Weak Signals and Heavy Tails: Learning Theory meets Extreme Value Analysis

Stephan Clémençon, Anne Sabourin

The masses of data now available have opened up the prospect of discovering weak signals using machine-learning algorithms, with a view to predictive or interpretation tasks. As th…