
Detection and skeletonization of single neurons and tracer injections using topological methods
Neuroscientific data analysis has traditionally relied on linear algebra...
read it

Understanding overfitting peaks in generalization error: Analytical risk curves for l_2 and l_1 penalized interpolation
Traditionally in regression one minimizes the number of fitting paramete...
read it

SSFN: Self Sizeestimating Feedforward Network and Low Complexity Design
We design a self sizeestimating feedforward network (SSFN) using a joi...
read it

Locally Convex Sparse Learning over Networks
We consider a distributed learning setup where a sparse signal is estima...
read it

Fast Convergence for Stochastic and Distributed Gradient Descent in the Interpolation Limit
Modern supervised learning techniques, particularly those using so calle...
read it

Progressive Learning for Systematic Design of Large Neural Networks
We develop an algorithm for systematic design of a large artificial neur...
read it

Estimate Exchange over Network is Good for Distributed Hard Thresholding Pursuit
We investigate an existing distributed algorithm for learning sparse sig...
read it
Partha P. Mitra
is this you? claim profile