@INPROCEEDINGS{blitzer05hierarchical,
  author = {J. Blitzer and K.Q. Weinberger and L. K. Saul and F. C. N. Pereira},
  title = {Hierarchical distributed representations for statistical language modeling},
  booktitle = {Advances in Neural and Information Processing Systems},
  year = {2005},
  volume = {17},
  address = {Cambridge, MA},
  publisher = {{MIT} Press}
}






















































































































































@INBOOK{saul06spectral,
  author = {L.K. Saul, K.Q. Weinberger, J. H. Ham, F. Sha, and D. D. Lee},
  chapter = {16},
  pages = {293--30},
  title = {Spectral methods for dimensionality reduction},
  publisher = {{MIT} Press},
  year = {2006},
  editor = {O. Chapelle and B. Sch{\"o}lkopf and A. Zien},
  booktitle = {Semi-Supervised Learning}
}






















































































































































@article{attenberg2009collaborative,
  title={COLLABORATIVE SPAM FILTERING WITH THE HASHING TRICK},
  author={Attenberg, J. and Weinberger, K.Q. and Smola, A. and Dasgupta, A. and Zinkevich, M.},
  journal={Virus Bulletin},
  month={11}, 
  year={2009},
  pages={18-22}
}






















































































































































@INCOLLECTION{parameswaran10large,
  author = {S. Parameswaran and K.Q. Weinberger},
  title = {Large Margin Multi-Task Metric Learning},
  booktitle = {Advances in Neural Information Processing Systems 23},
  year = {2010},
  editor = {J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel
	and A. Culotta},
  pages = {1867--1875}
}






















































































































































@CONFERENCE{slaney08learning,
  author = {Slaney, M. and Weinberger, K.Q. and White, W.},
  title = {{Learning a metric for music similarity}},
  booktitle = {ISMIR 2008: proceedings of the 9th International Conference of Music
	Information Retrieval},
  year = {2008},
  pages = {313},
  isbn = {0615248497}
}






















































































































































@INCOLLECTION{Weinberger06distance,
  author = {K.Q. Weinberger and J. Blitzer and L. Saul},
  title = {Distance Metric Learning for Large Margin Nearest Neighbor Classification},
  booktitle = {Advances in Neural Information Processing Systems 18},
  publisher = {MIT Press},
  year = {2006},
  editor = {Y. Weiss and B. Sch{\"o}lkopf and J. Platt},
  address = {Cambridge, MA},
  date-added = {2007-01-24 15:23:54 -0500},
  date-modified = {2007-01-24 15:23:54 -0500}
}






















































































































































@INCOLLECTION{Weinberger08large,
  author = {K.Q. Weinberger and O. Chapelle},
  title = {Large Margin Taxonomy Embedding for Document Categorization},
  booktitle = {Advances in Neural Information Processing Systems 21},
  year = {2009},
  editor = {D. Koller and D. Schuurmans and Y. Bengio and L. Bottou},
  pages = {1737--1744}
}






















































































































































@CONFERENCE{weinberger09feature,
  author = {Weinberger, K.Q. and Dasgupta, A. and Langford, J. and Smola, A.
	and Attenberg, J.},
  title = {{Feature hashing for large scale multitask learning}},
  booktitle = {Proceedings of the 26th Annual International Conference on Machine
	Learning},
  year = {2009},
  pages = {1113--1120},
  organization = {ACM},
  issn = {1532-4435}
}






















































































































































@INPROCEEDINGS{weinberger05nonlinear,
  author = {K.Q. Weinberger and B. D. Packer and L. K. Saul},
  title = {Nonlinear dimensionality reduction by semidefinite programming and
	kernel matrix factorization},
  booktitle = {Proceedings of the Tenth International Workshop on Artificial Intelligence
	and Statistics},
  year = {2005},
  editor = {Z. Ghahramani and R. Cowell},
  address = {Barbados, West Indies}
}























































































































































