A Survey on Concept Factorization: From Shallow to Deep Representation Learning

Self-attention driven adversarial similarity learning network

(2020) Xinjian Gao et al.   PATTERN RECOGNITION

Generalized Incomplete Multiview Clustering With Flexible Locality Structure Diffusion

(2020) Jie Wen et al.   IEEE Transactions on Cybernetics

Concept Factorization With Local Centroids

(2020) Mulin Chen et al.   IEEE Transactions on Neural Networks and Learning Systems

Robust auto-weighted projective low-rank and sparse recovery for visual representation

(2019) Lei Wang et al.   NEURAL NETWORKS

A Survey on Representation Learning Efforts in Cybersecurity Domain

(2019) Muhammad Usman et al.   ACM COMPUTING SURVEYS

Nonpeaked Discriminant Analysis for Data Representation

(2019) Qiaolin Ye et al.   IEEE Transactions on Neural Networks and Learning Systems

Discriminative Fisher Embedding Dictionary Learning Algorithm for Object Recognition

(2019) Zhengming Li et al.   IEEE Transactions on Neural Networks and Learning Systems

Joint Label Prediction Based Semi-Supervised Adaptive Concept Factorization for Robust Data Representation

(2019) Zhao Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Structured Low-Rank Matrix Factorization: Global Optimality, Algorithms, and Applications

(2019) Benjamin D. Haeffele et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Collocating Clothes With Generative Adversarial Networks Cosupervised by Categories and Attributes: A Multidiscriminator Framework

(2019) Linlin Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Flexible Auto-Weighted Local-Coordinate Concept Factorization: A Robust Framework for Unsupervised Clustering

(2019) Zhao Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Online Low-Rank Representation Learning for Joint Multi-Subspace Recovery and Clustering

(2018) Bo Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Learning Common and Feature-Specific Patterns: A Novel Multiple-Sparse-Representation-Based Tracker

(2018) Xiangyuan Lan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Robust Online Matrix Factorization for Dynamic Background Subtraction

(2018) Hongwei Yong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Binary Multi-View Clustering

(2018) Zheng Zhang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Adaptive Structure Concept Factorization for Multiview Clustering

(2018) Kun Zhan et al.   NEURAL COMPUTATION

Lp- and Ls-Norm Distance Based Robust Linear Discriminant Analysis

(2018) Qiaolin Ye et al.   NEURAL NETWORKS

Semi-supervised local multi-manifold Isomap by linear embedding for feature extraction

(2018) Yan Zhang et al.   PATTERN RECOGNITION

Concept Factorization With Adaptive Neighbors for Document Clustering

(2018) Xiaobing Pei et al.   IEEE Transactions on Neural Networks and Learning Systems

A Survey of Multi-View Representation Learning

(2018) Yingming Li et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Correntropy based graph regularized concept factorization for clustering

(2018) Siyuan Peng et al.   NEUROCOMPUTING

Unsupervised Nonnegative Adaptive Feature Extraction for Data Representation

(2018) Yan Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Deep Inductive Graph Representation Learning

(2018) Ryan A. Rossi et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Robust Neighborhood Preserving Projection by Nuclear/L2,1-Norm Regularization for Image Feature Extraction

(2017) Zhao Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Weakly Supervised Deep Matrix Factorization for Social Image Understanding

(2017) Zechao Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Unsupervised Single and Multiple Views Feature Extraction with Structured Graph

(2017) Wenzhang Zhuge et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Deep Matrix Factorization Method for Learning Attribute Representations

(2017) George Trigeorgis et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Local and global regularized concept factorization for image clustering

(2017) Bin Qian et al.   JOURNAL OF ELECTRONIC IMAGING

Graph-regularized CF with local coordinate for image representation

(2017) Huirong Li et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

A novel regularized concept factorization for document clustering

(2017) Wei Yan et al.   KNOWLEDGE-BASED SYSTEMS

Graph-based discriminative concept factorization for data representation

(2017) Huirong Li et al.   KNOWLEDGE-BASED SYSTEMS

Graph-Regularized Local Coordinate Concept Factorization for Image Representation

(2017) Jun Ye et al.   NEURAL PROCESSING LETTERS

Graph regularized multilayer concept factorization for data representation

(2017) Xue Li et al.   NEUROCOMPUTING

Hyper-graph regularized discriminative concept factorization for data representation

(2017) Jun Ye et al.   SOFT COMPUTING

Robust Adaptive Embedded Label Propagation With Weight Learning for Inductive Classification

(2017) Zhao Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier

(2017) Zhao Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

A Survey of Dictionary Learning Algorithms for Face Recognition

(2017) Yong Xu et al.   IEEE Access

Semisupervised Discriminant Feature Learning for SAR Image Category via Sparse Ensemble

(2016) Zhiqiang Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Joint Low-Rank and Sparse Principal Feature Coding for Enhanced Robust Representation and Visual Classification

(2016) Zhao Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Laplacian Regularized Low-Rank Representation and Its Applications

