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All publications by Andrea Montanari
authors venues years



Convergence rates of sub-sampled Newton methods
Murat A. Erdogdu and Andrea Montanari
Advances in Neural Information Processing Systems 28, 2015


On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank-One Perturbations of Gaussian Tensors
Andrea Montanari, Daniel Reichman and Ofer Zeitouni
Advances in Neural Information Processing Systems 28, 2015


Learning Mixtures of Linear Classifiers
Yuekai Sun, Stratis Ioannidis and Andrea Montanari
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Cone-Constrained Principal Component Analysis
Yash Deshpande, Andrea Montanari and Emile Richard
Advances in Neural Information Processing Systems 27, 2014


A statistical model for tensor PCA
Emile Richard and Andrea Montanari
Advances in Neural Information Processing Systems 27, 2014


Sparse PCA via Covariance Thresholding
Yash Deshpande and Andrea Montanari
Advances in Neural Information Processing Systems 27, 2014


Estimating LASSO Risk and Noise Level
Mohsen Bayati, Murat A. Erdogdu and Andrea Montanari
Advances in Neural Information Processing Systems 26, 2013


Confidence Intervals and Hypothesis Testing for High-Dimensional Statistical Models
Adel Javanmard and Andrea Montanari
Advances in Neural Information Processing Systems 26, 2013


Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition
Adel Javanmard and Andrea Montanari
Advances in Neural Information Processing Systems 26, 2013


The LASSO risk: asymptotic results and real world examples
Mohsen Bayati, José Pereira and Andrea Montanari
Advances in Neural Information Processing Systems 23, 2010


Learning Networks of Stochastic Differential Equations
José Pereira, Morteza Ibrahimi and Andrea Montanari
Advances in Neural Information Processing Systems 23, 2010


Which graphical models are difficult to learn?
Andrea Montanari and Jose A. Pereira
Advances in Neural Information Processing Systems 22, 2009


Matrix Completion from Noisy Entries
Raghunandan Keshavan, Andrea Montanari and Sewoong Oh
Advances in Neural Information Processing Systems 22, 2009