Learning Nonlinear Mixtures: Identifiability and Algorithm

Learning Nonlinear Mixtures: Identifiability and Algorithm

6 January 2019

N. Sidiropoulos

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Papers citing "Learning Nonlinear Mixtures: Identifiability and Algorithm"

19 / 19 papers shown

Title
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning Aapo Hyvarinen Hiroaki Sasaki Richard Turner OOD CML 104 331 0 22 May 2018
Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications Xiao Fu Kejun Huang N. Sidiropoulos Wing-Kin Ma 71 203 0 03 Mar 2018
Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling Kejun Huang Xiao Fu N. Sidiropoulos 46 23 0 19 Feb 2018
Sparse Linear Isotonic Models Sheng Chen A. Banerjee 52 3 0 16 Oct 2017
Anchor-Free Correlated Topic Modeling: Identifiability and Algorithm Kejun Huang Xiao Fu N. Sidiropoulos 92 56 0 15 Nov 2016
Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering Xiao Fu Kejun Huang Bo Yang Wing-Kin Ma N. Sidiropoulos 43 103 0 15 Aug 2016
On Mixed Memberships and Symmetric Nonnegative Matrix Factorizations Xueyu Mao Purnamrita Sarkar Deepayan Chakrabarti 94 50 0 01 Jul 2016
Provable Algorithms for Inference in Topic Models Sanjeev Arora Rong Ge Frederic Koehler Tengyu Ma Ankur Moitra 29 30 0 27 May 2016
Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA Aapo Hyvarinen H. Morioka CML OOD AI4TS 79 410 0 20 May 2016
Optimal linear estimation under unknown nonlinear transform Xinyang Yi Zhaoran Wang Constantine Caramanis Han Liu 71 29 0 13 May 2015
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method Boaz Barak Jonathan A. Kelner David Steurer 105 189 0 06 Jul 2014
Identifiability of the Simplex Volume Minimization Criterion for Blind Hyperspectral Unmixing: The No Pure-Pixel Case Chia-Hsiang Lin Wing-Kin Ma Wei-Chiang Li Chong-Yung Chi Arulmurugan Ambikapathi 112 115 0 20 Jun 2014
Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization Cédric Févotte N. Dobigeon 155 186 0 22 Jan 2014
Nonlinear unmixing of hyperspectral images: models and algorithms N. Dobigeon J. Tourneret C. Richard J. Bermudez S. Mclaughlin Alfred Hero 90 419 0 06 Apr 2013
Probabilistic Latent Semantic Analysis Thomas Hofmann 449 2,808 0 23 Jan 2013
A Practical Algorithm for Topic Modeling with Provable Guarantees Sanjeev Arora Rong Ge Yoni Halpern David M. Mimno Ankur Moitra David Sontag Yichen Wu Michael Zhu 91 437 0 19 Dec 2012
A Spectral Algorithm for Latent Dirichlet Allocation Anima Anandkumar Dean Phillips Foster Daniel J. Hsu Sham Kakade Yi-Kai Liu 206 301 0 30 Apr 2012
Learning Topic Models - Going beyond SVD Sanjeev Arora Rong Ge Ankur Moitra 195 434 0 09 Apr 2012
Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches J. Bioucas-Dias Antonio J. Plaza N. Dobigeon M. Parente Q. Du P. Gader Jocelyn Chanussot 113 2,574 0 28 Feb 2012