Hyper-Heuristics: Theory and Applications
tarafından
 
Pillay, Nelishia. author.

Başlık
Hyper-Heuristics: Theory and Applications

Yazar
Pillay, Nelishia. author.

ISBN
9783319965147

Yazar
Pillay, Nelishia. author.

Edisyon
1st ed. 2018.

Fiziksel Niteleme
XVII, 130 p. online resource.

Seri
Natural Computing Series,

İçindekiler
Introduction to Hyper-Heuristics -- Selection Constructive Hyper-Heuristics -- Selection Pertubative Hyper-Heuristics -- Generation Constructive Hyper-Heuristics -- Generation Perturbative Hyper-Heuristics -- Theoretical Aspect: A Formal Definition -- Vehicle Routing Problems -- Nurse Rostering Problems -- Packing Problems -- Examination Timetabling Problems -- Cross-Domain Hyper-Heuristics -- Advances in Hyper-Heuristics -- Conclusions and Future Research Directions.

Özet
This introduction to the field of hyper-heuristics presents the required foundations and tools and illustrates some of their applications. The authors organized the 13 chapters into three parts. The first, hyper-heuristic fundamentals and theory, provides an overview of selection constructive, selection perturbative, generation constructive and generation perturbative hyper-heuristics, and then a formal definition of hyper-heuristics. The chapters in the second part of the book examine applications of hyper-heuristics in vehicle routing, nurse rostering, packing and examination timetabling. The third part of the book presents advanced topics and then a summary of the field and future research directions. Finally the appendices offer details of the HyFlex framework and the EvoHyp toolkit, and then the definition, problem model and constraints for the most tested combinatorial optimization problems. The book will be of value to graduate students, researchers, and practitioners.

Konu Başlığı
Information theory.
 
Engineering.
 
Artificial intelligence.
 
Mathematical optimization.
 
Operations research.
 
Theory of Computation. http://scigraph.springernature.com/things/product-market-codes/I16005
 
Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014
 
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
 
Optimization. http://scigraph.springernature.com/things/product-market-codes/M26008
 
Operations Research/Decision Theory. http://scigraph.springernature.com/things/product-market-codes/521000

Yazar Ek Girişi
Qu, Rong.

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-3-319-96514-7


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book221141-1001QA75.5 -76.95Springer E-Book Collection