Causation, prediction, and search
Peter Spirtes, Clark N Glymour, Richard Scheines, and David Heckerman. 2000 · 2000
Earlier work this paper cites.
Ancestral graph Markov models
Thomas Richardson, Peter Spirtes, et al · 2002
Earlier work this paper cites.
Computer systems: a programmer’s perspective . Vol. 2
Randal E Bryant, O’Hallaron David Richard, and O’Hallaron David Richard. 2003 · 2003
Earlier work this paper cites.
A smart hill-climbing algorithm for application server configuration. In 13th International Conference on World Wide Web (WWW) . ACM, 287–296
Bowei Xi, Zhen Liu, Mukund Raghavachari, Cathy H Xia, and Li Zhang. 2004 · 2004
Earlier work this paper cites.
Optimizing system configurations quickly by guessing at the performance. In Int’l Conference on Measurement and Modeling of Computer Systems (SIGMETRICS)
Takayuki Osogami and Sei Kato. 2007 · 2007
Earlier work this paper cites.
Active learning of causal networks with intervention experiments and optimal designs
Yang-Bo He and Zhi Geng. 2008 · 2008
Earlier work this paper cites.
Configuration-aware regression testing: an empirical study of sampling and prioritization. In Proceedings of the 2008 international symposium on Software testing and analysis
Xiao Qu, Myra B Cohen, and Gregg Rothermel. 2008 · 2008
Earlier work this paper cites.
HOLMES: Effective statistical debugging via efficient path profiling. In 2009 IEEE 31st International Conference on Software Engineering . IEEE, 34–44
Trishul M Chilimbi, Ben Liblit, Krishna Mehra, Aditya V Nori, and Kapil Vaswani. 2009 · 2009
Earlier work this paper cites.
The Art of Application Performance Testing: Help for Programmers and Quality Assurance.[Sl]:" O’Reilly Media
I Molyneaux. 2009 · 2009
Earlier work this paper cites.
Causality
Judea Pearl. 2009 · 2009
Earlier work this paper cites.
Automating Configuration Troubleshooting with Dynamic Information Flow Analysis.. In OSDI , Vol. 10. 1–14
Mona Attariyan and Jason Flinn. 2010 · 2010
Earlier work this paper cites.
Causal inference for statistical fault localization. In Proceedings of the 19th international symposium on Software testing and analysis . 73–84
George K Baah, Andy Podgurski, and Mary Jean Harrold. 2010 · 2010
Earlier work this paper cites.
Iterative delta debugging
Cyrille Artho. 2011 · 2011
Earlier work this paper cites.
Automated algorithm configuration and parameter tuning
Holger H Hoos. 2011 · 2011
Earlier work this paper cites.
Sequential model-based optimization for general algorithm configuration. In International conference on learning and intelligent optimization . Springer, 507–523
Frank Hutter, Holger H Hoos, and Kevin Leyton-Brown. 2011 · 2011
Earlier work this paper cites.
X-ray: Automating root-cause diagnosis of performance anomalies in production software. In Presented as part of the 10th { \{ USENIX } \} Symposium on Operating Systems Design and Implementation ( { \{ OSDI } \} 12) . 307–320
Mona Attariyan, Michael Chow, and Jason Flinn. 2012 · 2012
Earlier work this paper cites.
Method and computer system for thermal throttling protection
Chia-Chang Chiu and Yi-Sheng Chueh. 2012 · 2012
Earlier work this paper cites.
Learning high-dimensional directed acyclic graphs with latent and selection variables
Diego Colombo, Marloes H Maathuis, Markus Kalisch, and Thomas S Richardson. 2012 · 2012
Earlier work this paper cites.
Predicting performance via automated feature-interaction detection. In 2012 34th International Conference on Software Engineering (ICSE) . IEEE, 167–177
Norbert Siegmund, Sergiy S Kolesnikov, Christian Kästner, Sven Apel, Don Batory, Marko Rosenmüller, and Gunter Saake. 2012 · 2012
Earlier work this paper cites.
