Relaxed support vector regression

DOI10.1007/s10479-018-2847-6zbMath1493.68312OpenAlexW2797605530WikidataQ129997702 ScholiaQ129997702MaRDI QIDQ2329900

Talayeh Razzaghi, Orestis P. Panagopoulos, Petros Xanthopoulos, Onur Şeref

Publication date: 18 October 2019

Published in: Annals of Operations Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10479-018-2847-6

zbMATH Keywords

outliersregressionsupport vector regressionrelaxed support vector machinesrelaxed support vector regression

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) General nonlinear regression (62J02) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (4)

Multi-output support vector frontiers ⋮ Improved pollution forecasting hybrid algorithms based on the ensemble method ⋮ Support vector regression for polyhedral and missing data ⋮ Multi-criteria optimization in regression

Uses Software

• UCI-ml
• CPLEX
• JStatCom
• LIBSVM
• KEEL
• PRMLT

Cites Work

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• Robust fuzzy regression analysis
• Relaxing support vectors for classification
• Robust generalized eigenvalue classifier with ellipsoidal uncertainty
• Incremental classification with generalized eigenvalues
• Model selection for support vector machines via uniform design
• Statistical analysis of cointegration vectors
• Hedonic housing prices and the demand for clean air
• A probabilistic learning algorithm for robust modeling using neural networks with random weights
• Regularization and Variable Selection Via the Elastic Net
• Ridge Regression: Biased Estimation for Nonorthogonal Problems

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