Machine Learning
Matrix computations (3rd ed.)
The symmetric eigenvalue problem
The symmetric eigenvalue problem
Proximal support vector machine classifiers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Learning from Data: Concepts, Theory, and Methods
Learning from Data: Concepts, Theory, and Methods
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Ridge Regression Learning Algorithm in Dual Variables
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Learning the Kernel Matrix with Semidefinite Programming
The Journal of Machine Learning Research
Multisurface Proximal Support Vector Machine Classification via Generalized Eigenvalues
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Neural Networks
Application of smoothing technique on twin support vector machines
Pattern Recognition Letters
Nonparallel plane proximal classifier
Signal Processing
Fast support vector machines for continuous data
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
TSVR: An efficient Twin Support Vector Machine for regression
Neural Networks
A ν-twin support vector machine (ν-TSVM) classifier and its geometric algorithms
Information Sciences: an International Journal
Least squares twin support vector hypersphere (LS-TSVH) for pattern recognition
Expert Systems with Applications: An International Journal
Knowledge based Least Squares Twin support vector machines
Information Sciences: an International Journal
Rule extraction from support vector machines: A review
Neurocomputing
Twin SVM for gesture classification using the surface electromyogram
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
Localized twin SVM via convex minimization
Neurocomputing
Letters: Reduced twin support vector regression
Neurocomputing
Generalized eigenvalue proximal support vector regressor
Expert Systems with Applications: An International Journal
New multi-class classification method based on the SVDD model
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Noise tolerant local binary pattern operator for efficient texture analysis
Pattern Recognition Letters
Twin Mahalanobis distance-based support vector machines for pattern recognition
Information Sciences: an International Journal
A weighted twin support vector regression
Knowledge-Based Systems
Probabilistic outputs for twin support vector machines
Knowledge-Based Systems
Twin support vector machines and subspace learning methods for microcalcification clusters detection
Engineering Applications of Artificial Intelligence
1-Norm least squares twin support vector machines
Neurocomputing
Robust twin support vector machine for pattern classification
Pattern Recognition
A twin-hypersphere support vector machine classifier and the fast learning algorithm
Information Sciences: an International Journal
A regularization for the projection twin support vector machine
Knowledge-Based Systems
Multitask twin support vector machines
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
An efficient classification approach for large-scale mobile ubiquitous computing
Information Sciences: an International Journal
Structural twin support vector machine for classification
Knowledge-Based Systems
Efficient Implementation of Nonparallel Hyperplanes Classifier
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Ensemble learning for generalised eigenvalues proximal support vector machines
International Journal of Computer Applications in Technology
Structural twin parametric-margin support vector machine for binary classification
Knowledge-Based Systems
A proximal classifier with consistency
Knowledge-Based Systems
Twin least squares support vector regression
Neurocomputing
Fuzzy regularized generalized eigenvalue classifier with a novel membership function
Information Sciences: an International Journal
Nonparallel hyperplane support vector machine for binary classification problems
Information Sciences: an International Journal
A nonparallel support vector machine for a classification problem with universum learning
Journal of Computational and Applied Mathematics
Training sparse SVM on the core sets of fitting-planes
Neurocomputing
Least squares twin parametric-margin support vector machine for classification
Applied Intelligence
Smooth Newton method for implicit Lagrangian twin support vector regression
International Journal of Knowledge-based and Intelligent Engineering Systems
Extending twin support vector machine classifier for multi-category classification problems
Intelligent Data Analysis
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We propose Twin SVM, a binary SVM classifier that determines two nonparallel planes by solving two related SVM-type problems, each of which is smaller than in a conventional SVM. The Twin SVM formulation is in the spirit of proximal SVMs via generalized eigenvalues. On several benchmark data sets, Twin SVM is not only fast, but shows good generalization. Twin SVM is also useful for automatically discovering two-dimensional projections of the data.