Massively Parallel Evolutionary Computation On Gpgpus

Download Massively Parallel Evolutionary Computation On Gpgpus full books in PDF, epub, and Kindle. Read online Massively Parallel Evolutionary Computation On Gpgpus ebook anywhere anytime directly on your device. Fast Download speed and no annoying ads. We cannot guarantee that every ebooks is available!

Massively Parallel Evolutionary Computation on GPGPUs

Author : Shigeyoshi Tsutsui
Publisher : Springer Science & Business Media
ISBN 13 : 3642379591
Total Pages : 454 pages
Book Rating : 4.6/5 (423 download)

DOWNLOAD NOW!

Book Synopsis Massively Parallel Evolutionary Computation on GPGPUs by : Shigeyoshi Tsutsui

Download or read book Massively Parallel Evolutionary Computation on GPGPUs written by Shigeyoshi Tsutsui and published by Springer Science & Business Media. This book was released on 2013-12-05 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: Evolutionary algorithms (EAs) are metaheuristics that learn from natural collective behavior and are applied to solve optimization problems in domains such as scheduling, engineering, bioinformatics, and finance. Such applications demand acceptable solutions with high-speed execution using finite computational resources. Therefore, there have been many attempts to develop platforms for running parallel EAs using multicore machines, massively parallel cluster machines, or grid computing environments. Recent advances in general-purpose computing on graphics processing units (GPGPU) have opened up this possibility for parallel EAs, and this is the first book dedicated to this exciting development. The three chapters of Part I are tutorials, representing a comprehensive introduction to the approach, explaining the characteristics of the hardware used, and presenting a representative project to develop a platform for automatic parallelization of evolutionary computing (EC) on GPGPUs. The 10 chapters in Part II focus on how to consider key EC approaches in the light of this advanced computational technique, in particular addressing generic local search, tabu search, genetic algorithms, differential evolution, swarm optimization, ant colony optimization, systolic genetic search, genetic programming, and multiobjective optimization. The 6 chapters in Part III present successful results from real-world problems in data mining, bioinformatics, drug discovery, crystallography, artificial chemistries, and sudoku. Although the parallelism of EAs is suited to the single-instruction multiple-data (SIMD)-based GPU, there are many issues to be resolved in design and implementation, and a key feature of the contributions is the practical engineering advice offered. This book will be of value to researchers, practitioners, and graduate students in the areas of evolutionary computation and scientific computing.

Proceedings of the Fourteenth International Conference on Management Science and Engineering Management

Author : Jiuping Xu
Publisher : Springer Nature
ISBN 13 : 3030498298
Total Pages : 856 pages
Book Rating : 4.0/5 (34 download)

DOWNLOAD NOW!

Book Synopsis Proceedings of the Fourteenth International Conference on Management Science and Engineering Management by : Jiuping Xu

Download or read book Proceedings of the Fourteenth International Conference on Management Science and Engineering Management written by Jiuping Xu and published by Springer Nature. This book was released on 2020-06-22 with total page 856 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 14th International Conference on Management Science and Engineering Management (ICMSEM 2020). Held at the Academy of Studies of Moldova from July 30 to August 2, 2020, the conference provided a platform for researchers and practitioners in the field to share their ideas and experiences. Covering a wide range of topics, including hot management issues in engineering science, the book presents novel ideas and the latest research advances in the area of management science and engineering management. It includes both theoretical and practical studies of management science applied in computing methodology, highlighting advanced management concepts, and computing technologies for decision-making problems involving large, uncertain and unstructured data. The book also describes the changes and challenges relating to decision-making procedures at the dawn of the big data era, and discusses new technologies for analysis, capture, search, sharing, storage, transfer and visualization, and in the context of privacy violations, as well as advances in the integration of optimization, statistics and data mining. Given its scope, it will appeal to a wide readership, particularly those looking for new ideas and research directions.

Applications of Evolutionary Computation

Author : Giovanni Squillero
Publisher : Springer
ISBN 13 : 3319558498
Total Pages : 905 pages
Book Rating : 4.3/5 (195 download)

DOWNLOAD NOW!

