Snitch: Interactive decision trees for troubleshooting misconfigurations

2nd Workshop on Tackling Computer Systems Problems with Machine Learning Techniques, SysML 2007, co-located with NSDI 2007

Volumn , Issue , 2007, Pages

  Mickens, James ^a   Szummer, Martin ^b   Narayanan, Dushyanth ^b  

^a UNIVERSITY OF MICHIGAN   (United States)

^b MICROSOFT RESEARCH   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

FORESTRY; MACHINE LEARNING; TREES (MATHEMATICS);

CASE-STUDIES; DATA SET; HUMAN EXPERT; MISCONFIGURATIONS; MODERN APPLICATIONS; PROTOTYPE TOOLS; WINDOWS APPLICATION;

DECISION TREES;

EID: 84932649150     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. M. Chen, A. Zheng, J. Lloyd, M. Jordan, and E. Brewer. Failure Diagnosis Using Decision Trees. In Proceedings of the International Conference on Autonomic Computing, pages 36-43, New York, NY, May 2004.
2. G. W. Dunlap, S. T. King, S. Cinar, M. A. Basrai, and P. M. Chen. ReVirt: Enabling intrusion analysis through virtual-machine logging and replay. In Proc. Operating Systems Development and Implementation (OSDI), Dec. 2002.
3. J. Hart and J. D'Amelia. An analysis of RPM validation drift. In Proc. Large Installation System Administration Conference (LISA), Nov. 2002.
4. E. Kıcıman and L. Subramanian. Root cause localization in large scale systems. In Proc. 1st Workshop on Hot Topics in Systems Dependability (HotDep), June 2005.
5. Microsoft. The LINQ project. http://msdn.microsoft.com/data/ref/linq/, Nov. 2006.
6. D. Oppenheimer, A. Ganapathi, and D. A. Patterson. Why do Internet services fail, and what can be done about it? In Proc. USENIX Symposium on Internet Technologies and Systems (USITS), Mar. 2003.
7. J. R. Quinlan. Programs for Machine Learning. Morgan Kaufmann, 1993.
8. J. A. Redstone, M. M. Swift, and B. N. Bershad. Using computers to diagnose computer problems. In Proc. 9th Workshop on Hot Topics in Operating Systems (HotOS IX), May 2003.
9. C. Verbowski, E. Kıcıman, B. Daniels, S. Lu, R. Roussev, Y.-M. Wang, and J. Lee. Analyzing persistent state interactions to improve state management. Technical Report MSR-TR-2006-39, Microsoft Research, Apr. 2006.
10. C. Verbowski, E. Kıcıman, A. Kumar, B. Daniels, S. Lu, J. Lee, Y.-M. Wang, and R. Roussev. Flight Data Recorder: Monitoring persistent-state interactions to improve systems management. In Proc. Operating Systems Development and Implementation (OSDI), Nov. 2006.
11. H. J. Wang, J. C. Platt, Y. Chen, R. Zhang, and Y.-M. Wang. Automatic misconfiguration troubleshooting with PeerPressure. In Proc. Operating Systems Development and Implementation (OSDI), Dec. 2004.