Learning Exponential Families in High-Dimensions: Strong Convexity and Sparsity

Sham M. Kakade, Ohad Shamir, Karthik Sridharan +1

The versatility of exponential families, along with their attendant convexity properties, make them a popular and effective statistical model. A central issue is learning these mod…