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Computational Intelligence Techniques and Their Applications to Software Engineering Problems

Computational Intelligence Techniques and Their Applications to Software Engineering Problems focuses on computational intelligence approaches as applicable in varied areas of software engineering such as software requirement prioritization, cost estimation, reliability assessment, defect prediction, maintainability and quality prediction, size estimation, vulnerability prediction, test case selection and prioritization, and much more. Les mer

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Computational Intelligence Techniques and Their Applications to Software Engineering Problems focuses on computational intelligence approaches as applicable in varied areas of software engineering such as software requirement prioritization, cost estimation, reliability assessment, defect prediction, maintainability and quality prediction, size estimation, vulnerability prediction, test case selection and prioritization, and much more. The concepts of expert systems, case-based reasoning, fuzzy logic, genetic algorithms, swarm computing, and rough sets are introduced with their applications in software engineering. The field of knowledge discovery is explored using neural networks and data mining techniques by determining the underlying and hidden patterns in software data sets. Aimed at graduate students and researchers in computer science engineering, software engineering, information technology, this book:








Covers various aspects of in-depth solutions of software engineering problems using computational intelligence techniques







Discusses the latest evolutionary approaches to preliminary theory of different solve optimization problems under software engineering domain







Covers heuristic as well as meta-heuristic algorithms designed to provide better and optimized solutions







Illustrates applications including software requirement prioritization, software cost estimation, reliability assessment, software defect prediction, and more







Highlights swarm intelligence-based optimization solutions for software testing and reliability problems

Detaljer

Forlag
CRC Press
Innbinding
Innbundet
Språk
Engelsk
Sider
251
ISBN
9780367529741
Utgivelsesår
2020
Format
23 x 16 cm

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