@ARTICLE{weinberger09distance,
  author = {Weinberger, K.Q. and Saul, L.K.},
  title = {{Distance metric learning for large margin nearest neighbor classification}},
  journal = {The Journal of Machine Learning Research},
  year = {2009},
  volume = {10},
  pages = {207--244},
  publisher = {MIT Press}
}






















































































































































@CONFERENCE{weinberger08fast,
  author = {Weinberger, K.Q. and Saul, L.K.},
  title = {{Fast solvers and efficient implementations for distance metric learning}},
  booktitle = {Proceedings of the 25th international conference on Machine learning},
  year = {2008},
  pages = {1160--1167},
  organization = {ACM}
}






















































































































































@INPROCEEDINGS{weinberger06introduction,
  author = {K.Q. Weinberger and L. K. Saul},
  title = {An Introduction to Nonlinear Dimensionality Reduction by Maximum Variance Unfolding},
  booktitle = {Proceedings of the National Conference on Artificial Intelligence},
  year = {2006},
  pages={1683-1686},
  address={Boston, MA}
}






















































































































































@INPROCEEDINGS{weinberger04unsupervised,
  author = {K.Q. Weinberger and L. K. Saul},
  title = {Unsupervised Learning of Image Manifolds by Semidefinite Programming},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern
	Recognition (CVPR-04)},
  year = {2004},
  volume = {2},
  pages = {988-995},
  address = {Washington D.C.}
}






















































































































































@INPROCEEDINGS{weinberger04learning,
  author = {K.Q. Weinberger and F. Sha and L. K. Saul},
  title = {Learning a kernel matrix for nonlinear dimensionality reduction},
  booktitle = {Proceedings of the Twenty First International Conference on Machine Learning (ICML-04)},
  year = {2004},
  pages = {839--846},
  address = {Banff, Canada}
}






















































































































































@INCOLLECTION{weinberger07graph,
  author = {K.Q. Weinberger and F. Sha and Q. Zhu and L. Saul},
  title = {Graph Laplacian Regularization for Large-Scale Semidefinite Programming},
  booktitle = {Advances in Neural Information Processing Systems 19},
  publisher = {MIT Press},
  year = {2007},
  editor = {B. Sch{\"o}lkopf and J. Platt and Thomas Hofmann},
  address = {Cambridge, MA}
}






















































































































































@CONFERENCE{weinberger07metricregression,
  author = {Weinberger, K.Q. and Tesauro, G.},
  title = {{Metric learning for kernel regression}},
  booktitle = {Eleventh international conference on artificial intelligence and
	statistics},
  year = {2007},
  pages = {608--615}
}






















































































































































@article {weinberger06unsupervised,
   author = {Weinberger, K.Q. and Saul, L.K.},
   affiliation = {University of Pennsylvania Department of Computer and Information Science Philadelphia PA 19104-6389},
   title = {Unsupervised Learning of Image Manifolds by Semidefinite Programming},
   journal = {International Journal of Computer Vision},
   publisher = {Springer Netherlands},
   issn = {0920-5691},
   keyword = {Computer Science},
   pages = {77-90},
   volume = {70},
   issue = {1},
   note = {10.1007/s11263-005-4939-z},
   year = {2006}
}






















































































































































@PhdThesis{weinberger07metric,
author = {Weinberger, K.Q.},
title = {Metric Learning with Convex Optimization},
school = {University of Pennsylvania},
month = {July},
year = 2007
}






















































































































































@inproceedings{weinberger08tagambiguity,
 author = {Weinberger, Kilian Q. and Slaney, Malcolm and Van Zwol, Roelof},
 title = {Resolving tag ambiguity},
 booktitle = {Proceeding of the 16th ACM international conference on Multimedia},
 series = {MM '08},
 year = {2008},
 isbn = {978-1-60558-303-7},
 location = {Vancouver, British Columbia, Canada},
 pages = {111--120},
 numpages = {10},
 acmid = {1459375},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {ambiguity, photos, query expansion, tagging},
} 























































































































































