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List of works by Inderjit S. Dhillon

A Convex Atomic-Norm Approach to Multiple Sequence Alignment and Motif Discovery

scientific article published on January 2016

A Divide-and-Conquer Method for Sparse Inverse Covariance Estimation ⬇️

scientific article published in January 2012

A Greedy Approach for Budgeted Maximum Inner Product Search ⬇️

scientific article published in January 2017

Asynchronous Parallel Greedy Coordinate Descent ⬇️

scientific article published in January 2016

AutoAssist: A Framework to Accelerate Training of Deep Neural Networks ⬇️

scientific article published in January 2019

BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables ⬇️

Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs ⬇️

scientific article published in January 2014

Clustering on the Unit Hypersphere using von Mises-Fisher Distributions

scientific article published in 2005

Coclustering of human cancer microarrays using Minimum Sum-Squared Residue coclustering

scientific article published on July 2008

Collaborative Filtering with Graph Information: Consistency and Scalable Methods ⬇️

Concept Decompositions for Large Sparse Text Data Using Clustering

article by Inderjit S. Dhillon & Dharmendra S. Modha published 2001 in Machine Learning

Consistent Binary Classification with Generalized Performance Metrics ⬇️

scientific article published in January 2014

Consistent Multilabel Classification ⬇️

Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings ⬇️

scientific article published in January 2014

Coordinate-wise Power Method ⬇️

scientific article published in January 2016

Diametrical clustering for identifying anti-correlated gene clusters.

scientific article

Differential Entropic Clustering of Multivariate Gaussians ⬇️

scientific article published in January 2007

Dual Decomposed Learning with Factorwise Oracles for Structural SVM of Large Output Domain ⬇️

scientific article published in January 2016

Exploiting longer cycles for link prediction in signed networks

scientific article published on 16 November 2011

Fast Prediction for Large-Scale Kernel Machines ⬇️

scientific article published in January 2014

Fast coordinate descent methods with variable selection for non-negative matrix factorization

Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial ⬇️

Generalized Finite Algorithms for Constructing Hermitian Matrices with Prescribed Diagonal and Spectrum

Generalized Nonnegative Matrix Approximations with Bregman Divergences ⬇️

scientific article published in January 2006

Greedy Algorithms for Structurally Constrained High Dimensional Problems ⬇️

scientific article published in January 2011

Greedy Direction Method of Multiplier for MAP Inference of Large Output Domain

scientific article published on April 2017

Guaranteed Rank Minimization via Singular Value Projection ⬇️

Inductive Regularized Learning of Kernel Functions ⬇️

Inductive matrix completion for predicting gene-disease associations

scientific article published on June 2014

Inverting Deep Generative models, One layer at a time ⬇️

Large Scale Distributed Sparse Precision Estimation ⬇️

Learning with Noisy Labels ⬇️

Matrix Completion from Power-Law Distributed Samples ⬇️

scientific article published in January 2009

Matrix Completion with Noisy Side Information ⬇️

scientific article published in January 2015

Matrix Nearness Problems with Bregman Divergences

Mixed Linear Regression with Multiple Components ⬇️

scientific article published in January 2016

Multi-Scale Spectral Decomposition of Massive Graphs ⬇️

scientific article published in January 2014

Nearest Neighbor based Greedy Coordinate Descent ⬇️

scientific article published in January 2011

On the existence of equiangular tight frames

Online Metric Learning and Fast Similarity Search ⬇️

Orthogonal Matching Pursuit with Replacement ⬇️

scientific article published in January 2011

Prediction and validation of gene-disease associations using methods inspired by social network analyses

scientific article

Primal-Dual Block Generalized Frank-Wolfe ⬇️

Provable Non-linear Inductive Matrix Completion ⬇️

Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators ⬇️

scientific article published in January 2014

QUIC & DIRTY: A Quadratic Approximation Approach for Dirty Statistical Models ⬇️

scientific article published in January 2014

Scalable Convex Multiple Sequence Alignment via Entropy-Regularized Dual Decomposition

scientific article published on April 2017

Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation ⬇️

scientific article published in January 2011

Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent ⬇️

Sparse Random Feature Algorithm as Coordinate Descent in Hilbert Space ⬇️

scientific article published in January 2014

Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies

scientific article published on June 2016

Structured Sparse Regression via Greedy Hard Thresholding ⬇️

scientific article published in January 2016

Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction ⬇️

scientific article published in January 2016

The Metric Nearness Problem

The design and implementation of the MRRR algorithm

article by Inderjit S. Dhillon et al published 1 December 2006 in ACM Transactions on Mathematical Software

Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting ⬇️

Triangle Fixing Algorithms for the Metric Nearness Problem ⬇️

scientific article published in January 2005

Weighted graph cuts without eigenvectors a multilevel approach

scientific article published in November 2007

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