TY - GEN
T1 - Software analytics as a learning case in practice
T2 - International Workshop on Machine Learning Technologies in Software Engineering, MALETS'11 - Associated with 26th IEEE/ACM International Conference on Automated Software Engineering
AU - Zhang, Dongmei
AU - Dang, Yingnong
AU - Lou, Jian Guang
AU - Han, Shi
AU - Zhang, Haidong
AU - Xie, Tao
PY - 2011
Y1 - 2011
N2 - Software analytics is to enable software practitioners to perform data exploration and analysis in order to obtain insightful and actionable information for data-driven tasks around software and services. In this position paper, we advocate that when applying analytic technologies in practice of software analytics, one should (1) incorporate a broad spectrum of domain knowledge and expertise, e.g., management, machine learning, large-scale data processing and computing, and information visualization; and (2) investigate how practitioners take actions on the produced information, and provide effective support for such information-based action taking. Our position is based on our experiences of successful technology transfer on software analytics at Microsoft Research Asia.
AB - Software analytics is to enable software practitioners to perform data exploration and analysis in order to obtain insightful and actionable information for data-driven tasks around software and services. In this position paper, we advocate that when applying analytic technologies in practice of software analytics, one should (1) incorporate a broad spectrum of domain knowledge and expertise, e.g., management, machine learning, large-scale data processing and computing, and information visualization; and (2) investigate how practitioners take actions on the produced information, and provide effective support for such information-based action taking. Our position is based on our experiences of successful technology transfer on software analytics at Microsoft Research Asia.
KW - Machine learning
KW - Software analytics
KW - Technology transfer
UR - http://www.scopus.com/inward/record.url?scp=83255170935&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=83255170935&partnerID=8YFLogxK
U2 - 10.1145/2070821.2070829
DO - 10.1145/2070821.2070829
M3 - Conference contribution
AN - SCOPUS:83255170935
SN - 9781450310222
T3 - ACM International Conference Proceeding Series
SP - 55
EP - 58
BT - Proceedings of the International Workshop on Machine Learning Technologies in Software Engineering, MALETS'11 - Associated with 26th IEEE/ACM International Conference on Automated Software Engineering
Y2 - 12 November 2011 through 12 November 2011
ER -