Du Zhang, Jeffrey J. P. Tsai's Advances in Machine Learning Applications in Software PDF

By Du Zhang, Jeffrey J. P. Tsai

ISBN-10: 1591409411

ISBN-13: 9781591409410

ISBN-10: 159140942X

ISBN-13: 9781591409427

ISBN-10: 1591409438

ISBN-13: 9781591409434

Computing device studying is the learn of establishing computing device courses that increase their functionality via event. to fulfill the problem of constructing and retaining better and intricate software program platforms in a dynamic and altering atmosphere, desktop studying tools were enjoying an more and more very important position in lots of software program improvement and upkeep projects. Advances in computer studying functions in software program Engineering offers research, characterization, and refinement of software program engineering facts when it comes to laptop studying tools. This e-book depicts purposes of a number of laptop studying methods in software program platforms improvement and deployment, and using desktop studying easy methods to identify predictive types for software program caliber. Advances in laptop studying purposes in software program Engineering additionally bargains readers course for destiny paintings during this rising learn box

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Extra resources for Advances in Machine Learning Applications in Software Engineering

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Copying or distributing in print or electronic forms without written permission of Idea Group Inc. is prohibited. TEAM LinG 34 Reformat, Musilek & Igbide Validation Process Prediction models developed for the second NRL dataset leads to the extraction of 49 rules. 0 has brought only one change (see Table 11). The rule ET_See5_c2_2 has been replaced by the rule ET_See5_c2_4. The bbmUPDATE value of the rule ET_See5_c2_4 increased and suppressed the bbmUPDATE value of the rule ET_See5_c2_2. A similar situation has occurred in the case of rules generated by 4cRuleBuilder.

Htm Witten, I. , & Frank, E. (1999). Data mining: Practical machine learning tools and techniques with Java implementations. San Francisco, CA: Morgan Kaufmann. Copyright © 2007, Idea Group Inc. Copying or distributing in print or electronic forms without written permission of Idea Group Inc. is prohibited. TEAM LinG 14 Reformat, Musilek & Igbide Chapter II Intelligent Analysis of Software Maintenance Data Marek Reformat, University of Alberta, Canada Petr Musilek, University of Alberta, Canada Efe Igbide, University of Alberta, Canada Abstract Amount of software engineering data gathered by software companies amplifies importance of tools and techniques dedicated to processing and analysis of data.

Descriptions of ensemble-based prediction systems and analysis of their predictions are in the Ensemble-Based Prediction System section. And, finally, there is the Conclusions section. The third part of the chapter contains three appendices: Appendix I is a short introduction to Evolutionary Computing; Appendix II is a brief introduction to the topic of decision trees and an evolutionary-based technique used for construction of decision trees; and Appendix III describes elements of evidence theory and the transferable belief model.

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Advances in Machine Learning Applications in Software Engineering by Du Zhang, Jeffrey J. P. Tsai

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