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David A. Cieslak, Ph.D. - Publications

Affiliations: 
2009 University of Notre Dame, Notre Dame, IN, United States 
Area:
Computer Science
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14 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2013 Regola N, Cieslak DA, Chawla NV. The need to consider hardware selection when designing big data applications supported by metadata Big Data Management, Technologies, and Applications. 381-396. DOI: 10.4018/978-1-4666-4699-5.ch015  0.466
2012 Regola N, Cieslak DA, Chawla NV. The constraints of magnetic versus flash disk capabilities in big data analysis Acm International Conference Proceeding Series. 4-9. DOI: 10.1145/2379436.2379437  0.512
2012 Cieslak DA, Hoens TR, Chawla NV, Kegelmeyer WP. Hellinger distance decision trees are robust and skew-insensitive Data Mining and Knowledge Discovery. 24: 136-158. DOI: 10.1007/S10618-011-0222-1  0.579
2010 Liu W, Chawla S, Cieslak DA, Chawla NV. A robust decision tree algorithm for imbalanced data sets Proceedings of the 10th Siam International Conference On Data Mining, Sdm 2010. 766-777.  0.377
2009 Cieslak DA, Chawla NV. A framework for monitoring classifiers' performance: When and why failure occurs? Knowledge and Information Systems. 18: 83-108. DOI: 10.1007/S10115-008-0139-1  0.586
2008 Chawla NV, Thain D, Lichtenwalter R, Cieslak DA. Data mining on the grid for the grid Ipdps Miami 2008 - Proceedings of the 22nd Ieee International Parallel and Distributed Processing Symposium, Program and Cd-Rom. DOI: 10.1109/IPDPS.2008.4536427  0.622
2008 Cieslak DA, Chawla NV. Start globally, optimize locally, predict globally: Improving performance on imbalanced data Proceedings - Ieee International Conference On Data Mining, Icdm. 143-152. DOI: 10.1109/ICDM.2008.87  0.531
2008 Cieslak DA, Chawla NV, Thain DL. Troubleshooting thousands of jobs on production grids using data mining techniques Proceedings - Ieee/Acm International Workshop On Grid Computing. 217-224. DOI: 10.1109/GRID.2008.4662802  0.549
2008 Chawla NV, Cieslak DA, Hall LO, Joshi A. Automatically countering imbalance and its empirical relationship to cost Data Mining and Knowledge Discovery. 17: 225-252. DOI: 10.1007/S10618-008-0087-0  0.517
2008 Cieslak DA, Chawla NV. Learning decision trees for unbalanced data Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 5211: 241-256. DOI: 10.1007/978-3-540-87479-9_34  0.585
2008 Liao Q, Cieslak DA, Striegel AD, Chawla NV. Using selective, short-term memory to improve resilience against DDoS exhaustion attacks Security and Communication Networks. 1: 287-299. DOI: 10.1002/Sec.22  0.501
2007 Cieslak DA, Chawla NV. Detecting fractures in classifier performance Proceedings - Ieee International Conference On Data Mining, Icdm. 123-132. DOI: 10.1109/ICDM.2007.106  0.382
2006 Cieslak DA, Thain D, Chawla NV. Short paper: Troubleshooting distributed systems via data mining Proceedings of the Ieee International Symposium On High Performance Distributed Computing. 2006: 309-312.  0.315
2006 Cieslak DA, Chawla NV, Striegel A. Combating imbalance in network intrusion datasets 2006 Ieee International Conference On Granular Computing. 732-737.  0.31
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