Book Synopsis Applications of Evolutionary Computation by : Giovanni Squillero

Download or read book Applications of Evolutionary Computation written by Giovanni Squillero and published by Springer. This book was released on 2017-04-03 with total page 905 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volumes LNCS 10199 and 10200 constitute the refereed conference proceedings of the 20th European Conference on the Applications of Evolutionary Computation, EvoApplications 2017, held in Amsterdam, The Netherlands, in April 2017, collocated with the Evo* 2016 events EuroGP, EvoCOP, and EvoMUSART. The 46 revised full papers presented together with 26 poster papers were carefully reviewed and selected from 108 submissions. EvoApplications 2016 consisted of the following 13 tracks: EvoBAFIN (natural computing methods in business analytics and finance), EvoBIO (evolutionary computation, machine learning and data mining in computational biology), EvoCOMNET (nature-inspired techniques for telecommunication networks and other parallel and distributed systems), EvoCOMPLEX (evolutionary algorithms and complex systems), EvoENERGY (evolutionary computation in energy applications), EvoGAMES (bio-inspired algorithms in games), EvoIASP (evolutionary computation in image analysis, signal processing, and pattern recognition), EvoINDUSTRY (nature-inspired techniques in industrial settings), EvoKNOW (knowledge incorporation in evolutionary computation), EvoNUM (bio-inspired algorithms for continuous parameter optimization), EvoPAR (parallel implementation of evolutionary algorithms), EvoROBOT (evolutionary robotics), EvoSET (nature-inspired algorithms in software engineering and testing), and EvoSTOC (evolutionary algorithms in stochastic and dynamic environments).

Artificial Evolution

Author : Pierrick Legrand
Publisher : Springer
ISBN 13 : 3319116835
Total Pages : 275 pages
Book Rating : 4.3/5 (191 download)

DOWNLOAD NOW!

Book Synopsis Artificial Evolution by : Pierrick Legrand

Download or read book Artificial Evolution written by Pierrick Legrand and published by Springer. This book was released on 2014-10-24 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Conference on Artificial Evolution, EA 2013, held in Bordeaux, France, in October 2013. The 20 revised papers were carefully reviewed and selected from 39 submissions. The papers are focused to theory, ant colony optimization, applications, combinatorial and discrete optimization, memetic algorithms, genetic programming, interactive evolution, parallel evolutionary algorithms, and swarm intelligence.

Euro-Par 2016: Parallel Processing Workshops

Author : Frédéric Desprez
Publisher : Springer
ISBN 13 : 3319589431
Total Pages : 829 pages
Book Rating : 4.3/5 (195 download)

DOWNLOAD NOW!

Book Synopsis Euro-Par 2016: Parallel Processing Workshops by : Frédéric Desprez

Download or read book Euro-Par 2016: Parallel Processing Workshops written by Frédéric Desprez and published by Springer. This book was released on 2017-05-26 with total page 829 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the workshops of the 23rd International Conference on Parallel and Distributed Computing, Euro-Par 2016, held in Grenoble, France in August 2016. The 65 full papers presented were carefully reviewed and selected from 95 submissions. The volume includes the papers from the following workshops: Euro-EDUPAR (Second European Workshop on Parallel and Distributed Computing Education for Undergraduate Students) – HeteroPar 2016 (the 14th International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Platforms) – IWMSE (5th International Workshop on Multicore Software Engineering) – LSDVE (Fourth Workshop on Large-Scale Distributed Virtual Environments) - PADABS (Fourth Workshop on Parallel and Distributed Agent-Based Simulations) – PBio (Fourth International Workshop on Parallelism in Bioinformatics) – PELGA (Second Workshop on Performance Engineering for Large-Scale Graph Analytics) – REPPAR (Third International Workshop on Reproducibility in Parallel Computing) – Resilience (9th Workshop in Resilience in High Performance Computing in Clusters, Clouds, and Grids) – ROME (Fourth Workshop on Runtime and Operating Systems for the Many-Core Era) – UCHPC (9th Workshop on UnConventional High-Performance Computing).

Bioinformatics and Biomedical Engineering

Author : Francisco Ortuño
Publisher : Springer
ISBN 13 : 331931744X
Total Pages : 818 pages
Book Rating : 4.3/5 (193 download)

DOWNLOAD NOW!

Book Synopsis Bioinformatics and Biomedical Engineering by : Francisco Ortuño

Download or read book Bioinformatics and Biomedical Engineering written by Francisco Ortuño and published by Springer. This book was released on 2016-03-31 with total page 818 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Bioinformatics and Biomedical Engineering, IWBBIO 2016, held in Granada, Spain, in April 2016. The 69 papers presented were carefully reviewed and selected from 286 submissions. The scope of the conference spans the following areas: bioinformatics for healthcare and diseases; biomedical image analysis; biomedical signal analysis; computational systems for modeling biological processes; eHealth; tools for next generation sequencing data analysis; assistive technology for people with neuromotor disorders; fundamentals of biological dynamics and maximization of the information extraction from the experiments in the biological systems; high performance computing in bioinformatics, computational biology and computational chemistry; human behavior monitoring, analysis and understanding; pattern recognition and machine learning in the -omics sciences; and resources for bioinformatics.

