Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs
Abstract
This Paper Proposes a Method for Ensemble Models using their Leave-One-Out Output and Solving a Constrained Linear System. by the Use of the Proposed Method to Create an Ensemble of Locally Linear Models, Results on Six Different Regression Data Sets Are Comparable to State-Of-The-Art Methods Such as Least-Squares Support Vector Machines and Gaussian Processes, While Being Orders of Magnitude Faster.
Recommended Citation
Y. Miche et al., "Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs," Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, ESANN 2010, pp. 19 - 24, European Symposium on Artificial Neural Networks, Dec 2010.
Department(s)
Engineering Management and Systems Engineering
International Standard Book Number (ISBN)
978-293030710-7
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2024 European Symposium on Artificial Neural Networks, All rights reserved.
Publication Date
01 Dec 2010
