Decomposition Based Evolutionary Optimization In Complex Environments

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Decomposition Based Evolutionary Optimization In Complex Environments

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Author : Juan Li
language : en
Publisher: World Scientific
Release Date : 2020-06-24

Decomposition Based Evolutionary Optimization In Complex Environments written by Juan Li and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-24 with Computers categories.

Multi-objective optimization problems (MOPs) and uncertain optimization problems (UOPs) which widely exist in real life are challengeable problems in the fields of decision making, system designing, and scheduling, amongst others. Decomposition exploits the ideas of ‘making things simple’ and ‘divide and conquer’ to transform a complex problem into a series of simple ones with the aim of reducing the computational complexity. In order to tackle the abovementioned two types of complicated optimization problems, this book introduces the decomposition strategy and conducts a systematic study to perfect the usage of decomposition in the field of multi-objective optimization, and extend the usage of decomposition in the field of uncertain optimization.

Intelligence Computation And Applications

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Author : Kangshun Li
language : en
Publisher: Springer Nature
Release Date : 2024-07-01

Intelligence Computation And Applications written by Kangshun Li and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-01 with Computers categories.

This two-volume set, CCIS 2146 and CCIS 2147, constitutes the refereed proceedings of the 14th International Symposium on Intelligence Computation and Applications, ISICA 2023, held in Guangzhou, China, during November 18–19, 2023. The 82 full papers included in these proceedings were carefully reviewed and selected from 178 submissions. The papers presented in these two volumes are organized in the following topical sections: Part I: Frontiers of evolutionary Intelligent Optimization Algorithms; Exploration of computer vision; Machine learning and its applications. Part II: Machine Learning and its applications; Big data analysis and Information security; Intelligent application of computer.

Bio Inspired Computing Theories And Applications

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Author : Linqiang Pan
language : en
Publisher: Springer Nature
Release Date : 2024-04-15

Bio Inspired Computing Theories And Applications written by Linqiang Pan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-15 with Computers categories.

The two-volume set CCIS 2061 and 2062 constitutes the refereed post-conference proceedings of the 18th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2023, held in Changsha, China, during December 15–17, 2023. The 64 revised full papers presented in these proceedings were carefully reviewed and selected from 168 submissions. The papers are organized in the following topical sections: Volume I: Evolutionary Computation and Swarm Intelligence; and Membrane Computing and DNA Computing Volume II: Machine Learning and Applications; and Intelligent Control and Application.

Evolutionary Multi Criterion Optimization

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Author : Michael Emmerich
language : en
Publisher: Springer Nature
Release Date : 2023-03-09

Evolutionary Multi Criterion Optimization written by Michael Emmerich and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-09 with Computers categories.

This book constitutes the refereed proceedings of the 12th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2022 held in Leiden, The Netherlands, during March 20-24, 2023. The 44 regular papers presented in this book were carefully reviewed and selected from 65 submissions. The papers are divided into the following topical sections: Algorithm Design and Engineering; Machine Learning and Multi-criterion Optimization; Benchmarking and Performance Assessment; Indicator Design and Complexity Analysis; Applications in Real World Domains; and Multi-Criteria Decision Making and Interactive Algorithms..

Computational Intelligence For High Dimensional Machine Learning

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Author : Yu Zhou
language : en
Publisher: Springer Nature
Release Date : 2025-03-26

Computational Intelligence For High Dimensional Machine Learning written by Yu Zhou and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-26 with Computers categories.

This book focuses on the modelling and optimization aspects of the feature selection problem through computational intelligence methods in complex, high-dimensional supervised machine learning. To aid readers in conducting research in this field, it covers fundamental concepts and state-of-the-art algorithms. This book also provides a detailed insight into applying these algorithms into real-world applications. The authors begin by introducing the definition high-dimensional machine learning (ML) problems and the challenges they pose. Subsequently, they delve into dimension reduction methods for high-dimensional ML, including global and local feature selection (FS) techniques. This book also comprehensively presents computational intelligence methods such as evolutionary computation and deep neural networks for FS, supported by both theoretical and empirical evidence. Furthermore, this book explores real-world scenario applications involving high-dimensional ML, particularly in the context of smart cities, bioinformatics and industrial informatics. This book is a suitable read for postgraduates and researchers who are interested in the research areas of computational intelligence, soft computing, machine learning and deep learning. Professionals and practitioners within these related fields will also benefit from this book.

Metaheuristic Algorithms

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Author : Gai-Ge Wang
language : en
Publisher: CRC Press
Release Date : 2024-04-03

Metaheuristic Algorithms written by Gai-Ge Wang and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-03 with Computers categories.

This book introduces the theory and applications of metaheuristic algorithms. It also provides methods for solving practical problems in such fields as software engineering, image recognition, video networks, and in the oceans. In the theoretical section, the book introduces the information feedback model, learning-based intelligent optimization, dynamic multi-objective optimization, and multi-model optimization. In the applications section, the book presents applications of optimization algorithms to neural architecture search, fuzz testing, oceans, and image processing. The neural architecture search chapter introduces the latest NAS method. The fuzz testing chapter uses multi-objective optimization and ant colony optimization to solve the seed selection and energy allocation problems in fuzz testing. In the ocean chapter, deep learning methods such as CNN, transformer, and attention-based methods are used to describe ENSO prediction and image processing for marine fish identification, and to provide an overview of traditional classification methods and deep learning methods. Rich in examples, this book will be a great resource for students, scholars, and those interested in metaheuristic algorithms, as well as professional practitioners and researchers working on related topics.

Optimization In Industry

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Author :
language : en
Publisher:
Release Date : 2001

Optimization In Industry written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Industrial engineering categories.

Proceedings Of The Asme International Design Engineering Technical Conferences And Computers And Information In Engineering Conferences 2005

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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The Asme International Design Engineering Technical Conferences And Computers And Information In Engineering Conferences 2005 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computers categories.

Proceedings Of The Asme Design Engineering Technical Conferences

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Author :
language : en
Publisher:
Release Date : 2006

Proceedings Of The Asme Design Engineering Technical Conferences written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Computer-aided design categories.

Genetic And Evolutionary Computation Conference

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Author : Hans-Georg Beyer
language : en
Publisher: Association for Computing Machinery (ACM)
Release Date : 2005

Genetic And Evolutionary Computation Conference written by Hans-Georg Beyer and has been published by Association for Computing Machinery (ACM) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computers categories.