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Order of Nonlinearity as a Complexity Measure for Models Generated by Symbolic Regression via Pareto Genetic Programming

IEEE Transactions on Evolutionary Computation, 2009
This paper presents a novel approach to generate data-driven regression models that not only give reliable prediction of the observed data but also have smoother response surfaces and extra generalization capabilities with respect to extrapolation. These models are obtained as solutions of a genetic programming (GP) process, where selection is guided ...
Vladislavleva, Ekaterina   +2 more
openaire   +3 more sources

Consistency of M-estimates in general nonlinear regression models

2009
Nonlinear regression model with continuous time and weak dependent or long-range dependent stationary noise is considered. Strong consistency suffient conditions of M-estimates of regression parameters are obtained.
Ivanov, A.V., Orlovsky, I.V.
openaire   +1 more source

Nonlinear Regression of Ink Spreading Using a General Ellipse Model

2022 22nd International Conference on Control, Automation and Systems (ICCAS), 2022
H. Kim, J. Kim, M. Kwon
openaire   +1 more source

General Nonlinear Function-on-Function Regression via Functional Universal Approximation

Journal of Computational and Graphical Statistics, 2023
Ruiyan Luo, Xin Qi
openaire   +1 more source

Maximum likelihood estimation and large-sample inference for generalized linear and nonlinear regression models

Biometrika, 1983
SUMMARY The class of generalized linear models is extended to allow for correlated observations, nonlinear models and error distributions not of the exponential family form. The extended class of models include a number of important examples, particularly of the composite transformational type.
openaire   +3 more sources

Deep Residual Learning for Nonlinear Regression

Entropy, 2020
Dongwei Chen, Fei Hu, Tiantian Yang
exaly  

Testing a Nonlinear Regression Specification: A Nonregular Case

Journal of the American Statistical Association, 1977
A Ronald Gallant
exaly   +2 more sources

Model Averaging for Nonlinear Regression Models

Journal of Business and Economic Statistics, 2022
Yang Feng, Qingfeng Liu
exaly  

Generalization Evaluation of a Nonlinear Auto-Regressive Neural Network for PON Technologies

2023 SBMO/IEEE MTT-S International Microwave and Optoelectronics Conference (IMOC), 2023
Enzo Gomes Pinto Perin da Cruz   +6 more
openaire   +1 more source

An interior point algorithm for nonlinear quantile regression

Journal of Econometrics, 1996
Roger Koenker
exaly  

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