Comprehensive review on twin support vector machines (Q6601532)

scientific article; zbMATH DE number 7910152

Language	Label	Description	Also known as
English	Comprehensive review on twin support vector machines	scientific article; zbMATH DE number 7910152

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instance of

scholarly article

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title

Comprehensive review on twin support vector machines (English)

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Annals of Operations Research

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publication date

10 September 2024

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zbMATH Keywords

machine learning

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twin support vector machines

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twin SVM

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survey

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classification

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regression

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clustering

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MaRDI profile type

Publication

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cites work

Training <i>v</i>-Support Vector Regression: Theory and Algorithms

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A tutorial on <i>ν</i>‐support vector machines

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MLTSVM: a novel twin support vector machine to multi-label learning

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An improved robust and sparse twin support vector regression via linear programming

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Recursive projection twin support vector machine via within-class variance minimization

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Support-vector networks

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An introduction to support vector machines and other kernel-based learning methods.

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Adapting support vector machine methods for horserace odds prediction

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Fast clustering-based weighted twin support vector regression

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Efficient implicit Lagrangian twin parametric insensitive support vector regression via unconstrained minimization problems

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New support vector algorithms with parametric insensitive/margin model

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Twin support vector machines. Models, extensions and applications

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Optimal kernel selection in twin support vector machines

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TWSVR: regression via twin support vector machine

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Angle-based twin support vector machine

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Q5806966

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Knowledge based least squares twin support vector machines

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DCA based algorithms for feature selection in multi-class support vector machine

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Least squares twin multi-class classification support vector machine

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A safe screening rule for accelerating weighted twin support vector machine

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TSVR: an efficient twin support vector machine for regression

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A \(\nu \)-twin support vector machine (\(\nu \)-TSVM) classifier and its geometric algorithms

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TPMSVM: A novel twin parametric-margin support vector machine for pattern recognition

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Twin Mahalanobis distance-based support vector machines for pattern recognition

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A twin-hypersphere support vector machine classifier and the fast learning algorithm

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Robust support vector machines for multiple instance learning

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Twin support vector machine with Universum data

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Laplacian twin support vector machine for semi-supervised classification

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Robust twin support vector machine for pattern classification

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A nonparallel support vector machine for a classification problem with universum learning

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-norm Twin Support Vector Machine-based Regression

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Least squares projection twin support vector clustering (LSPTSVC)

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Nonparallel hyperplane support vector machine for binary classification problems

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An efficient weighted Lagrangian twin support vector machine for imbalanced data classification

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A coordinate descent margin based-twin support vector machine for classification

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Least squares recursive projection twin support vector machine for classification

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Linear programming twin support vector regression

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General twin support vector machine with pinball loss function

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Smooth twin support vector machines via unconstrained convex minimization

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Large-scale pinball twin support vector machines

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Support vector machine active learning with applications to text classification

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Q4856771

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Q4261789

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Robust capped L1-norm twin support vector machine

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Scaling up twin support vector regression with safe screening rule

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Adjusted support vector machines based on a new loss function

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Insensitive stochastic gradient twin support vector machines for large scale problems

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A GA-based model selection for smooth twin parametric-margin support vector machine

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Least squares twin support vector machine with Universum data for classification

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A twin hyper-sphere multi-class classification support vector machine

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

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Weighted twin support vector machines with local information and its application

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Capped \(L_{2,p}\)-norm metric based robust least squares twin support vector machine for pattern classification

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Identifiers

zbMATH Open document ID

1547.6867

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Mathematics Subject Classification ID

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10.1007/S10479-022-04575-W

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Sitelinks

Mathematics(1 entry)

mardi Publication:6601532