Handbook of AI-based Metaheuristics

Handbook of AI-based Metaheuristics
Title Handbook of AI-based Metaheuristics PDF eBook
Author Anand J. Kulkarni
Publisher CRC Press
Pages 419
Release 2021-09-01
Genre Computers
ISBN 1000434249

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At the heart of the optimization domain are mathematical modeling of the problem and the solution methodologies. The problems are becoming larger and with growing complexity. Such problems are becoming cumbersome when handled by traditional optimization methods. This has motivated researchers to resort to artificial intelligence (AI)-based, nature-inspired solution methodologies or algorithms. The Handbook of AI-based Metaheuristics provides a wide-ranging reference to the theoretical and mathematical formulations of metaheuristics, including bio-inspired, swarm-based, socio-cultural, and physics-based methods or algorithms; their testing and validation, along with detailed illustrative solutions and applications; and newly devised metaheuristic algorithms. This will be a valuable reference for researchers in industry and academia, as well as for all Master’s and PhD students working in the metaheuristics and applications domains.

Handbook of AI-based Metaheuristics

Handbook of AI-based Metaheuristics
Title Handbook of AI-based Metaheuristics PDF eBook
Author Anand J. Kulkarni
Publisher CRC Press
Pages 584
Release 2021-09-01
Genre Computers
ISBN 1000434257

Download Handbook of AI-based Metaheuristics Book in PDF, Epub and Kindle

At the heart of the optimization domain are mathematical modeling of the problem and the solution methodologies. The problems are becoming larger and with growing complexity. Such problems are becoming cumbersome when handled by traditional optimization methods. This has motivated researchers to resort to artificial intelligence (AI)-based, nature-inspired solution methodologies or algorithms. The Handbook of AI-based Metaheuristics provides a wide-ranging reference to the theoretical and mathematical formulations of metaheuristics, including bio-inspired, swarm-based, socio-cultural, and physics-based methods or algorithms; their testing and validation, along with detailed illustrative solutions and applications; and newly devised metaheuristic algorithms. This will be a valuable reference for researchers in industry and academia, as well as for all Master’s and PhD students working in the metaheuristics and applications domains.

AI-Based Metaheuristics for Information Security and Digital Media

AI-Based Metaheuristics for Information Security and Digital Media
Title AI-Based Metaheuristics for Information Security and Digital Media PDF eBook
Author Apoorva S Shastri
Publisher CRC Press
Pages 151
Release 2023-07-06
Genre Computers
ISBN 1000904687

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- Provides interdisciplinary solutions including the fields of steganography, cryptography, artificial intelligence, machine learning, deep learning, computer vision, and metaheuristics algorithms - Includes state-of-the-art research - Provides solutions using detailed figures and plots, illustrative examples, pseudo codes, and simulations

Handbook of Research on Artificial Intelligence Techniques and Algorithms

Handbook of Research on Artificial Intelligence Techniques and Algorithms
Title Handbook of Research on Artificial Intelligence Techniques and Algorithms PDF eBook
Author Vasant, Pandian
Publisher IGI Global
Pages 913
Release 2014-11-30
Genre Computers
ISBN 1466672595

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For decades, optimization methods such as Fuzzy Logic, Artificial Neural Networks, Firefly, Simulated annealing, and Tabu search, have been capable of handling and tackling a wide range of real-world application problems in society and nature. Analysts have turned to these problem-solving techniques in the event during natural disasters and chaotic systems research. The Handbook of Research on Artificial Intelligence Techniques and Algorithms highlights the cutting edge developments in this promising research area. This premier reference work applies Meta-heuristics Optimization (MO) Techniques to real world problems in a variety of fields including business, logistics, computer science, engineering, and government. This work is particularly relevant to researchers, scientists, decision-makers, managers, and practitioners.

Metaheuristics for Enterprise Data Intelligence

Metaheuristics for Enterprise Data Intelligence
Title Metaheuristics for Enterprise Data Intelligence PDF eBook
Author Kaustubh Vaman Sakhare
Publisher CRC Press
Pages 159
Release 2024-08-07
Genre Computers
ISBN 1040096476

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With the emergence of the data economy, information has become integral to business excellence. Every enterprise, irrespective of its domain of interest, carries and processes a lot of data in their day-to-day activities. Converting massive datasets into insightful information plays an important role in developing better business solutions. Data intelligence and its analysis pose several challenges in data representation, building knowledge systems, issue resolution and predictive systems for trend analysis and decisionmaking. The data available could be of any modality, especially when data is associated with healthcare, biomedical, finance, retail, cybersecurity, networking, supply chain management, manufacturing, etc. The optimization of such systems is therefore crucial to leveraging the best outcomes and conclusions. To this end, AI-based nature-inspired optimization methods or approximation-based optimization methods are becoming very powerful. Notable metaheuristics include genetic algorithms, differential evolution, ant colony optimization, particle swarm optimization, artificial bee colony, grey wolf optimizer, political optimizer, cohort intelligence and league championship algorithm. This book provides a systematic discussion of AI-based metaheuristics application in a wide range of areas, including big data intelligence and predictive analytics, enterprise analytics, graph optimization algorithms, machine learning and ensemble learning, computer vision enterprise practices and data benchmarking.

Handbook of Formal Optimization

Handbook of Formal Optimization
Title Handbook of Formal Optimization PDF eBook
Author Anand J. Kulkarni
Publisher Springer Nature
Pages 1406
Release
Genre
ISBN 9819738202

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Artificial Intelligence for Societal Issues

Artificial Intelligence for Societal Issues
Title Artificial Intelligence for Societal Issues PDF eBook
Author Anupam Biswas
Publisher Springer Nature
Pages 359
Release 2023-10-24
Genre Computers
ISBN 3031124197

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Artificial intelligence (AI) has the potential to provide innovative solutions to various societal issues and real-world social challenges. AI is useful in combating some of the seemingly unsolvable social crises facing the world today. Be it disaster awareness and management or demand forecasting, or healthcare informatics or disease outbreaks like COVID-19, the AI plays a pivotal role everywhere. AI has the potential to address some of the societal issues that indirectly pose challenges like cybercrime, agriculture, education, economy, and health. The book covers several applications of AI as solutions to different societal issues, which include economic empowerment, smart education system, COVID-19 detection & management, emotion detection, fraudulent transactions, applications in agriculture and health informatics, etc. The book will be helpful for the academicians and researchers working with various areas of societal issues, data science, artificial intelligence, and machine learning.