jennifer a. gillenwater
university of pennsylvania
5th year cs grad student
Contact
Levine Hall, Office 514
jengi at cis.upenn.edu
CV
Research Interests: Machine learning and NLP
Advisor: Ben Taskar
Courses TAed
CIS 520 (Fall 2009, 2010, 2011): Machine Learning
CIS 391/521 (Spring 2010): Artificial Intelligence
Code
DPP approx-MAP (see NIPS 2012 paper)
Alex Kulesza's many DPP codes
Posterior Regularization Toolkit
2013
End-to-End Learning of Parsing Models for Information Retrieval [Bibtex]
@inproceedings{gillenwater2013icassp,
title = {{End-to-End Learning of Parsing Models for Information Retrieval}},
author = {Gillenwater, J. and He, X. and Gao, J. and Deng, L.},
booktitle = {Proc.\ International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
year = 2013,
}
Jennifer Gillenwater, Xiaodong He, Jianfeng Gao, and Li Deng. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2013.
[Poster]
2012
Near-Optimal MAP Inference for Determinantal Point Processes [Bibtex]
@inproceedings{gillenwater2012nips,
title = {{Near-Optimal MAP Inference for Determinantal Point Processes}},
author = {Gillenwater, J. and Kulesza, A. and Taskar, B.},
booktitle = {Proc.\ Neural Information Processing Systems (NIPS)},
year = 2012,
}
Jennifer Gillenwater, Alex Kulesza, and Ben Taskar. Neural Information Processing Systems (NIPS), 2012.
[Supplement] [Code and Data] [Poster] [Slides (.key) (.pdf)] [Video]
Discovering Diverse and Salient Threads in Document Collections [Bibtex]
@inproceedings{gillenwater2012emnlp,
title = {{Discovering Diverse and Salient Threads in Document Collections}},
author = {Gillenwater, J. and Kulesza, A. and Taskar, B.},
booktitle = {Proc.\ Empirical Methods in Natural Language Processing (EMNLP)},
year = 2012,
}
Jennifer Gillenwater, Alex Kulesza, and Ben Taskar. Empirical Methods in Natural Language Processing (EMNLP), 2012.
[Supplement] [Poster]
2011
Large-Scale Modeling of Diverse Paths using Structured k-DPPs
Jennifer Gillenwater, Alex Kulesza, and Ben Taskar. New York Academy of Sciences (NYAS) Machine Learning Symposium, 2011.
[Poster] [Slides]
Large-Scale Modeling of Diverse Paths using Structured k-DPPs
Jennifer Gillenwater, Alex Kulesza, and Ben Taskar. Mid-Atlantic Student Colloquium on Speech, Language, and Learning, 2011.
[Poster] [Spotlight]
Posterior Sparsity in Unsupervised Dependency Parsing [Bibtex]
@article{gillenwater2011jmlr,
title = {{Posterior Sparsity in Unsupervised Dependency Parsing}},
author = {Gillenwater, J. and Ganchev, K. and Gra\c{c}a, J. and Pereira, F. and Taskar, B.},
journal = {Journal of Machine Learning Research (JMLR)},
year = 2011,
}
Jennifer Gillenwater, Kuzman Ganchev, João Graça, Fernando Pereira, and Ben Taskar. Journal of Machine Learning Research (JMLR), 2011.
[Tech Report] [PR Toolkit]
2010
Sparsity in Dependency Grammar Induction
Jennifer Gillenwater, Kuzman Ganchev, João Graça, Fernando Pereira, and Ben Taskar. New York Academy of Sciences (NYAS) Machine Learning Symposium, 2010.
[Poster] [Slides]
Sparsity in Dependency Grammar Induction [Bibtex]
@inproceedings{gillenwater2010acl,
title = {{Sparsity in Dependency Grammar Induction}},
author = {Gillenwater, J. and Ganchev, K. and Gra\c{c}a, J. and Pereira, F. and Taskar, B.},
booktitle = {Proc.\ Association for Computational Linguistics (ACL)},
year = 2010,
}
Jennifer Gillenwater, Kuzman Ganchev, João Graça, Fernando Pereira, and Ben Taskar. Association for Computational Linguistics (ACL), 2010.
[Poster] [Slides]
Posterior Regularization for Structured Latent Variable Models [Bibtex]
@article{ganchev2010jmlr,
title = {{Posterior Regularization for Structured Latent Variable Models}},
author = {Ganchev, K. and Gra\c{c}a, J. and Gillenwater, J. and Taskar, B.},
journal = {Journal of Machine Learning Research (JMLR)},
year = 2010,
}
Kuzman Ganchev, João Graça, Jennifer Gillenwater, and Ben Taskar. Journal of Machine Learning Research (JMLR), 2010.
2009
Sparsity in Grammar Induction
Jennifer Gillenwater, Kuzman Ganchev, João Graça, Fernando Pereira, and Ben Taskar. Neural Information Processing Systems (NIPS) Grammar Induction Workshop, 2009.
[Slides] [Video]
Dependency Grammar Induction via Bitext Projection Constraints [Bibtex]
@inproceedings{ganchev2009acl,
title = {{Dependency Grammar Induction via Bitext Projection Constraints}},
author = {Ganchev, K. and Gillenwater, J. and Taskar, B.},
booktitle = {Proc.\ Association for Computational Linguistics (ACL)},
year = 2009,
}
Kuzman Ganchev, Jennifer Gillenwater, and Ben Taskar. Association for Computational Linguistics (ACL), 2009.
2008
Synthesizable High Level Hardware Descriptions [Bibtex]
@inproceedings{gillenwater2008pepm,
title = {{Synthesizable High Level Hardware Descriptions}},
author = {Gillenwater, J. and Malecha, G. and Salama, C. and Zhu, A. and Taha, W. and Grundy, J. and O'Leary, J.},
booktitle = {Proc.\ Partial Evaluation and Program Manipulation (PEPM)},
year = 2008,
}
Jennifer Gillenwater, Gregory Malecha, Cherif Salama, Angela Yun Zhu, Walid Taha, Jim Grundy, and John O'Leary, Partial Evaluation and Program Manipulation (PEPM), 2008.
2007
Formalizing and Enhancing Verilog
Jennifer Gillenwater, Gregory Malecha, Cherif Salama, Angela Yun Zhu, Walid Taha, Jim Grundy, and John O'Leary. Technology and Talent for the 21st Century (TECHCON), 2007.
Synthesizable Verilog
Cherif Andraos, Jennifer Gillenwater, Gregory Malecha, Angela Yun Zhu, Walid Taha, Jim Grundy, and John O'Leary. Workshop on Hardware Design and Functional Languages (HFL), 2007.