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Expectation.md (721B)


      1 # Expectation (Expected Value of Random Variable)
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      3 L6
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      5 **Definition:** The expected value of a PMF is the weighted average of output.
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      7 This is calculated by summing the probabilities of each output multiplied by the output value. This will be the 'middle' of the sample space (weighted average).
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      9 This is denoted by the function E[] where the inside is the random variable that is being predicted upon. 
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     11 Interesting note, the signed difference from the expectation will always be zero hence why we square them to find the variance and subsequently the standard deviation.
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     13 ## Conditional (L6)
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     15 Conditional expectations are just expectations, but they are in reference to the conditional PMF instead of the original one.