Robust Optimization of Spline Models and Complex Regulatory Networks

Theory, Methods and Applications

Business & Finance, Management & Leadership, Operations Research, Nonfiction, Science & Nature, Mathematics, Applied
Cover of the book Robust Optimization of Spline Models and Complex Regulatory Networks by Ayşe Özmen, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Ayşe Özmen ISBN: 9783319308005
Publisher: Springer International Publishing Publication: May 11, 2016
Imprint: Springer Language: English
Author: Ayşe Özmen
ISBN: 9783319308005
Publisher: Springer International Publishing
Publication: May 11, 2016
Imprint: Springer
Language: English

This book introduces methods of robust optimization in multivariate adaptive regression splines (MARS) and Conic MARS in order to handle uncertainty and non-linearity. The proposed techniques are implemented and explained in two-model regulatory systems that can be found in the financial sector and in the contexts of banking, environmental protection, system biology and medicine. The book provides necessary background information on multi-model regulatory networks, optimization and regression. It presents the theory of and approaches to robust (conic) multivariate adaptive regression splines - R(C)MARS – and robust (conic) generalized partial linear models – R(C)GPLM – under polyhedral uncertainty. Further, it introduces spline regression models for multi-model regulatory networks and interprets (C)MARS results based on different datasets for the implementation. It explains robust optimization in these models in terms of both the theory and methodology. In this context it studies R(C)MARS results with different uncertainty scenarios for a numerical example. Lastly, the book demonstrates the implementation of the method in a number of applications from the financial, energy, and environmental sectors, and provides an outlook on future research.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book introduces methods of robust optimization in multivariate adaptive regression splines (MARS) and Conic MARS in order to handle uncertainty and non-linearity. The proposed techniques are implemented and explained in two-model regulatory systems that can be found in the financial sector and in the contexts of banking, environmental protection, system biology and medicine. The book provides necessary background information on multi-model regulatory networks, optimization and regression. It presents the theory of and approaches to robust (conic) multivariate adaptive regression splines - R(C)MARS – and robust (conic) generalized partial linear models – R(C)GPLM – under polyhedral uncertainty. Further, it introduces spline regression models for multi-model regulatory networks and interprets (C)MARS results based on different datasets for the implementation. It explains robust optimization in these models in terms of both the theory and methodology. In this context it studies R(C)MARS results with different uncertainty scenarios for a numerical example. Lastly, the book demonstrates the implementation of the method in a number of applications from the financial, energy, and environmental sectors, and provides an outlook on future research.

More books from Springer International Publishing

Cover of the book Business Process Management by Ayşe Özmen
Cover of the book Programming with Actors by Ayşe Özmen
Cover of the book Humanism and Technology by Ayşe Özmen
Cover of the book Australia's Communities and the Boer War by Ayşe Özmen
Cover of the book Engineering and Application of Pluripotent Stem Cells by Ayşe Özmen
Cover of the book Design of Self-Assembling Materials by Ayşe Özmen
Cover of the book Advances in Data Mining. Applications and Theoretical Aspects by Ayşe Özmen
Cover of the book Treating Comorbid Opioid Use Disorder in Chronic Pain by Ayşe Özmen
Cover of the book Macroeconomic Policy by Ayşe Özmen
Cover of the book Catholicism Engaging Other Faiths by Ayşe Özmen
Cover of the book Language and Automata Theory and Applications by Ayşe Özmen
Cover of the book Computational Design of Rolling Bearings by Ayşe Özmen
Cover of the book Optimal Search for Moving Targets by Ayşe Özmen
Cover of the book The Political Economy of Wasta: Use and Abuse of Social Capital Networking by Ayşe Özmen
Cover of the book MIF Family Cytokines in Innate Immunity and Homeostasis by Ayşe Özmen
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy