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Chapter 6 Provost (Similarity and Distance (once the object can be…
Chapter 6 Provost
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Geometric Interpretation, Overfitting, and Complexity Control
regions can be calculated by systematically probing points in the instance space, determining each point's classification, and constructing the boundary where classifications change
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Fundamental Concepts: calculating similarity of objects described by data; Using similarity for prediction; Clustering as similarity based segmentation
Exemplary Techniques: Searching for similar entities; Nearest neighbor methods; Clustering methods; Distance metrics for calculating similarity