Data mining algorithms [electronic resource] / Ian H. Witten. Part 2.
Material type:
FilmSeries: Henry Stewart talksBusiness & management collection. Data mining: Publisher: London : Henry Stewart Talks, 2008Description: 1 online resource (1 streaming video file (48 min.) : color, sound)Other title: Data mining algorithms : part IISubject(s): Data miningOnline resources: Click here to access online | Series 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.
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Mode of access: World Wide Web.