Practical bayesian optimization of machine learning algorithms. In Advances in neural information processing systems . 2951–2959
Jasper Snoek, Hugo Larochelle, and Ryan P Adams. 2012 · 2012
Earlier work this paper cites.
An empirical study of bugs in machine learning systems. In 2012 IEEE 23rd International Symposium on Software Reliability Engineering . IEEE, 271–280
Ferdian Thung, Shaowei Wang, David Lo, and Lingxiao Jiang. 2012 · 2012
Earlier work this paper cites.
Counterfactual reasoning and learning systems: The example of computational advertising
Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela, Denis X Charles, D Max Chickering, Elon Portugaly, Dipankar Ray, Patrice Simard, and Ed Snelson. 2013 · 2013
Earlier work this paper cites.
Variability-aware performance prediction: A statistical learning approach. In 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE) . IEEE
Jianmei Guo, Krzysztof Czarnecki, Sven Apel, Norbert Siegmund, and Andrzej Wąsowski. 2013 · 2013
Earlier work this paper cites.
Discovering, reporting, and fixing performance bugs. In 10th working conference on mining software repositories
Adrian Nistor, Tian Jiang, and Lin Tan. 2013 · 2013
Earlier work this paper cites.
Towards machine learning-based auto-tuning of mapreduce. In 2013 IEEE 21st International Symposium on Modelling, Analysis and Simulation of Computer and Telecommunication Systems . IEEE, 11–20
Nezih Yigitbasi, Theodore L Willke, Guangdeng Liao, and Dick Epema. 2013 · 2013
Earlier work this paper cites.
Automated diagnosis of software configuration errors. In 2013 35th International Conference on Software Engineering
Sai Zhang and Michael D Ernst. 2013 · 2013
Earlier work this paper cites.
Order-independent constraint-based causal structure learning
Diego Colombo and Marloes H Maathuis. 2014 · 2014
Earlier work this paper cites.
Markovian acyclic directed mixed graphs for discrete data
Robin J Evans and Thomas S Richardson. 2014 · 2014
Earlier work this paper cites.
Deep speech: Scaling up end-to-end speech recognition
Original
Awni Hannun, Carl Case, Jared Casper, Bryan Catanzaro, Greg Diamos, Erich Elsen, Ryan Prenger, Sanjeev Satheesh, Shubho Sengupta, Adam Coates, et al · 2014
Earlier work this paper cites.
Statistical debugging for real-world performance problems
Linhai Song and Shan Lu. 2014 · 2014
Earlier work this paper cites.
Encore: Exploiting system environment and correlation information for misconfiguration detection. In Proceedings of the 19th international conference on Architectural support for programming languages and operating systems . 687–700
Jiaqi Zhang, Lakshminarayanan Renganarayana, Xiaolan Zhang, Niyu Ge, Vasanth Bala, Tianyin Xu, and Yuanyuan Zhou. 2014 · 2014
Earlier work this paper cites.
Coz: Finding code that counts with causal profiling. In Proceedings of the 25th Symposium on Operating Systems Principles . 184–197
Charlie Curtsinger and Emery D Berger. 2015 · 2015
Earlier work this paper cites.
Automated multi-objective control for self-adaptive software design. In Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering . 13–24
Antonio Filieri, Henry Hoffmann, and Martina Maggio. 2015 · 2015
Earlier work this paper cites.
Principles and practice of structural equation modeling
Rex B Kline. 2015 · 2015
Earlier work this paper cites.
Fail at scale: Reliability in the face of rapid change
Ben Maurer. 2015 · 2015
Earlier work this paper cites.
Caramel: Detecting and fixing performance problems that have non-intrusive fixes. In 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering
Adrian Nistor, Po-Chun Chang, Cosmin Radoi, and Shan Lu. 2015 · 2015
Earlier work this paper cites.