(2016) Ming Yin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Sparse Codes Auto-Extractor for Classification: A Joint Embedding and Dictionary Learning Framework for Representation

(2016) Zhao Zhang et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Semi-supervised concept factorization for document clustering

(2016) Mei Lu et al.   INFORMATION SCIENCES

Constrained neighborhood preserving concept factorization for data representation

(2016) Mei Lu et al.   KNOWLEDGE-BASED SYSTEMS

Feature Selection for Adaptive Dual-Graph Regularized Concept Factorization for Data Representation

(2016) Jun Ye et al.   NEURAL PROCESSING LETTERS

Class-driven concept factorization for image representation

(2016) Huirong Li et al.   NEUROCOMPUTING

Learning Flexible Graph-Based Semi-Supervised Embedding

(2016) Fadi Dornaika et al.   IEEE Transactions on Cybernetics

Spectral Unmixing of Hyperspectral Imagery Using Multilayer NMF

(2015) Roozbeh Rajabi et al.   IEEE Geoscience and Remote Sensing Letters

PCANet: A Simple Deep Learning Baseline for Image Classification?

(2015) Tsung-Han Chan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Joint Sparse Representation and Robust Feature-Level Fusion for Multi-Cue Visual Tracking

(2015) Xiangyuan Lan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Graph Based Constrained Semi-Supervised Learning Framework via Label Propagation over Adaptive Neighborhood

(2015) Zhao Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Sparse Projection and Low-Rank Recovery Framework for Handwriting Representation and Salient Stroke Feature Extraction

(2015) Zhao Zhang et al.   ACM Transactions on Intelligent Systems and Technology

A Survey of Sparse Representation: Algorithms and Applications

(2015) Zheng Zhang et al.   IEEE Access

Soft label based Linear Discriminant Analysis for image recognition and retrieval

(2014) Mingbo Zhao et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Pairwise constrained concept factorization for data representation

(2014) Yangcheng He et al.   NEURAL NETWORKS

A general soft label based Linear Discriminant Analysis for semi-supervised dimensionality reduction

(2014) Mingbo Zhao et al.   NEURAL NETWORKS

Similarity preserving low-rank representation for enhanced data representation and effective subspace learning

(2014) Zhao Zhang et al.   NEURAL NETWORKS

Dual-graph regularized concept factorization for clustering

(2014) Jun Ye et al.   NEUROCOMPUTING

Fault diagnosis of rolling element bearings via discriminative subspace learning: Visualization and classification

(2013) Mingbo Zhao et al.   EXPERT SYSTEMS WITH APPLICATIONS

Pairwise Sparsity Preserving Embedding for Unsupervised Subspace Learning and Classification

(2013) Zhao Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Label Consistent K-SVD: Learning a Discriminative Dictionary for Recognition

(2013) Zhuolin Jiang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Graph-based local concept coordinate factorization

(2013) Ping Li et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Local Coordinate Concept Factorization for Image Representation

(2013)   IEEE Transactions on Neural Networks and Learning Systems

Joint Embedding Learning and Sparse Regression: A Framework for Unsupervised Feature Selection

(2013) Chenping Hou et al.   IEEE Transactions on Cybernetics

Constrained Concept Factorization for Image Representation

(2013) Haifeng Liu et al.   IEEE Transactions on Cybernetics

Trace Ratio Optimization-Based Semi-Supervised Nonlinear Dimensionality Reduction for Marginal Manifold Visualization

(2012) Zhao Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Binary- and Multi-class Group Sparse Canonical Correlation Analysis for Feature Extraction and Classification

(2012) Zhao Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Nonnegative Matrix Factorization: A Comprehensive Review

(2012) Yu-Xiong Wang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Robust Recovery of Subspace Structures by Low-Rank Representation

(2012) Guangcan Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Clustering analysis using manifold kernel concept factorization

(2012) Ping Li et al.   NEUROCOMPUTING

M-Isomap: Orthogonal Constrained Marginal Isomap for Nonlinear Dimensionality Reduction

(2012) Zhao Zhang et al.   IEEE Transactions on Cybernetics

Constrained Nonnegative Matrix Factorization for Image Representation

(2011) Haifeng Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Discriminative concept factorization for data representation

(2011) Wei Hua et al.   NEUROCOMPUTING

Graph dual regularization non-negative matrix factorization for co-clustering

(2011) Fanhua Shang et al.   PATTERN RECOGNITION

Locally Consistent Concept Factorization for Document Clustering

(2010) Deng Cai et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Linear and Nonlinear Projective Nonnegative Matrix Factorization

(2010) Zhirong Yang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Graph Regularized Nonnegative Matrix Factorization for Data Representation

(2010) Deng Cai et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Nonlinear Dimensionality Reduction by Topologically Constrained Isometric Embedding

(2010) Guy Rosman et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Label Propagation through Linear Neighborhoods

(2007) Fei Wang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Graph-Based Semisupervised Learning

(2007) M. Culp et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE