4.6 Article

Multiview Learning With Robust Double-Sided Twin SVM

Related references

Note: Only part of the references are listed.
Article Automation & Control Systems

Large-Scale Twin Parametric Support Vector Machine Using Pinball Loss Function

Sweta Sharma et al.

Summary: A novel twin parametric support vector machine using pinball loss function was proposed, which showed better efficiency and robustness than traditional hinge loss SVM in handling noise in large-scale data scenarios. The theoretical convergence of the method was established, and a modified version was introduced to address convergence issues, leading to faster and more reliable models with better generalization ability against noise and resampling in stochastic learning scenarios.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2021)

Article Computer Science, Artificial Intelligence

Towards Robust Discriminative Projections Learning via Non-Greedy l2,1-Norm MinMax

Feiping Nie et al.

Summary: In this paper, a novel robust LDA method is proposed, utilizing l(2,1)-norm for robustness measurement and developing an iterative optimization algorithm accordingly. Experimental results demonstrate the effectiveness of the method on several real-world datasets.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2021)

Article Computer Science, Artificial Intelligence

Generalized Latent Multi-View Subspace Clustering

Changqing Zhang et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2020)

Article Computer Science, Artificial Intelligence

Improved multi-view GEPSVM via Inter-View Difference Maximization and Intra-view Agreement Minimization

Yawen Cheng et al.

NEURAL NETWORKS (2020)

Article Automation & Control Systems

Recursive Discriminative Subspace Learning With l1-Norm Distance Constraint

Dong Zhang et al.

IEEE TRANSACTIONS ON CYBERNETICS (2020)

Article Automation & Control Systems

Incomplete Multiview Spectral Clustering With Adaptive Graph Learning

Jie Wen et al.

IEEE TRANSACTIONS ON CYBERNETICS (2020)

Article Computer Science, Artificial Intelligence

Multi-View Scaling Support Vector Machines for Classification and Feature Selection

Jinglin Xu et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2020)

Article Computer Science, Artificial Intelligence

A Simple and Fast Algorithm for L1-Norm Kernel PCA

Cheolmin Kim et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2020)

Article Computer Science, Information Systems

Incremental and decremental fuzzy bounded twin support vector machine

Alexandre R. Mello et al.

INFORMATION SCIENCES (2020)

Article Computer Science, Artificial Intelligence

Multi-View Support Vector Machines with the Consensus and Complementarity Information

Xijiong Xie et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2020)

Article Computer Science, Artificial Intelligence

Deep Clustering With Sample-Assignment Invariance Prior

Xi Peng et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2020)

Article Automation & Control Systems

Multiview Learning With Generalized Eigenvalue Proximal Support Vector Machines

Shiliang Sun et al.

IEEE TRANSACTIONS ON CYBERNETICS (2019)

Article Computer Science, Artificial Intelligence

A Survey of Multi-View Representation Learning

Yingming Li et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2019)

Article Computer Science, Information Systems

Learning a Joint Affinity Graph for Multiview Subspace Clustering

Chang Tang et al.

IEEE TRANSACTIONS ON MULTIMEDIA (2019)

Article Computer Science, Artificial Intelligence

Intuitionistic Fuzzy Twin Support Vector Machines

Salim Rezvani et al.

IEEE TRANSACTIONS ON FUZZY SYSTEMS (2019)

Article Computer Science, Artificial Intelligence

Multi-View Linear Discriminant Analysis Network

Peng Hu et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2019)

Article Computer Science, Artificial Intelligence

Efficient and robust TWSVM classification via a minimum L1-norm distance metric criterion

He Yan et al.

MACHINE LEARNING (2019)

Article Computer Science, Artificial Intelligence

Nonpeaked Discriminant Analysis for Data Representation

Qiaolin Ye et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2019)

Article Computer Science, Artificial Intelligence

L1-Norm GEPSVM Classifier Based on an Effective Iterative Algorithm for Classification

He Yan et al.

NEURAL PROCESSING LETTERS (2018)

Article Computer Science, Artificial Intelligence

L1-Norm Distance Minimization-Based Fast Robust Twin Support Vector k-Plane Clustering

Qiaolin Ye et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2018)

Article Computer Science, Artificial Intelligence

Multiview Privileged Support Vector Machines

Jingjing Tang et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2018)

Article Computer Science, Artificial Intelligence

Regularized multi-view least squares twin support vector machines

Xijiong Xie

APPLIED INTELLIGENCE (2018)

Article Engineering, Electrical & Electronic

L1-Norm Principal-Component Analysis of Complex Data

Nicholas Tsagkarakis et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2018)

Article Computer Science, Artificial Intelligence

Multi-view learning based on nonparallel support vector machine

Jingjing Tang et al.

KNOWLEDGE-BASED SYSTEMS (2018)

Article Engineering, Civil

Deep domain adaptation based video smoke detection using synthetic smoke images

Gao Xu et al.

FIRE SAFETY JOURNAL (2017)

Article Computer Science, Artificial Intelligence

Re-Weighted Discriminatively Embedded K-Means for Multi-View Clustering

Jinglin Xu et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2017)

Article Computer Science, Artificial Intelligence

Multi-view learning overview: Recent progress and new challenges

Jing Zhao et al.

INFORMATION FUSION (2017)

Article Computer Science, Artificial Intelligence

Learning universal multiview dictionary for human action recognition

Tingting Yao et al.

PATTERN RECOGNITION (2017)

Article Computer Science, Artificial Intelligence

A Novel Twin Support-Vector Machine With Pinball Loss

Yitian Xu et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2017)

Article Automation & Control Systems

Low-Rank Discriminant Embedding for Multiview Learning

Jingjing Li et al.

IEEE TRANSACTIONS ON CYBERNETICS (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Consistent Iterative Multi-view Transfer Learning for Person Re-identification

Cairong Zhao et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2017) (2017)

Article Computer Science, Artificial Intelligence

Multi-View Discriminant Analysis

Meina Kan et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2016)

Proceedings Paper Computer Science, Information Systems

Multi-view dimensionality reduction via similarity or reconstruction

Xiaoyu Zhang et al.

8TH INTERNATIONAL CONFERENCE ON INTERNET MULTIMEDIA COMPUTING AND SERVICE (ICIMCS2016) (2016)

Article Computer Science, Artificial Intelligence

Multi-view twin support vector machines

Xijiong Xie et al.

INTELLIGENT DATA ANALYSIS (2015)

Article Engineering, Electrical & Electronic

Improved Generalized Eigenvalue Proximal Support Vector Machine

Yuan-Hai Shao et al.

IEEE SIGNAL PROCESSING LETTERS (2013)

Article Computer Science, Artificial Intelligence

A New Locality-Preserving Canonical Correlation Analysis Algorithm for Multi-View Dimensionality Reduction

Fengshan Wang et al.

NEURAL PROCESSING LETTERS (2013)

Article Computer Science, Artificial Intelligence

Improvements on Twin Support Vector Machines

Yuan-Hai Shao et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS (2011)

Article Computer Science, Artificial Intelligence

Localized twin SVM via convex minimization

Qiaolin Ye et al.

NEUROCOMPUTING (2011)

Article Computer Science, Artificial Intelligence

Least squares twin support vector machines for pattern classification

M. Arun Kumar et al.

EXPERT SYSTEMS WITH APPLICATIONS (2009)

Article Computer Science, Artificial Intelligence

Twin support vector machines for pattern classification

Jayadeva et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2007)

Article Computer Science, Artificial Intelligence

Fuzzy multi-category proximal support vector classification via generalized eigenvalues

Jayadeva et al.

SOFT COMPUTING (2007)

Article Computer Science, Artificial Intelligence

Multisurface proximal support vector machine classification via generalized eigenvalues

OL Mangasarian et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2006)