摘要: A huge wealth of various data exist in the practice software development. Further rich are produced by modern and services operation, many which tend to be data-driven and/or data-producing nature. Hidden is information about quality dynamics Software analytics develop apply exploration analysis technologies, such as pattern recognition, machine learning, visualization, on obtain insightful actionable for services. This tutorial presents latest research principles, techniques, applications practice, highlighting success stories industry, achievements that transferred industrial future directions analytics. The attendees can acquire skills knowledge needed perform or conduct field integrate their own research, training.
acm.org
sci-hub.st 参考文章(7)
Yingnong Dang, Dongmei Zhang, Rongxin Wu, Hongyu Zhang, Peter Nobel, ReBucket: a method for clustering duplicate crash reports based on call stack similarity international conference on software engineering. pp. 1084- 1093 ,(2012) , 10.5555/2337223.2337364
Dongmei Zhang, Yingnong Dang, Jian-Guang Lou, Shi Han, Haidong Zhang, Tao Xie, None, Software analytics as a learning case in practice: approaches and experiences international conference on machine learning. pp. 55- 58 ,(2011) , 10.1145/2070821.2070829
Yingnong Dang, Song Ge, Ray Huang, Dongmei Zhang, Code clone detection experience at microsoft Proceeding of the 5th international workshop on Software clones - IWSC '11. pp. 63- 64 ,(2011) , 10.1145/1985404.1985417
Raymond P.L. Buse, Thomas Zimmermann, Analytics for software development international conference on software engineering. pp. 77- 80 ,(2010) , 10.1145/1882362.1882379
Jacek Czerwonka, Rajiv Das, Nachiappan Nagappan, Alex Tarvo, Alex Teterev, CRANE: Failure Prediction, Change Analysis and Test Prioritization in Practice -- Experiences from Windows international conference on software testing verification and validation. pp. 357- 366 ,(2011) , 10.1109/ICST.2011.24
Yingnong Dang, Rongxin Wu, Hongyu Zhang, Dongmei Zhang, Peter Nobel, ReBucket: A method for clustering duplicate crash reports based on call stack similarity international conference on software engineering. pp. 1084- 1093 ,(2012) , 10.1109/ICSE.2012.6227111
Shi Han, Yingnong Dang, Song Ge, Dongmei Zhang, Tao Xie, Performance debugging in the large via mining millions of stack traces international conference on software engineering. pp. 145- 155 ,(2012) , 10.1109/ICSE.2012.6227198