Title Software engineering and methodology for emerging domains : 16th National Conference, NASAC 2017, Harbin, China, November 4-5, 2017, and 17th National Conference, NASAC 2018, Shenzhen, China, November 23-25, 2018, revised selected papers / Zheng Li, He Jiang, Ge Li, Minghui Zhou, Ming Li (eds.)

Published Singapore : Springer, [2019]

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Description 1 online resource (xi, 173 pages) : illustrations (some color) Series Communications in computer and information science, 1865-0937 ; 861 Communications in computer and information science ; 861. Contents Intro; Preface; Organization; Contents; Intelligent Software Engineering (NASAC 2017 English Track/CSBSE 2017); Learning to Generate Comments for API-Based Code Snippets; 1 Introduction; 2 Approach; 2.1 Overview; 2.2 Models of Generating Comments from API Sequences; 3 Evaluation; 3.1 Dataset; 3.2 Experimental Settings; 3.3 Results; 4 Conclusion; References; Test Oracle Prediction for Mutation Based Fault Localization; 1 Introduction; 2 Background and Related Work; 2.1 Test Oracle; 2.2 Mutation Based Fault Localization; 2.3 Neural Network and Machine Learning Algorithms 3 MBFL with Predicted Test Oracle4 Experiment Design; 4.1 Research Questions; 4.2 Subject Programs; 4.3 Evaluation Metrics; 5 Experiment Results and Analyses; 5.1 Comparison Between Mutant Coverage and Statement Coverage; 5.2 Comparison Between Different Learning Algorithms; 5.3 Performance of MBFL with and Without Test Oracle Prediction; 6 Threats to Validity; 7 Conclusion and Future Work; References; Parallel Evolutionary Algorithm in Scheduling Work Packages to Minimize Duration of Software Project Management; 1 Introduction; 2 Evolutionary Algorithm; 2.1 Meta-heuristic Algorithms 2.2 Evolutionary Algorithm3 Project Management Problem; 3.1 Project Plan; 3.2 Definition and Assumptions; 3.3 The Objective of Problem; 4 Design of Algorithm; 4.1 The Representation of Solution; 4.2 Fitness Evaluation; 4.3 Genetic Operators; 4.4 Parallel Evolutionary Algorithm; 4.5 Runtime Environment; 5 Experimental Results; 5.1 Industrial Project Data; 5.2 Effectiveness Experiment for Algorithm; 5.3 Efficiency Experiment for Algorithm; 6 Related Works; 7 Conclusions and Future Work; References; Multi-gene Genetic Programming Based Defect-Ranking Software Modules*-10pt; 1 Introduction 2 Background3 MGGP-Based Defect Prediction Model; 4 Experimental Methodology; 4.1 Software Defect Data-Sets; 4.2 Software Metrics; 4.3 Evaluation Measure; 4.4 Wilcoxon Rank Sum Test; 5 Experiments and Results; 5.1 Set Parameters for MGGP; 5.2 Defect Prediction Models for Comparison; 5.3 Results; 6 Threats to Validity; 6.1 Threats to Internal Validity; 6.2 Threats to External Validity; 7 Conclusions and Future Work; References; Call Graph Based Android Malware Detection with CNN; 1 Introduction; 2 Approach; 2.1 Method Representation Layer; 2.2 Convolution Layer 2.3 Pooling Layer, Hidden Layer and Output Layer3 Evaluation; 3.1 Data Set and Tool Implementation; 3.2 Detection Performance; 3.3 Parameter Setting; 4 Related Work; 5 Conclusion; References; Software Requirements Elicitation Based on Ontology Learning; Abstract; 1 Introduction; 1.1 Background; 1.2 Related Work; 2 Ontology Learning; 2.1 Ontology Construction; 2.2 Ontology Learning; 3 Acquisition of Ontology; 3.1 Concept Extraction Method; 3.2 The Common Approach; 3.2.1 Domain Relevance and Domain Consensus; 3.2.2 CCM+TFIDF; 3.2.3 Information Entropy; 3.3 CCM+TFIDFE; 3.3.1 TFIDFE Summary This book constitutes the thoroughly refereed proceedings of the 16th National Conference, NASAC 2017, held in Harbin, China, in November 2017, and the 17th National Conference, NASAC 2018, held in Shenzhen, China, in November 2018. The 6 revised selected papers were selected from 17 submissions for NASAC 2017, and 5 revised selected papers were selected from 20 submissions for NASAC 2018. The papers focus on all aspects of software engineering, e.g. requirements engineering, software methodologies, software analytics, software testing and evolution, and empirical studies Bibliography Includes bibliographical references and index Notes Online resource; title from PDF title page (SpringerLink, viewed September 25, 2019) Subject Software engineering -- Congresses Application software -- Congresses Application software Software engineering Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Li, Zheng, editor Jiang, He, editor Li, Ge, editor Zhou, Minghui, editor Li, Ming, editor National Software Application Conference (17th : 2018 : Shenzhen Shi, China) ISBN 9789811503108 9811503109 9811503095 9789811503092 9789811503115 9811503117

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