The Burbea-Rao centroids allows one to compute the Bhattacharyya distance of exponential families in closed forms.
Moreover, by skewing the Burbea-Rao divergence, we obtain Bregman divergences in limit cases (and Kullback-Leibler divergence on exponential families). Today, at ICPR, we will present a simple algorithm to compute those Burbea-Rao centroids using the concave-convex procedure (CCCP).
All details:
The Arxiv report: The Burbea-Rao and Bhattacharyya centroids
The Burbea-Rao centroids allows one to compute the Bhattacharyya distance of exponential families in closed forms. Moreover, by skewing the Burbea-Rao divergence, we obtain Bregman divergences in limit cases (and Kullback-Leibler divergence on exponential families). Today, at ICPR, we will present a simple algorithm to compute those Burbea-Rao centroids using the concave-convex procedure (CCCP).
All details:
Frank.