Advances and Trends in Genetic Programming

Advances and Trends in Genetic Programming
Author: Arpit Bhardwaj,Aruna Tiwari,Jasjit S. Suri
Publsiher: Academic Press
Total Pages: 220
Release: 2021-03-15
Genre: Science
ISBN: 012818020X

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Advances and Trends in Genetic Programming, Volume One: Classification Techniques and Life Cycles presents the reader with complete coverage of the most current developments in Genetic Programming for Artificial Intelligence. The book provides a thorough look at classification as a systematic way of predicting class membership for a set of examples or instances using the properties of those examples. Classification arises in a wide variety of real life situations, such as detecting faces from large database, finding vehicles, matching fingerprints and diagnosing medical conditions. A classification algorithm requires huge amount of accuracy and reliability that is very difficult for human programmers. Therefore, there is a need to develop an automated computer-based classification system that can classify the required objects. Presents the latest advances in Genetic Programming for Artificial Intelligence Discusses automated computer-based classification algorithms and systems, including comparison of different types of machine learning and two-class versus multi-class classification Includes discussions of tree-based Genetic Programming, the Intron problem, Dynamic Fitness Evaluation, Crossover and Mutation Operators, and a presentation of an integrated model-based Genetic Programming Algorithm for multi-class classification

Advances in Genetic Programming

Advances in Genetic Programming
Author: Kenneth E. Kinnear,Peter J. Angeline,Lee Spector
Publsiher: MIT Press
Total Pages: 504
Release: 1994
Genre: Computers
ISBN: 0262194236

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Advances in Genetic Programming reports significant results in improving the power of genetic programming, presenting techniques that can be employed immediately in the solution of complex problems in many areas, including machine learning and the simulation of autonomous behavior. Popular languages such as C and C++ are used in manu of the applications and experiments, illustrating how genetic programming is not restricted to symbolic computing languages such as LISP. Researchers interested in getting started in genetic programming will find information on how to begin, on what public-domain code is available, and on how to become part of the active genetic programming community via electronic mail.

Advances in Genetic Programming

Advances in Genetic Programming
Author: Kenneth E. Kinnear (Jr.),Peter J. Angeline
Publsiher: MIT Press
Total Pages: 544
Release: 1994
Genre: Computers
ISBN: 0262111888

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Advances in Genetic Programming reports significant results in improving the power of genetic programming, presenting techniques that can be employed immediately in the solution of complex problems in many areas, including machine learning and the simulation of autonomous behavior. Popular languages such as C and C++ are used in manu of the applications and experiments, illustrating how genetic programming is not restricted to symbolic computing languages such as LISP. Researchers interested in getting started in genetic programming will find information on how to begin, on what public-domain code is available, and on how to become part of the active genetic programming community via electronic mail.

Modeling Analysis and Applications in Metaheuristic Computing Advancements and Trends

Modeling  Analysis  and Applications in Metaheuristic Computing  Advancements and Trends
Author: Yin, Peng-Yeng
Publsiher: IGI Global
Total Pages: 445
Release: 2012-03-31
Genre: Computers
ISBN: 9781466602717

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"This book is a collection of the latest developments, models, and applications within the transdisciplinary fields related to metaheuristic computing, providing readers with insight into a wide range of topics such as genetic algorithms, differential evolution, and ant colony optimization"--Provided by publisher.

Optimized Genetic Programming Applications Emerging Research and Opportunities

Optimized Genetic Programming Applications  Emerging Research and Opportunities
Author: Hrnjica, Bahrudin,Danandeh Mehr, Ali
Publsiher: IGI Global
Total Pages: 310
Release: 2018-07-06
Genre: Medical
ISBN: 9781522560067

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Data is more valuable than ever in the twenty-first century, and tremendous amounts of data are being generated every second. With a fast-growing information industry, engineers are required to develop new tools and techniques that increase human capabilities of mining useful knowledge from the vast amounts of data. Optimized Genetic Programming Applications: Emerging Research and Opportunities is an essential reference source that explores the concept of genetic programming and its role in managing engineering problems. It also examines genetic programming as a supervised machine learning technique, focusing on implementation and application. As a resource that details both the theoretical aspects and implementation of genetic programming, this book is a useful source for academicians, biological engineers, computer programmers, scientists, researchers, and upper-level students seeking the latest research on genetic programming.

