Correlating Social Interactions to Release History during Software Evolution
In this paper, we propose a method to reason about the nature of software changes by mining and correlating discussion archives. We employ an information retrieval approach to find correlation between source code change history and history of social interactions surrounding these changes. We apply o...
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Computing methodologies
> Machine learning
> Machine learning approaches
> Factorization methods
> Canonical correlation analysis
Social and professional topics
> Professional topics
> Management of computing and information systems
> Software management
> Software maintenance
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creator | Baysal, Olga Malton, Andrew J. |
description | In this paper, we propose a method to reason about the nature of software changes by mining and correlating discussion archives. We employ an information retrieval approach to find correlation between source code change history and history of social interactions surrounding these changes. We apply our correlation method on two software systems, LSEdit and Apache Ant. The results of these exploratory case studies demonstrate the evidence of similarity between the content of free-form text emails among developers and the actual modifications in the code. We identify a set of correlation patterns between discussion and changed code vocabularies and discover that some releases referred to as minor should instead fall under the major category. These patterns can be used to give estimations about the type of a change and time needed to implement it. |
doi_str_mv | 10.1109/MSR.2007.4 |
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language | eng |
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subjects | Application software Computer science Computing methodologies -- Machine learning -- Machine learning approaches -- Factorization methods -- Canonical correlation analysis Correlation Energy management History Information retrieval Information systems -- Information systems applications -- Data mining Mathematics of computing -- Probability and statistics -- Statistical paradigms -- Regression analysis Open source software Power system management Social and professional topics -- Professional topics -- Management of computing and information systems -- Software management -- Software maintenance Software and its engineering -- Software creation and management -- Software post-development issues Software and its engineering -- Software notations and tools -- Software configuration management and version control systems Software systems Vocabulary |
title | Correlating Social Interactions to Release History during Software Evolution |
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