Refereed publications
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| 2012
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Jeremy Kubica, Sameer Singh and Daria Sorokina
Parallel Large-Scale Feature Selection.
In Scaling Up Machine Learning: Parallel and Distributed Approaches, Cambridge University Press.
This material is copyright Cambridge University Press. It may be downloaded and
printed for personal reference, but not otherwise copied, altered in any way or transmitted to others (unless explicitly stated otherwise) without the
written permission of Cambridge University Press.
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| 2009
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Daria Sorokina, Rich Caruana, Mirek Riedewald, Wes Hochachka,
Steve Kelling
Detecting and Interpreting
Variable Interactions in Observational Ornithology Data.
In proceedings of
the ICDM'09 International Workshop on Domain Driven Data Mining (DDDM'09).
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| 2009
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Daria Sorokina
Application of Additive Groves
Ensemble with Multiple Counts Feature Evaluation to KDD Cup'09 Small Data Set.
In JMLR Workshop and Conference Proceedings vol. 7: proceedings of KDD Cup'09 competition.
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| 2009
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Sameer Singh, Jeremy Kubica, Scott Larsen, Daria Sorokina
Parallel Large Scale Feature Selection for Logistic Regression.
In proceedings of SIAM International Conference on Data Mining (SDM'09).
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| 2008
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Daria Sorokina, Rich Caruana, Mirek Riedewald, Daniel Fink.
Detecting Statistical
Interactions with Additive Groves of Trees.
In proceedings of the 25th
International Conference on Machine Learning (ICML'08).
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| 2007
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Daria Sorokina, Rich Caruana, Mirek Riedewald.
Additive Groves of Regression Trees. In proceedings of the
18th European Conference on Machine Learning (ECML'07). (Best Student Paper
award.)
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| 2007
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W. Hochachka, R. Caruana, A. Munson, M. Riedewald, D.
Sorokina, D. Fink, S. Kelling.
Data-Mining Discovery of Pattern
and Process in Ecological Systems.
Journal of Wildlife Management: 71(7),
pp. 2427-2437.
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| 2006
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Daria Sorokina, Johannes Gehrke, Simeon Warner, Paul
Ginsparg.
Plagiarism
Detection in arXiv.
In proceedings of the 6th IEEE International Conference
on Data Mining (ICDM'06).
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| 2006
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R. Caruana, M. Elhawary, A. Munson, M. Riedewald, D.
Sorokina, D. Fink, W. Hochachka, S. Kelling.
Mining Citizen Science Data
to Predict Prevalence of Wild Bird Species. In proceedings of the 12th ACM
SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06).
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Other materials - talks, tech reports, competition write-ups, etc.
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| 2010
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Daria Sorokina
Application of Additive Groves to the Yahoo! Learning to Rank Challenge.
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| 2009
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Daria Sorokina, Alexander Sorokin
Additive Groves with very simple features for brain fibers classification
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| 2009
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Lujie Chen, Artur Dubrawski and Daria Sorokina
Multivariate Analysis for Predicting Risk of Microbial Contamination of Food.
In proceedings of International Society for Disease Surveillance conference(ISDS'09).
Abstract
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| 2008
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Daria Sorokina
Modeling Additive Structure and Detecting Interactions with Groves of Trees
PhD dissertation, Cornell University.
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| 2006
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Daria Sorokina, Johannes Gehrke, Simeon Warner,
Paul Ginsparg.
Plagiarism Detection in arXiv.
Technical Report TR2006-2046, Computing and Information Science, Cornell University, 2006.
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| 2003
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Daria Sorokina, Mikhail Petrovskiy.
Adaptation of the Fuzzy Decision Tree Algorithm for Multidimensional Datacubes.
Collected Articles on Software Systems and Tools, CMC MSU publishing, Moscow,
Russia.
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| 2003
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Daria Erofeyeva.
Fuzzy Approach to Classification for Multidimensional Datacubes.
Diplom thesis, Moscow State University.
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