jennifer a. gillenwater

university of pennsylvania

cs grad student









Contact
Levine Hall, Office 514
jengi at cis.upenn.edu
CV

Research Interests: Machine learning and NLP

Advisor: Ben Taskar, Emily Fox

Courses TAed
CIS 520 (Fall 2009, 2010, 2011): Machine Learning
CIS 391/521 (Spring 2010): Artificial Intelligence

Code

Determinantal Point Processes (DPPs)
Alex Kulesza's many DPP codes
DPP approx-MAP (NIPS 2012 paper)

Posterior Regularization (PR)
General PR toolkit
Luheng He's Graph-Based PR code (CoNLL 2013 paper)
Publications

2014

Expectation-Maximization for Learning Determinantal Point Processes [Bibtex]
@inproceedings{gillenwater2014nips,
  title =       {{Expectation-Maximization for Learning Determinantal Point Processes}},
  author =      {Gillenwater, J. and Kulesza, A. and Fox, E. and Taskar, B.},
  booktitle =   {Proc.\ Neural Information Processing Systems (NIPS)},
  year =        2014,
}

Jennifer Gillenwater, Alex Kulesza, Emily Fox, and Ben Taskar. To appear in Neural Information Processing Systems (NIPS), 2014.


Maximization of Non-Monotone Submodular Functions [Bibtex]
@techreport{gillenwater2013tr,
  title = 	{{Maximization of Non-Monotone Submodular Functions}},
  author =	{Gillenwater, J.},
  number =	{MS-CIS-14-01},
  institution =	{University of Pennsylvania},
  year = 	2014,
}

Jennifer Gillenwater. Written Preliminary Examination II (WPE-II), 2014.
[Slides]



2013

Graph-Based Posterior Regularization for Semi-Supervised Structured Prediction [Bibtex]
@inproceedings{he2013conll,
  title =	{{Graph-Based Posterior Regularization for Semi-Supervised Structured Prediction}},
  author =	{He, L. and Gillenwater, J. and Taskar, B.},
  booktitle =	{Proc.\ Conference on Computational Natural Language Learning (CoNLL)},
  year =	2013,
}

Luheng He, Jennifer Gillenwater, and Ben Taskar. Conference on Computational Natural Language Learning (CoNLL), 2013.
[Supplement] [Code] [Poster] [Slides (.key) (.pdf)]


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.
[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.