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E-book
Author Satapathy, Suresh Chandra, 1964-

Title Automated software engineering : a deep learning based approach / Suresh Chandra Satapathy, Ajay Kumar Jena, Jagannath Singh, Saurabh Bilgaiyan
Published Cham : Springer, 2020

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Description 1 online resource
Series Learning and analytics in intelligent systems ; v. 8
Learning and analytics in intelligent systems ; v. 8.
Contents Chapter 1: Selection of Significant Metrics for Improving the Performance of Change-Proneness Modules -- Chapter 2: Effort Estimation of Web based Applications using ERD, use Case Point Method and Machine Learning -- Chapter 3: Usage of Machine Learning in Software Testing -- Chapter 4: Test Scenarios Generation using Combined Object-Oriented Models -- Chapter 5: A Novel Approach of Software Fault Prediction using Deep Learning Technique -- Chapter 6: Feature-Based Semi-Supervised Learning to Detect Malware from Android
Summary This book discusses various open issues in software engineering, such as the efficiency of automated testing techniques, predictions for cost estimation, data processing, and automatic code generation. Many traditional techniques are available for addressing these problems. But, with the rapid changes in software development, they often prove to be outdated or incapable of handling the softwares complexity. Hence, many previously used methods are proving insufficient to solve the problems now arising in software development. The book highlights a number of unique problems and effective solutions that reflect the state-of-the-art in software engineering. Deep learning is the latest computing technique, and is now gaining popularity in various fields of software engineering. This book explores new trends and experiments that have yielded promising solutions to current challenges in software engineering. As such, it offers a valuable reference guide for a broad audience including systems analysts, software engineers, researchers, graduate students and professors engaged in teaching software engineering
Bibliography Includes bibliographical references
Subject Software engineering.
Machine learning.
Machine learning
Software engineering
Form Electronic book
Author Jena, Ajay Kumar
Singh, Jagannath
Bilgaiyan, Saurabh
ISBN 9783030380069
3030380068
9783030380076
3030380076
9783030380083
3030380084