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Suggest a lazy version of the eager decision tree algorithm by describing the main idea of the new algorithm
Question
An eager learner (e.g., decision tree) builds a fixed and global model based on the training data and uses the same global model for each test instance, while a lazy learner (e.g., k-nearest neighbor) builds a flexible and local model based on the training data for each test instance. First, suggest a lazy version of the eager decision tree algorithm by describing the main idea of the new algorithm, and then discuss the advantages and disadvantages of the new algorithm compared with the eager decision tree algorithm, and the advantages and disadvantages of the new algorithm compared with the lazy kNN algorithm.
Given the probabilities r1, · · · , rn, the costs c1, · · · , cn, and the budget B, ?nd the redundancies m1, · · · , mn that are within the available budget and that maximize the probability that the system works correctly. Devise an ef?cient algo..
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Suggest a lazy version of the eager decision tree learning algorithm ID3. What are the advantages and disadvantages of your lazy algorithm compared to the eager algorithm.
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