Genetic Programming

Author : Penousal Machado
Publisher : Springer
ISBN 13 : 3319165011
Total Pages : 240 pages
Book Rating : 4.3/5 (191 download)

DOWNLOAD NOW!

Book Synopsis Genetic Programming by : Penousal Machado

Download or read book Genetic Programming written by Penousal Machado and published by Springer. This book was released on 2015-03-14 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 18th European Conference on Genetic Programming, EuroGP 2015, held in Copenhagen, Spain, in April 2015 co-located with the Evo 2015 events, EvoCOP, Evo MUSART and Evo Applications. The 12 revised full papers presented together with 6 poster papers were carefully reviewed and selected form 36 submissions. The wide range of topics in this volume reflects the current state of research in the field. Thus, we see topics as diverse as semantic methods, recursive programs, grammatical methods, coevolution, Cartesian GP, feature selection, initialisation procedures, ensemble methods and search objectives; and applications including text processing, cryptography, numerical modelling, software parallelisation, creation and optimisation of circuits, multi-class classification, scheduling and artificial intelligence.

EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V

Author : Alexandru-Adrian Tantar
Publisher : Springer
ISBN 13 : 3319074946
Total Pages : 329 pages
Book Rating : 4.3/5 (19 download)

DOWNLOAD NOW!

Book Synopsis EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V by : Alexandru-Adrian Tantar

Download or read book EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V written by Alexandru-Adrian Tantar and published by Springer. This book was released on 2014-06-04 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume encloses research articles that were presented at the EVOLVE 2014 International Conference in Beijing, China, July 1–4, 2014. The book gathers contributions that emerged from the conference tracks, ranging from probability to set oriented numerics and evolutionary computation; all complemented by the bridging purpose of the conference, e.g. Complex Networks and Landscape Analysis, or by the more application oriented perspective. The novelty of the volume, when considering the EVOLVE series, comes from targeting also the practitioner’s view. This is supported by the Machine Learning Applied to Networks and Practical Aspects of Evolutionary Algorithms tracks, providing surveys on new application areas, as in the networking area and useful insights in the development of evolutionary techniques, from a practitioner’s perspective. Complementary to these directions, the conference tracks supporting the volume, follow on the individual advancements of the subareas constituting the scope of the conference, through the Computational Game Theory, Local Search and Optimization, Genetic Programming, Evolutionary Multi-objective optimization tracks.

Parallel Problem Solving from Nature – PPSN XIV

Author : Julia Handl
Publisher : Springer
ISBN 13 : 331945823X
Total Pages : 1026 pages
Book Rating : 4.3/5 (194 download)

DOWNLOAD NOW!

Book Synopsis Parallel Problem Solving from Nature – PPSN XIV by : Julia Handl

Download or read book Parallel Problem Solving from Nature – PPSN XIV written by Julia Handl and published by Springer. This book was released on 2016-08-30 with total page 1026 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 14th International Conference on Parallel Problem Solving from Nature, PPSN 2016, held in Edinburgh, UK, in September 2016. The total of 93 revised full papers were carefully reviewed and selected from 224 submissions. The meeting began with four workshops which offered an ideal opportunity to explore specific topics in intelligent transportation Workshop, landscape-aware heuristic search, natural computing in scheduling and timetabling, and advances in multi-modal optimization. PPSN XIV also included sixteen free tutorials to give us all the opportunity to learn about new aspects: gray box optimization in theory; theory of evolutionary computation; graph-based and cartesian genetic programming; theory of parallel evolutionary algorithms; promoting diversity in evolutionary optimization: why and how; evolutionary multi-objective optimization; intelligent systems for smart cities; advances on multi-modal optimization; evolutionary computation in cryptography; evolutionary robotics - a practical guide to experiment with real hardware; evolutionary algorithms and hyper-heuristics; a bridge between optimization over manifolds and evolutionary computation; implementing evolutionary algorithms in the cloud; the attainment function approach to performance evaluation in EMO; runtime analysis of evolutionary algorithms: basic introduction; meta-model assisted (evolutionary) optimization. The papers are organized in topical sections on adaption, self-adaption and parameter tuning; differential evolution and swarm intelligence; dynamic, uncertain and constrained environments; genetic programming; multi-objective, many-objective and multi-level optimization; parallel algorithms and hardware issues; real-word applications and modeling; theory; diversity and landscape analysis.

