
Extreme Values

Minimum:
If only one particular message appears, so the probability for this message is 1, the entropy of this information source reaches its minimum. The absolute value results in
(1 log2 1) -> 0.
This information source does not provide information, there is no uncertainty about the next message appearing.
If a particular message never appears, the entropy results in
(0 log2 0) -> 0.
Such a message also does not increase the information at the receiving side. The entropy and therefore the average code length will not be affected by those messages.
Maximum:
If any message will appear with the same probability, the entropy will get their maximum. In this case a potential receiver has the largest possible uncertainty about the nature of the next message. The gain of information consequently is the largest.
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