It is said all algorithms have an inductive bias -- a set of assumptions about the nature of the target function. Please match the algorithms to the inductive biases below and provide a reason in one or two sentences.   1. There is a linear relationship between the inputs and the output. 2. Most cases that are near each other belong to the same class. 3. Given a class label, the probability of a feature is independent of each other. 4. The best classifier is one that maximizes the width of the boundary between classes. 5. Features that have high discriminative power should be used first to minimize the number of rules.   Please provide the answer like this example: Answer Algorithm: ____________ Reason: ______________

Computer Networking: A Top-Down Approach (7th Edition)
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Author:James Kurose, Keith Ross
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It is said all algorithms have an inductive bias -- a set of assumptions about the nature of the target function.

Please match the algorithms to the inductive biases below and provide a reason in one or two sentences.

 

1. There is a linear relationship between the inputs and the output.

2. Most cases that are near each other belong to the same class.

3. Given a class label, the probability of a feature is independent of each other.

4. The best classifier is one that maximizes the width of the boundary between classes.

5. Features that have high discriminative power should be used first to minimize the number of rules.

 

Please provide the answer like this example:

Answer

Algorithm: ____________

Reason: ______________

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