Artificial Chemistries

Author : Wolfgang Banzhaf
Publisher : MIT Press
ISBN 13 : 0262551527
Total Pages : 572 pages
Book Rating : 4.2/5 (625 download)

DOWNLOAD NOW!

Book Synopsis Artificial Chemistries by : Wolfgang Banzhaf

Download or read book Artificial Chemistries written by Wolfgang Banzhaf and published by MIT Press. This book was released on 2024-03-19 with total page 572 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to the fundamental concepts of the emerging field of Artificial Chemistries, covering both theory and practical applications. The field of Artificial Life (ALife) is now firmly established in the scientific world, but it has yet to achieve one of its original goals: an understanding of the emergence of life on Earth. The new field of Artificial Chemistries draws from chemistry, biology, computer science, mathematics, and other disciplines to work toward that goal. For if, as it has been argued, life emerged from primitive, prebiotic forms of self-organization, then studying models of chemical reaction systems could bring ALife closer to understanding the origins of life. In Artificial Chemistries (ACs), the emphasis is on creating new interactions rather than new materials. The results can be found both in the virtual world, in certain multiagent systems, and in the physical world, in new (artificial) reaction systems. This book offers an introduction to the fundamental concepts of ACs, covering both theory and practical applications. After a general overview of the field and its methodology, the book reviews important aspects of biology, including basic mechanisms of evolution; discusses examples of ACs drawn from the literature; considers fundamental questions of how order can emerge, emphasizing the concept of chemical organization (a closed and self-maintaining set of chemicals); and surveys a range of applications, which include computing, systems modeling in biology, and synthetic life. An appendix provides a Python toolkit for implementing ACs.

Theory and Practice of Natural Computing

Author : Carlos Martín-Vide
Publisher : Springer
ISBN 13 : 3319710699
Total Pages : 319 pages
Book Rating : 4.3/5 (197 download)

DOWNLOAD NOW!

Book Synopsis Theory and Practice of Natural Computing by : Carlos Martín-Vide

Download or read book Theory and Practice of Natural Computing written by Carlos Martín-Vide and published by Springer. This book was released on 2017-12-12 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 6th International Conference,on Theory and Practice of Natural Computing, TPNC 2017, held in Prague, Czech Republic, December 2017. The 22 full papers presented in this book, together with one invited talk, werecarefully reviewed and selected from 39 submissions. The papers are organized around the following topical sections: applications of natural computing; evolutionary computation; fuzzy logic; Molecular computation; neural networks; quantum computing.

Evolutionary Decision Trees in Large-Scale Data Mining

Author : Marek Kretowski
Publisher : Springer
ISBN 13 : 3030218511
Total Pages : 180 pages
Book Rating : 4.0/5 (32 download)

DOWNLOAD NOW!

Book Synopsis Evolutionary Decision Trees in Large-Scale Data Mining by : Marek Kretowski

Download or read book Evolutionary Decision Trees in Large-Scale Data Mining written by Marek Kretowski and published by Springer. This book was released on 2019-06-05 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a unified framework, based on specialized evolutionary algorithms, for the global induction of various types of classification and regression trees from data. The resulting univariate or oblique trees are significantly smaller than those produced by standard top-down methods, an aspect that is critical for the interpretation of mined patterns by domain analysts. The approach presented here is extremely flexible and can easily be adapted to specific data mining applications, e.g. cost-sensitive model trees for financial data or multi-test trees for gene expression data. The global induction can be efficiently applied to large-scale data without the need for extraordinary resources. With a simple GPU-based acceleration, datasets composed of millions of instances can be mined in minutes. In the event that the size of the datasets makes the fastest memory computing impossible, the Spark-based implementation on computer clusters, which offers impressive fault tolerance and scalability potential, can be applied.

Information and Knowledge Systems. Digital Technologies, Artificial Intelligence and Decision Making

Author : Inès Saad
Publisher : Springer Nature
ISBN 13 : 3030859770
Total Pages : 190 pages
Book Rating : 4.0/5 (38 download)

DOWNLOAD NOW!

Book Synopsis Information and Knowledge Systems. Digital Technologies, Artificial Intelligence and Decision Making by : Inès Saad

Download or read book Information and Knowledge Systems. Digital Technologies, Artificial Intelligence and Decision Making written by Inès Saad and published by Springer Nature. This book was released on 2021-08-27 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 5th International Conference on Information and Knowledge Systems, ICIKS 2021, which was held online during June 22-23, 2021. The International Conference on Information and Knowledge Systems (ICIKS 2021) gathered both researchers and practitioners in the fields of Information Systems, Artificial Intelligence, Knowledge Management and Decision Support. ICIKS seeks to promote discussions on various organizational, technological, and socio-cultural aspects of research in the design and use of information and knowledge systems in organizations. The 10 full and 2 short papers presented in this volume were carefully reviewed and selected from 32 submissions. They were organized in topical sections as follows: knowledge systems and decision making; machine learning, recommender systems, and knowledge systems; and security, artificial intelligence, and information systems.

