A reduced support vector machine approach for interval regression analysis

DOI10.1016/j.ins.2012.06.030zbMath1250.68226OpenAlexW2028027179MaRDI QIDQ456448

Chia-Hui Huang

Publication date: 25 October 2012

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2012.06.030

zbMATH Keywords

fuzzy regressioninterval regression analysisreduced support vector machine

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items (8)

A fuzzy empirical quantile-based regression model based on triangular fuzzy numbers ⋮ New Hermite orthogonal polynomial kernel and combined kernels in support vector machine classifier ⋮ A fuzzy linear regression model with autoregressive fuzzy errors based on exact predictors and fuzzy responses ⋮ Dual possibilistic regression analysis using support vector networks ⋮ A set arithmetic-based linear regression model for modelling interval-valued responses through real-valued variables ⋮ A robust support vector regression with exact predictors and fuzzy responses ⋮ Incremental kernel minimum squared error (KMSE) ⋮ Fuzzy spline univariate regression with exact predictors and fuzzy responses

Uses Software

• RSVM

Cites Work

• Possibilistic linear regression analysis for fuzzy data
• Robust fuzzy regression analysis
• Interpolation of scattered data: distance matrices and conditionally positive definite functions
• Knowledge based least squares twin support vector machines
• A class of fuzzy clusterwise regression models
• A revisited approach to linear fuzzy regression using trapezoidal fuzzy intervals
• Fuzzy data analysis by possibilistic linear models
• Support vector fuzzy regression machines
• Support vector interval regression networks for interval regression analysis.
• Linear and nonlinear fuzzy regression: Evolutionary algorithm solutions
• Support-vector networks
• Linear Regression Analysis with Fuzzy Model
• A Practical Approach to Nonlinear Fuzzy Regression
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