Artificial Intelligence Methods for Software Engineering
- Length: 456 pages
- Edition: 1
- Language: English
- Publisher: World Scientific Publishing Company
- Publication Date: 2021-06-28
- ISBN-10: 9811239916
- ISBN-13: 9789811239915
- Sales Rank: #0 (See Top 100 Books)
Software is an integral part of our lives today. Modern software systems are highly complex and often pose new challenges in different aspects of Software Engineering (SE).Artificial Intelligence (AI) is a growing field in computer science that has been proven effective in applying and developing AI techniques to address various SE challenges.This unique compendium covers applications of state-of-the-art AI techniques to the key areas of SE (design, development, debugging, testing, etc).All the materials presented are up-to-date. This reference text will benefit researchers, academics, professionals, and postgraduate students in AI, machine learning and software engineering.
Cover Halftitle Title Copyright Dedication Preface Contents AI for Software Design 1. Interweaving AI and Behavioral Programming Towards Better Programming Environments 2. AI Techniques for Software Requirements Prioritization Agent-Based Software Programming 3. Social Commitments for Engineering Interaction in Distributed Systems 4. Intelligent Agents are More Complex: Initial Empirical Findings AI for Software Development 5. Sequence-to-Sequence Learning for Automated Software Artifact Generation 6. Machine Learning to Support Code Reviews in Continuous Integration 7. Software Fusion: Deep Design Learning with Deterministic Laplacian Verification 8. Using Artificial Intelligence for Auto-Generating Software for Cyber-Physical Applications AI for Software Testing 9. On the Application of Machine Learning in Software Testing 10. Creating Test Oracles Using Machine Learning Techniques 11. Intelligent Risk Based Analysis Methodology 12. A Qualitative Reasoning Model for Software Testing, based on Combinatorial Geometry AI for Software Debugging 13. AI-based Spreadsheet Debugging 14. Artificial Intelligence Methods for Software Debugging Index
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