.php?t=HST53.2004&c=250 UR - http://hstalks.com/lib.php?t=HST53&c=250 ER -