Data mining algorithms Part 2. [electronic resource] /
Data mining algorithms : part II
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 .
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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