Online Tensor Methods for Learning Latent Variable Models

3 September 2013

Furong Huang

Papers citing "Online Tensor Methods for Learning Latent Variable Models"

25 / 25 papers shown

Title
Faster Robust Tensor Power Method for Arbitrary Order Yichuan Deng Zhao Song Junze Yin 27 8 0 01 Jun 2023
Tensor Principal Component Analysis in High Dimensional CP Models Yuefeng Han Cun-Hui Zhang 33 10 0 10 Aug 2021
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 8 0 0 12 Mar 2021
Searching for a Single Community in a Graph Avik Ray Sujay Sanghavi Sanjay Shakkottai 15 1 0 24 May 2018
Tensor Completion Algorithms in Big Data Analytics Qingquan Song Hancheng Ge James Caverlee Xia Hu 26 229 0 28 Nov 2017
Causal Inference Under Network Interference: A Framework for Experiments on Social Networks E. Kao CML 18 14 0 28 Aug 2017
Streaming Graph Challenge: Stochastic Block Partition E. Kao V. Gadepally M. Hurley Michael Jones J. Kepner ... Albert Reuther S. Samsi William S. Song Diane Staheli S. Smith 26 69 0 25 Aug 2017
Orthogonalized ALS: A Theoretically Principled Tensor Decomposition Algorithm for Practical Use Vatsal Sharan Gregory Valiant 10 0 0 06 Mar 2017
Efficient Learning of Mixed Membership Models Zilong Tan S. Mukherjee 6 1 0 25 Feb 2017
Multilinear Low-Rank Tensors on Graphs & Applications N. Shahid Francesco Grassi P. Vandergheynst 17 4 0 15 Nov 2016
Discovery of Latent Factors in High-dimensional Data Using Tensor Methods Furong Huang 30 6 0 10 Jun 2016
Spectral M-estimation with Applications to Hidden Markov Models Dustin Tran Minjae Kim Finale Doshi-Velez 13 5 0 29 Mar 2016
Spectral Learning for Supervised Topic Models Yong Ren Yining Wang Jun Zhu 25 12 0 19 Feb 2016
Fast and Guaranteed Tensor Decomposition via Sketching Yining Wang H. Tung Alex Smola Anima Anandkumar 29 130 0 14 Jun 2015
Learning Mixed Membership Community Models in Social Tagging Networks through Tensor Methods Anima Anandkumar Hanie Sedghi 40 11 0 16 Mar 2015
Escaping From Saddle Points --- Online Stochastic Gradient for Tensor Decomposition Rong Ge Furong Huang Chi Jin Yang Yuan 58 1,056 0 06 Mar 2015
Tensor Factorization via Matrix Factorization Volodymyr Kuleshov Arun Tejasvi Chaganty Percy Liang 38 84 0 29 Jan 2015
Provable Tensor Methods for Learning Mixtures of Generalized Linear Models Hanie Sedghi Majid Janzamin Anima Anandkumar 51 15 0 09 Dec 2014
Scalable Link Prediction in Dynamic Networks via Non-Negative Matrix Factorization Linhong Zhu Dong Guo Junming Yin Greg Ver Steeg Aram Galstyan 51 199 0 13 Nov 2014
Analyzing Tensor Power Method Dynamics in Overcomplete Regime Anima Anandkumar Rong Ge Majid Janzamin 31 26 0 06 Nov 2014
Sample Complexity Analysis for Learning Overcomplete Latent Variable Models through Tensor Methods Anima Anandkumar Rong Ge Majid Janzamin 33 5 0 03 Aug 2014
Guaranteed Scalable Learning of Latent Tree Models Furong Huang U. Niranjan Ioakeim Perros Robert Chen Jimeng Sun Anima Anandkumar 26 7 0 18 Jun 2014
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank- $1$ Updates Anima Anandkumar Rong Ge Majid Janzamin 39 131 0 21 Feb 2014
A Tensor Approach to Learning Mixed Membership Community Models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade 61 155 0 12 Feb 2013
Improved Graph Clustering Yudong Chen Sujay Sanghavi Huan Xu 94 191 0 11 Oct 2012