Metaheuristics for Big Data

Author : Clarisse Dhaenens
Publisher : John Wiley & Sons
ISBN 13 : 1119347580
Total Pages : 212 pages
Book Rating : 4.1/5 (193 download)

DOWNLOAD NOW!

Book Synopsis Metaheuristics for Big Data by : Clarisse Dhaenens

Download or read book Metaheuristics for Big Data written by Clarisse Dhaenens and published by John Wiley & Sons. This book was released on 2016-08-16 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big Data is a new field, with many technological challenges to be understood in order to use it to its full potential. These challenges arise at all stages of working with Big Data, beginning with data generation and acquisition. The storage and management phase presents two critical challenges: infrastructure, for storage and transportation, and conceptual models. Finally, to extract meaning from Big Data requires complex analysis. Here the authors propose using metaheuristics as a solution to these challenges; they are first able to deal with large size problems and secondly flexible and therefore easily adaptable to different types of data and different contexts. The use of metaheuristics to overcome some of these data mining challenges is introduced and justified in the first part of the book, alongside a specific protocol for the performance evaluation of algorithms. An introduction to metaheuristics follows. The second part of the book details a number of data mining tasks, including clustering, association rules, supervised classification and feature selection, before explaining how metaheuristics can be used to deal with them. This book is designed to be self-contained, so that readers can understand all of the concepts discussed within it, and to provide an overview of recent applications of metaheuristics to knowledge discovery problems in the context of Big Data.

Intelligent Human Computer Interaction

Author : Hakimjon Zaynidinov
Publisher : Springer Nature
ISBN 13 : 3031271998
Total Pages : 618 pages
Book Rating : 4.0/5 (312 download)

DOWNLOAD NOW!

Book Synopsis Intelligent Human Computer Interaction by : Hakimjon Zaynidinov

Download or read book Intelligent Human Computer Interaction written by Hakimjon Zaynidinov and published by Springer Nature. This book was released on 2023-04-10 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 14th International Conference on Intelligent Human Computer Interaction, IHCI 2022, held in Tashkent, Uzbekistan, during October 20–22, 2022. The 47 full papers and 13 short papers included in this book were carefully reviewed and selected from 148 submissions. They were organized in topical sections as follows: Bio-inspired Computing; Cognitive computing; Human Centered AI; Intelligent Technology for Post-Covid and Web Frameworks.

A Critical Reflection on Automated Science

Author : Marta Bertolaso
Publisher : Springer Nature
ISBN 13 : 3030250016
Total Pages : 302 pages
Book Rating : 4.0/5 (32 download)

DOWNLOAD NOW!

Book Synopsis A Critical Reflection on Automated Science by : Marta Bertolaso

Download or read book A Critical Reflection on Automated Science written by Marta Bertolaso and published by Springer Nature. This book was released on 2020-02-05 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a critical reflection on automated science and addresses the question whether the computational tools we developed in last decades are changing the way we humans do science. More concretely: Can machines replace scientists in crucial aspects of scientific practice? The contributors to this book re-think and refine some of the main concepts by which science is understood, drawing a fascinating picture of the developments we expect over the next decades of human-machine co-evolution. The volume covers examples from various fields and areas, such as molecular biology, climate modeling, clinical medicine, and artificial intelligence. The explosion of technological tools and drivers for scientific research calls for a renewed understanding of the human character of science. This book aims precisely to contribute to such a renewed understanding of science.

Complex Computational Ecosystems

Author : Pierre Collet
Publisher : Springer Nature
ISBN 13 : 3031443551
Total Pages : 245 pages
Book Rating : 4.0/5 (314 download)

DOWNLOAD NOW!

Book Synopsis Complex Computational Ecosystems by : Pierre Collet

Download or read book Complex Computational Ecosystems written by Pierre Collet and published by Springer Nature. This book was released on 2023-10-25 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the First International Conference on Complex Computational Ecosystems, CCE 2023, held in Baku, Azerbaijan, during April 25–27, 2023. The 16 full papers and the 4 keynote abstracts included in this volume were carefully reviewed and selected from 46 submissions. They explore trans-disciplinary challenges that crossed theoretical questions with empirical observations of multi-level and multi-modal computational ecosystems.