TY - GEN
T1 - Software analytics in practice
T2 - 34th International Conference on Software Engineering, ICSE 2012
AU - Zhang, Dongmei
AU - Xie, Tao
PY - 2012
Y1 - 2012
N2 - A huge wealth of various data exist in the practice of software development. Further rich data are produced by modern software and services in operation, many of which tend to be data-driven and/or data-producing in nature. Hidden in the data is information about the quality of software and services and the dynamics of software development. Software analytics is to develop and apply data exploration and analysis technologies, such as pattern recognition, machine learning, and information visualization, on software data to obtain insightful and actionable information for modern software and services. This tutorial presents latest research and practice on principles, techniques, and applications of software analytics in practice, highlighting success stories in industry, research achievements that are transferred to industrial practice, and future research and practice directions in software analytics. The attendees can acquire the skills and knowledge needed to perform industrial research or conduct industrial practice in the field of software analytics and to integrate analytics in their own industrial research, practice, and training.
AB - A huge wealth of various data exist in the practice of software development. Further rich data are produced by modern software and services in operation, many of which tend to be data-driven and/or data-producing in nature. Hidden in the data is information about the quality of software and services and the dynamics of software development. Software analytics is to develop and apply data exploration and analysis technologies, such as pattern recognition, machine learning, and information visualization, on software data to obtain insightful and actionable information for modern software and services. This tutorial presents latest research and practice on principles, techniques, and applications of software analytics in practice, highlighting success stories in industry, research achievements that are transferred to industrial practice, and future research and practice directions in software analytics. The attendees can acquire the skills and knowledge needed to perform industrial research or conduct industrial practice in the field of software analytics and to integrate analytics in their own industrial research, practice, and training.
UR - http://www.scopus.com/inward/record.url?scp=84864252214&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84864252214&partnerID=8YFLogxK
U2 - 10.1109/ICSE.2012.6227121
DO - 10.1109/ICSE.2012.6227121
M3 - Conference contribution
AN - SCOPUS:84864252214
SN - 9781467310673
T3 - Proceedings - International Conference on Software Engineering
SP - 997
BT - Proceedings - 34th International Conference on Software Engineering, ICSE 2012
Y2 - 2 June 2012 through 9 June 2012
ER -