But too large K may include majority points from other classes. • Rule of thumb is K < sqrt (n), n is number of examples. 14 X. 15. 15. 16. X X X (a) 1-nearest neighbor (b) 2-nearest neighbor (c) 3-nearest neighbor K-nearest neighbors of a record x are data points that have the k smallest distance to x 16. 17.
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Get Quote10. 3. In a dataset where M is the total number of input attributes in the dataset, only R attributes are chosen at random for each tree where R< M. 4. The attributes from this set creates the best possible …
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Get QuoteAdvantages of Rule-Based Classifiers • As highly expressive as decision trees • Easy to interpret • Easy to generate • Can classify new instances rapidly • …
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