A spectral algorithm for learning Hidden Markov Models
Hsu, Daniel, Kakade, Sham M., Zhang, Tong
Published in Journal of computer and system sciences (01.09.2012)
Published in Journal of computer and system sciences (01.09.2012)
Get full text
Journal Article
Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting
Srinivas, N., Krause, A., Kakade, S. M., Seeger, M.
Published in IEEE transactions on information theory (01.05.2012)
Published in IEEE transactions on information theory (01.05.2012)
Get full text
Journal Article
Online Markov Decision Processes
Even-Dar, Eyal, Kakade, Sham. M, Mansour, Yishay
Published in Mathematics of operations research (01.08.2009)
Published in Mathematics of operations research (01.08.2009)
Get full text
Journal Article
Robust Aggregation for Federated Learning
Pillutla, Krishna, Kakade, Sham M., Harchaoui, Zaid
Published in IEEE transactions on signal processing (2022)
Published in IEEE transactions on signal processing (2022)
Get full text
Journal Article
Random Design Analysis of Ridge Regression
Hsu, Daniel, Kakade, Sham M., Zhang, Tong
Published in Foundations of computational mathematics (01.06.2014)
Published in Foundations of computational mathematics (01.06.2014)
Get full text
Journal Article
Robust Matrix Decomposition With Sparse Corruptions
Hsu, D., Kakade, S. M., Tong Zhang
Published in IEEE transactions on information theory (01.11.2011)
Published in IEEE transactions on information theory (01.11.2011)
Get full text
Journal Article
Stochastic Convex Optimization with Bandit Feedback
Agarwal, Alekh, Foster, Dean P, Hsu, Daniel, Kakade, Sham M, Rakhlin, Alexander
Published in SIAM journal on optimization (01.01.2013)
Published in SIAM journal on optimization (01.01.2013)
Get full text
Journal Article
Information Consistency of Nonparametric Gaussian Process Methods
Seeger, M.W., Kakade, S.M., Foster, D.P.
Published in IEEE transactions on information theory (01.05.2008)
Published in IEEE transactions on information theory (01.05.2008)
Get full text
Journal Article
Playing Games with Approximation Algorithms
Kakade, Sham M, Kalai, Adam Tauman, Ligett, Katrina
Published in SIAM journal on computing (01.01.2009)
Published in SIAM journal on computing (01.01.2009)
Get full text
Journal Article
Modified Gauss-Newton Algorithms under Noise
Pillutla, Krishna, Roulet, Vincent, Kakade, Sham M., Harchaoui, Zaid
Published in 2023 IEEE Statistical Signal Processing Workshop (SSP) (02.07.2023)
Published in 2023 IEEE Statistical Signal Processing Workshop (SSP) (02.07.2023)
Get full text
Conference Proceeding
A Spectral Algorithm for Latent Dirichlet Allocation
Anandkumar, Anima, Foster, Dean P., Hsu, Daniel, Kakade, Sham M., Liu, Yi-Kai
Published in Algorithmica (01.05.2015)
Published in Algorithmica (01.05.2015)
Get full text
Journal Article
Tail inequalities for sums of random matrices that depend on the intrinsic dimension
Hsu, Daniel, Kakade, Sham, Zhang, Tong
Published in Electronic communications in probability (01.01.2012)
Published in Electronic communications in probability (01.01.2012)
Get full text
Journal Article
On the Insufficiency of Existing Momentum Schemes for Stochastic Optimization
Kidambi, Rahul, Netrapalli, Praneeth, Jain, Prateek, Kakade, Sham
Published in 2018 Information Theory and Applications Workshop (ITA) (01.02.2018)
Published in 2018 Information Theory and Applications Workshop (ITA) (01.02.2018)
Get full text
Conference Proceeding