30 citations · 30 across the 3 of their papers we have counts for
3 papers
cs.LG2016
Optimal Binary Autoencoding with Pairwise Correlations
Akshay Balsubramani
We formulate learning of a binary autoencoder as a biconvex optimization problem which learns from the pairwise correlations between encoded and decoded bits. Among all possible al…
cs.LG2015
PAC-Bayes with Minimax for Confidence-Rated Transduction
Akshay Balsubramani, Yoav Freund
We consider using an ensemble of binary classifiers for transductive prediction, when unlabeled test data are known in advance. We derive minimax optimal rules for confidence-rated…
cs.LG2015★ 30 cited
The Fast Convergence of Incremental PCA
Akshay Balsubramani, Sanjoy Dasgupta, Yoav Freund
We consider a situation in which we see samples in drawn i.i.d. from some distribution with mean zero and unknown covariance A. We wish to compute the top eigenvecto…