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Vandenberghe Lectures

General derivation

The Gaussian probability density function of is:

which is the same the likelihood of a single data point.

For a data set of points weighted by values the log-likelihood is defined as follows:

Simplifying first for the case with no :

Simplifying first for the case with :

1D derivation

MLE