Research Anthology on Multi Industry Uses of Genetic Programming and Algorithms

Research Anthology on Multi Industry Uses of Genetic Programming and Algorithms
Author: Management Association, Information Resources
Publsiher: IGI Global
Total Pages: 1534
Release: 2020-12-05
Genre: Computers
ISBN: 9781799880998

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Genetic programming is a new and evolutionary method that has become a novel area of research within artificial intelligence known for automatically generating high-quality solutions to optimization and search problems. This automatic aspect of the algorithms and the mimicking of natural selection and genetics makes genetic programming an intelligent component of problem solving that is highly regarded for its efficiency and vast capabilities. With the ability to be modified and adapted, easily distributed, and effective in large-scale/wide variety of problems, genetic algorithms and programming can be utilized in many diverse industries. This multi-industry uses vary from finance and economics to business and management all the way to healthcare and the sciences. The use of genetic programming and algorithms goes beyond human capabilities, enhancing the business and processes of various essential industries and improving functionality along the way. The Research Anthology on Multi-Industry Uses of Genetic Programming and Algorithms covers the implementation, tools and technologies, and impact on society that genetic programming and algorithms have had throughout multiple industries. By taking a multi-industry approach, this book covers the fundamentals of genetic programming through its technological benefits and challenges along with the latest advancements and future outlooks for computer science. This book is ideal for academicians, biological engineers, computer programmers, scientists, researchers, and upper-level students seeking the latest research on genetic programming.

Handbook of Research on Advanced Trends in Microwave and Communication Engineering

Handbook of Research on Advanced Trends in Microwave and Communication Engineering
Author: El Oualkadi, Ahmed,Zbitou, Jamal
Publsiher: IGI Global
Total Pages: 716
Release: 2016-08-25
Genre: Technology & Engineering
ISBN: 9781522507741

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Wireless communications have become invaluable in the modern world. The market is going through a revolutionary transformation as new technologies and standards endeavor to keep up with demand for integrated and low-cost mobile and wireless devices. Due to their ubiquity, there is also a need for a simplification of the design of wireless systems and networks. The Handbook of Research on Advanced Trends in Microwave and Communication Engineering showcases the current trends and approaches in the design and analysis of reconfigurable microwave devices, antennas for wireless applications, and wireless communication technologies. Outlining both theoretical and experimental approaches, this publication brings to light the unique design issues of this emerging research, making it an ideal reference source for engineers, researchers, graduate students, and IT professionals.

New Advancements in Swarm Algorithms Operators and Applications

New Advancements in Swarm Algorithms  Operators and Applications
Author: Erik Cuevas,Fernando Fausto,Adrián González
Publsiher: Springer
Total Pages: 296
Release: 2019-04-02
Genre: Technology & Engineering
ISBN: 9783030163396

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This book presents advances in alternative swarm development that have proved to be effective in several complex problems. Swarm intelligence (SI) is a problem-solving methodology that results from the cooperation between a set of agents with similar characteristics. The study of biological entities, such as animals and insects, manifesting social behavior has resulted in several computational models of swarm intelligence. While there are numerous books addressing the most widely known swarm methods, namely ant colony algorithms and particle swarm optimization, those discussing new alternative approaches are rare. The focus on developments based on the simple modification of popular swarm methods overlooks the opportunity to discover new techniques and procedures that can be useful in solving problems formulated by the academic and industrial communities. Presenting various novel swarm methods and their practical applications, the book helps researchers, lecturers, engineers and practitioners solve their own optimization problems.