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Cuckoo Search and Firefly Algorithm: Theory and Applications

✍ Scribed by Xin-She Yang (auth.), Xin-She Yang (eds.)


Publisher
Springer International Publishing
Year
2014
Tongue
English
Leaves
366
Series
Studies in Computational Intelligence 516
Edition
1
Category
Library

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✦ Synopsis


Nature-inspired algorithms such as cuckoo search and firefly algorithm have become popular and widely used in recent years in many applications. These algorithms are flexible, efficient and easy to implement. New progress has been made in the last few years, and it is timely to summarize the latest developments of cuckoo search and firefly algorithm and their diverse applications. This book will review both theoretical studies and applications with detailed algorithm analysis, implementation and case studies so that readers can benefit most from this book. Application topics are contributed by many leading experts in the field. Topics include cuckoo search, firefly algorithm, algorithm analysis, feature selection, image processing, travelling salesman problem, neural network, GPU optimization, scheduling, queuing, multi-objective manufacturing optimization, semantic web service, shape optimization, and others.

This book can serve as an ideal reference for both graduates and researchers in computer science, evolutionary computing, machine learning, computational intelligence, and optimization, as well as engineers in business intelligence, knowledge management and information technology.

✦ Table of Contents


Front Matter....Pages i-xi
Cuckoo Search and Firefly Algorithm: Overview and Analysis....Pages 1-26
On the Randomized Firefly Algorithm....Pages 27-48
Cuckoo Search: A Brief Literature Review....Pages 49-62
Improved and Discrete Cuckoo Search for Solving the Travelling Salesman Problem....Pages 63-84
Comparative Analysis of the Cuckoo Search Algorithm....Pages 85-113
Cuckoo Search and Firefly Algorithm Applied to Multilevel Image Thresholding....Pages 115-139
A Binary Cuckoo Search and Its Application for Feature Selection....Pages 141-154
How to Generate the Input Current for Exciting a Spiking Neural Model Using the Cuckoo Search Algorithm....Pages 155-178
Multi-Objective Optimization of a Real-World Manufacturing Process Using Cuckoo Search....Pages 179-193
Solving Reliability Optimization Problems by Cuckoo Search....Pages 195-215
Hybridization of Cuckoo Search and Firefly Algorithms for Selecting the Optimal Solution in Semantic Web Service Composition....Pages 217-243
Geometric Firefly Algorithms on Graphical Processing Units....Pages 245-269
A Discrete Firefly Algorithm for Scheduling Jobs on Computational Grid....Pages 271-290
A Parallelised Firefly Algorithm for Structural Size and Shape Optimisation with Multimodal Constraints....Pages 291-314
Intelligent Firefly Algorithm for Global Optimization....Pages 315-330
Optimization of Queueing Structures by Firefly Algorithm....Pages 331-346
Firefly Algorithm: A Brief Review of the Expanding Literature....Pages 347-360

✦ Subjects


Computational Intelligence; Image Processing and Computer Vision


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