Suppose that a learning algorithm is trying to find a consistent hypothesis when the classifications of examples are actually random. There are n Boolean attributes, and examples are drawn uniformly from the set of 2ⁿ possible examples. Calculate the number of examples required before the probability of finding a contradiction in the data reaches 0.5.

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17-07-2024
Computers and Technology

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Suppose that a learning algorithm is trying to find a consistent hypothesis when the classifications of examples are actually random. There are n Boolean attributes, and examples are drawn uniformly from the set of 2ⁿ possible examples. Calculate the number of examples required before the probability of finding a contradiction in the data reaches 0.5.

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