Estimation - Probability Distribution

Here is the chart of the probability distribution of a 1D example on the (prediction, measurement, estimate) for the normal distribution case.

As we can see, both the measurement and the prediction are unbiased, but have different probability distributions.  By adjusting the weight, we can find a better unbiased estimation.