Computational Intelligence Techniques And Their Applications To Software Engineering Problems by Ankita Bansal, Abha Jain, Sarika Jain, Vishal Jain, Ankur Choudhary
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This book focusses 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 so forth. The concepts of expert systems, case-based reasoning, fuzzy logic, genetic algorithms, swarm computing, rough sets are introduced with their application in software engineering. The field of knowledge discovery is explored using neural networks and data mining techniques by discovering the underlying and hidden patterns in software data sets. Aimed at graduate students and researchers in computer science engineering, software engineering, information technology, it: Covers various aspects of in-depth solutions of the Software Engineering Problems using Computational intelligence techniques. Discusses 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 so forth. Swarm Intelligence based optimization solutions for software testing and reliability problems.
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