Why are we multiplying probability while determining entropy?
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The logarithm of the probability distribution is useful as a measure of entropy because it is additive for independent sources. ... If one of the values is more probable to occur than the others, an observation that this value occurs is less informative than if some less common outcome had occurred.
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