Pierre-Etienne H Fiquet

Learning a distance measure from the information-estimation geometry of data

We introduce the Information-Estimation Metric (IEM), a novel form of distance function derived from an underlying continuous probability density over a domain of signals. The IEM is rooted in a fundamental relationship between information theory and estimation theory, which links the log-probabilit…