Nonnegative dictionary learning with Automatic Relevance Determination.

Variational Bayes Expectation Maximization to maximize objective function.

Full Bayesian inference to automatically determine hyperparameters.

Extensive experimentation in both artificial and realistic scenarios.

Best performing technique in most scenario's.