Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering

15 August 2016

Papers citing "Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering"

42 / 42 papers shown

Title
Identifiability of Nonnegative Tucker Decompositions -- Part I: Theory Subhayan Saha Giovanni Barbarino Nicolas Gillis 50 0 0 19 May 2025
A Survey on Archetypal Analysis Aleix Alcacer Irene Epifanio Sebastian Mair Morten Mørup 57 0 0 16 Apr 2025
Identifiable Shared Component Analysis of Unpaired Multimodal Mixtures Subash Timilsina Sagar Shrestha Xiao Fu 74 1 0 28 Sep 2024
Hyperspectral Unmixing Under Endmember Variability: A Variational Inference Framework Yuening Li Xiao Fu Junbin Liu Wing-Kin Ma 35 0 0 20 Jul 2024
Checking the Sufficiently Scattered Condition using a Global Non-Convex Optimization Software Nicolas Gillis Robert Luce 74 1 0 08 Feb 2024
Correlative Information Maximization: A Biologically Plausible Approach to Supervised Deep Neural Networks without Weight Symmetry Bariscan Bozkurt Cengiz Pehlevan A. Erdogan 67 1 0 07 Jun 2023
Deep Clustering with Incomplete Noisy Pairwise Annotations: A Geometric Regularization Approach Tri Nguyen Shahana Ibrahim Xiao Fu 52 6 0 30 May 2023
A Bayesian Perspective for Determinant Minimization Based Robust Structured Matrix Factorizatio Gokcan Tatli A. Erdogan 76 0 0 16 Feb 2023
Provable Subspace Identification Under Post-Nonlinear Mixtures Qi Lyu Xiao Fu CoGe 65 0 0 14 Oct 2022
Correlative Information Maximization Based Biologically Plausible Neural Networks for Correlated Source Separation Bariscan Bozkurt Ates Isfendiyaroglu Cengiz Pehlevan A. Erdogan 55 1 0 09 Oct 2022
Self-Supervised Learning with an Information Maximization Criterion Serdar Ozsoy Shadi S. Hamdan Sercan O. Arik Deniz Yuret A. Erdogan SSL 64 39 0 16 Sep 2022
A consistent and flexible framework for deep matrix factorizations Pierre De Handschutter Nicolas Gillis 24 15 0 21 Jun 2022
Fast and Structured Block-Term Tensor Decomposition For Hyperspectral Unmixing Meng Ding Xiao Fu Xile Zhao 68 11 0 08 May 2022
SimT: Handling Open-set Noise for Domain Adaptive Semantic Segmentation Xiaoqing Guo Jie Liu Tongliang Liu Yiyuan Yuan 95 27 0 29 Mar 2022
Polytopic Matrix Factorization: Determinant Maximization Based Criterion and Identifiability Gokcan Tatli A. Erdogan 87 16 0 19 Feb 2022
Communication-Efficient Federated Linear and Deep Generalized Canonical Correlation Analysis Sagar Shrestha Xiao Fu FedML 42 0 0 25 Sep 2021
Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe Approach Tri Nguyen Xiao Fu Ruiyuan Wu 66 11 0 23 Sep 2021
Co-Separable Nonnegative Matrix Factorization Junjun Pan Michael K. Ng 63 1 0 02 Sep 2021
Identifiability-Guaranteed Simplex-Structured Post-Nonlinear Mixture Learning via Autoencoder Qi Lyu Xiao Fu CML 64 12 0 16 Jun 2021
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization Shahana Ibrahim Xiao Fu 55 9 0 14 Jun 2021
Probabilistic Simplex Component Analysis Ruiyuan Wu Wing-Kin Ma Yuening Li Anthony Man-Cho So N. Sidiropoulos 74 12 0 18 Mar 2021
Provably End-to-end Label-Noise Learning without Anchor Points Xuefeng Li Tongliang Liu Bo Han Gang Niu Masashi Sugiyama NoLa 212 123 0 04 Feb 2021
Minimum-volume Multichannel Nonnegative matrix factorization for blind source separation Jianyu Wang Shanzheng Guan Shupei Liu Xiao-Lei Zhang 38 3 0 16 Jan 2021
Mixed Membership Graph Clustering via Systematic Edge Query Shahana Ibrahim Xiao Fu 47 4 0 25 Nov 2020
Extracting Optimal Solution Manifolds using Constrained Neural Optimization Gurpreet Singh Soumyajit Gupta Matthew Lease 33 0 0 13 Sep 2020
Simplex-Structured Matrix Factorization: Sparsity-based Identifiability and Provably Correct Algorithms Maryam Abdolali Nicolas Gillis 71 24 0 22 Jul 2020
Recovering Joint Probability of Discrete Random Variables from Pairwise Marginals Shahana Ibrahim Xiao Fu 141 13 0 30 Jun 2020
Computing Large-Scale Matrix and Tensor Decomposition with Structured Factors: A Unified Nonconvex Optimization Perspective Xiao Fu Nico Vervliet L. De Lathauwer Kejun Huang Nicolas Gillis CML 39 20 0 15 Jun 2020
Tensor train rank minimization with nonlocal self-similarity for tensor completion Meng Ding Tingzhu Huang Xile Zhao Michael K. Ng Tian-Hui Ma ViT 78 26 0 29 Apr 2020
Near-Convex Archetypal Analysis Pierre De Handschutter Nicolas Gillis A. Vandaele Xavier Siebert 33 8 0 02 Oct 2019
Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms Shahana Ibrahim Xiao Fu Nikos Kargas Kejun Huang FedML 42 33 0 26 Sep 2019
Nonlinear Multiview Analysis: Identifiability and Neural Network-assisted Implementation Qi Lyu Xiao Fu 24 0 0 19 Sep 2019
Blind Audio Source Separation with Minimum-Volume Beta-Divergence NMF Valentin Leplat Nicolas Gillis A. Ang 61 54 0 04 Jul 2019
Generalized Separable Nonnegative Matrix Factorization Junjun Pan Nicolas Gillis 73 27 0 30 May 2019
Learning Nonlinear Mixtures: Identifiability and Algorithm Bo Yang Xiao Fu N. Sidiropoulos Kejun Huang CML 60 11 0 06 Jan 2019
Accelerating Nonnegative Matrix Factorization Algorithms using Extrapolation A. Ang Nicolas Gillis 66 45 0 17 May 2018
Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications Xiao Fu Kejun Huang N. Sidiropoulos Wing-Kin Ma 79 204 0 03 Mar 2018
Tight Semi-Nonnegative Matrix Factorization David W. Dreisigmeyer 19 4 0 13 Sep 2017
On Identifiability of Nonnegative Matrix Factorization Xiao Fu Kejun Huang N. Sidiropoulos 85 95 0 02 Sep 2017
Maximum Volume Inscribed Ellipsoid: A New Simplex-Structured Matrix Factorization Framework via Facet Enumeration and Convex Optimization Chia-Hsiang Lin Ruiyuan Wu Wing-Kin Ma Chong-Yung Chi Yijiao Wang 100 50 0 09 Aug 2017
Fast Low-Rank Bayesian Matrix Completion with Hierarchical Gaussian Prior Models Linxiao Yang Jun Fang Huiping Duan Hongbin Li B. Zeng 60 54 0 08 Aug 2017
Learning From Hidden Traits: Joint Factor Analysis and Latent Clustering Bo Yang Xiao Fu N. Sidiropoulos 56 40 0 21 May 2016