Advances in machine learning applications in software engineering [electronic resource] / Du Zhang, Jeffrey J.P. Tsai [editors].

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Publication details: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2007.Description: electronic texts (xv, 480 p. : ill. (some col.)) : digital filesISBN:

1591409438 (PDF)
9781591409434 (PDF)

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Genre/Form:

Electronic books.

DDC classification:

005.1 22

LOC classification:

QA76.758 .A375 2007e

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Click here to access online

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Also available in print.

Contents:

Preface -- 1. A two-stage zone regression method for global characterization of a project database / J.J. Dolado, D. Rodr�iguez, J. Riquelme, F. Ferrer-Troyano, J.J. Cuadrado -- 2. Intelligent analysis of software maintenance data / Marek Reformat, Petr Musilek, Efe Igbide -- 3. Improving credibility of machine learner models in software engineering / Gary D. Boetticher -- 4. ILP applications to software engineering / Daniele Gunetti -- 5. MMIR : an advanced content-based image retrieval system using a hierarchical learning framework / Min Chen, Shu-Ching Chen -- 6. A genetic algorithm-based QoS analysis tool for reconfigurable service-oriented systems / I-Ling Yen, Tong Gao, Hui Ma -- 7. Fuzzy logic classifiers and models in quantitative software engineering / Witold Pedrycz, Giancarlo Succi -- 8. Modeling relevance relations using machine learning techniques / Jelber Sayyad Shirabad, Timothy C. Lethbridge, Stan Matwin -- 9. A practical software quality classification model using genetic programming / Yi Liu, Taghi M. Khoshgoftaar -- 10. A statistical framework for the prediction of fault-proneness / Yan Ma, Lan Guo, Bojan Cukic -- 11. Applying rule induction in software prediction / Bhekisipho Twala, Michelle Cartwright, Martin Shepperd -- 12. Application of genetic algorithms in software testing / Baowen Xu, Xiaoyuan Xie, Liang Shi, Changhai Nie -- 13. Formal methods for specifying and analyzing complex software systems / Xudong He, Huiqun Yu, Yi Deng.

14. Practical considerations in automatic code generation / Paul Dietz, Aswin van den Berg, Kevin Marth, Thomas Weigert, Frank Weil -- 15. DPSSEE : a distributed proactive semantic software engineering environment / Donghua Deng, Phillip C.-Y. Sheu -- 16. Adding context into an access control model for computer security policy / Shangping Ren, Jeffrey J.P. Tsai, Ophir Frieder.

Summary: "This book provides analysis, characterization and refinement of software engineering data in terms of machine learning methods. It depicts applications of several machine learning approaches in software systems development and deployment, and the use of machine learning methods to establish predictive models for software quality while offering readers suggestions by proposing future work in this emerging research field"--Provided by publisher.

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eBooks

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Includes bibliographical references and index.

Restricted to subscribers or individual electronic text purchasers.

"This book provides analysis, characterization and refinement of software engineering data in terms of machine learning methods. It depicts applications of several machine learning approaches in software systems development and deployment, and the use of machine learning methods to establish predictive models for software quality while offering readers suggestions by proposing future work in this emerging research field"--Provided by publisher.

Also available in print.

Mode of access: World Wide Web.

Title from PDF t.p. (viewed on May 18, 2010).