Publications (42)
Online Alternating Direction Method
Huahua Wang, Arindam Banerjee
Estimation with Norm Regularization
Arindam Banerjee, Sheng Chen, Farideh Fazayeli +1
The Regularity of Powers of Edge Ideals
Arindam Banerjee
Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization
Xinyan Li, Qilong Gu, Yingxue Zhou +2
Estimating Structured Vector Autoregressive Model
Igor Melnyk, Arindam Banerjee
Generalized Dantzig Selector: Application to the k-support norm
Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee
Gap Filling in the Plant Kingdom---Trait Prediction Using Hierarchical Probabilistic Matrix Factorization
Hanhuai Shan, Jens Kattge, Peter Reich +3
Properties of Lyubeznik numbers under localization and polarization
Arindam Banerjee, Luis Núñez-Betancourt, Kohji Yanagawa
Structured Stochastic Linear Bandits
Nicholas Johnson, Vidyashankar Sivakumar, Arindam Banerjee
Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data
Anuj Karpatne, Gowtham Atluri, James Faghmous +6
Bethe-ADMM for Tree Decomposition based Parallel MAP Inference
Qiang Fu, Huahua Wang, Arindam Banerjee
Unified View of Matrix Completion under General Structural Constraints
Suriya Gunasekar, Arindam Banerjee, Joydeep Ghosh
Regularity of Path Ideals of Gap Free Graphs
Arindam Banerjee
DAPPER: Scaling Dynamic Author Persona Topic Model to Billion Word Corpora
Robert Giaquinto, Arindam Banerjee
Randomized Block Coordinate Descent for Online and Stochastic Optimization
Huahua Wang, Arindam Banerjee
Multi-task Sparse Structure Learning
Andre R. Goncalves, Puja Das, Soumyadeep Chatterjee +3
Alternating Estimation for Structured High-Dimensional Multi-Response Models
Sheng Chen, Arindam Banerjee
Enumerating all maximal biclusters in numerical datasets
Rosana Veroneze, Arindam Banerjee, Fernando J. Von Zuben
Generalized Direct Change Estimation in Ising Model Structure
Farideh Fazayeli, Arindam Banerjee
Parallel Direction Method of Multipliers
Huahua Wang, Arindam Banerjee, Zhi-Quan Luo
Bregman Alternating Direction Method of Multipliers
Huahua Wang, Arindam Banerjee
Gaussian Process Topic Models
Amrudin Agovic, Arindam Banerjee
Performance and near-wake characterization of a tidal current turbine in elevated levels of free stream turbulence
Ashwin Vinod, Arindam Banerjee
Structured Matrix Recovery via the Generalized Dantzig Selector
Sheng Chen, Arindam Banerjee
Spatial Projection of Multiple Climate Variables using Hierarchical Multitask Learning
André R. Gonçalves, Arindam Banerjee, Fernando J. Von Zuben
Revisiting Non-Progressive Influence Models: Scalable Influence Maximization
Golshan Golnari, Amir Asiaee, Arindam Banerjee +1
Approximation Algorithms for Bregman Co-clustering and Tensor Clustering
Stefanie Jegelka, Suvrit Sra, Arindam Banerjee
Topic Modeling on Health Journals with Regularized Variational Inference
Robert Giaquinto, Arindam Banerjee
Sparse Linear Isotonic Models
Sheng Chen, Arindam Banerjee
High Dimensional Structured Superposition Models
Qilong Gu, Arindam Banerjee
Powers of edge ideals of regularity three bipartite graphs
Ali Alilooee, Arindam Banerjee
R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting
Hardik Goel, Igor Melnyk, Arindam Banerjee
Recommendation under Capacity Constraints
Konstantina Christakopoulou, Jaya Kawale, Arindam Banerjee
The Matrix Generalized Inverse Gaussian Distribution: Properties and Applications
Farideh Fazayeli, Arindam Banerjee
A Spectral Algorithm for Inference in Hidden Semi-Markov Models
Igor Melnyk, Arindam Banerjee
High-Dimensional Dependency Structure Learning for Physical Processes
Jamal Golmohammadi, Imme Ebert-Uphoff, Sijie He +2
Semi-Markov Switching Vector Autoregressive Model-based Anomaly Detection in Aviation Systems
Igor Melnyk, Arindam Banerjee, Bryan Matthews +1
Adversarial Recommendation: Attack of the Learned Fake Users
Konstantina Christakopoulou, Arindam Banerjee
Graph Connectivity and Binomial Edge Ideals
Arindam Banerjee, Luis Núñez-Betancourt
Online Alternating Direction Method (longer version)
Huahua Wang, Arindam Banerjee
Time Series Deinterleaving of DNS Traffic
Amir Asiaee, Hardik Goel, Shalini Ghosh +2
Two-block vs. Multi-block ADMM: An empirical evaluation of convergence
Andre Goncalves, Xiaoli Liu, Arindam Banerjee