@article{lewis08mapping,
author = {Joshua M. Lewis and Pincelli M. Hull and Kilian Q. Weinberger and Lawrence K. Saul},
title = {Mapping Uncharted Waters: Exploratory Analysis, Visualization, and Clustering of Oceanographic Data},
journal ={Machine Learning and Applications, Fourth International Conference on},
volume = {0},
isbn = {978-0-7695-3495-4},
year = {2008},
pages = {388-395},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}























































































































































@inproceedings{kennedy09reliable,
 author = {Kennedy, Lyndon and Slaney, Malcolm and Weinberger, Kilian},
 title = {Reliable tags using image similarity: mining specificity and expertise from large-scale multimedia databases},
 booktitle = {Proceedings of the 1st workshop on Web-scale multimedia corpus},
 series = {WSMC '09},
 year = {2009},
 isbn = {978-1-60558-761-5},
 location = {Beijing, China},
 pages = {17--24},
 numpages = {8},
 acmid = {1631139},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {image similarity, reliability, specificity, tagging},
}






















































































































































@conference{hoerster09unsupervised,
  title={{Unsupervised image ranking}},
  author={H{\\"o}rster, E. and Slaney, M. and Marc'Aurelio Ranzato, K.W.},
  booktitle={Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining},
  pages={81--88},
  year={2009},
  organization={ACM}
}






















































































































































@conference{attenberg09collaborative,
  title={{Collaborative Email-Spam Filtering with the Hashing Trick}},
  author={Attenberg, J. and Weinberger, K.Q. and Dasgupta, A. and Smola, A. and Zinkevich, M.},
  booktitle={Proceedings of the Sixth Conference on Email and Anti-Spam (CEAS 2009)},
  location={Mountain View, CA},
  year={2009}
}






















































































































































@inproceedings{bai09supervised,
 author = {Bai, Bing and Weston, Jason and Grangier, David and Collobert, Ronan and Sadamasa, Kunihiko and Qi, Yanjun and Chapelle, Olivier and Weinberger, K.Q.},
 title = {Supervised semantic indexing},
 booktitle = {Proceeding of the 18th ACM conference on Information and knowledge management},
 series = {CIKM '09},
 year = {2009},
 isbn = {978-1-60558-512-3},
 location = {Hong Kong, China},
 pages = {187--196},
 numpages = {10},
 acmid = {1645979},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {content matching, learning to rank, semantic indexing},
}






















































































































































@article {bai2010learning,
   author = {Bai, Bing and Weston, Jason and Grangier, David and Collobert, Ronan and Sadamasa, Kunihiko and Qi, Yanjun and Chapelle, Olivier and Weinberger, Kilian},
   affiliation = {NEC Labs America Princeton NJ USA},
   title = {Learning to rank with (a lot of) word features},
   journal = {Information Retrieval},
   publisher = {Springer Netherlands},
   issn = {1386-4564},
   keyword = {Computer Science},
   pages = {291-314},
   volume = {13},
   issue = {3},
   note = {10.1007/s10791-009-9117-9},
   year = {2010}
}






















































































































































@article{weinberger10convex,
  author={K.Q. Weinberger and F. Sha and L.K. Saul},
  year={2010},
  title={Convex optimizations for distance metric learning and pattern classification},
   publisher={IEEE},
   journal={Signal Processing Magazine},
   volume={27},
   issue={3},
   pages={146-158}
}






















































































































































@inproceedings{chapelle10multitask,
 author = {Chapelle, Olivier and Shivaswamy, Pannagadatta and Vadrevu, Srinivas and Weinberger, Kilian and Zhang, Ya and Tseng, Belle},
 title = {Multi-task learning for boosting with application to web search ranking},
 booktitle = {Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining},
 series = {KDD '10},
 year = {2010},
 isbn = {978-1-4503-0055-1},
 location = {Washington, DC, USA},
 pages = {1189--1198},
 numpages = {10},
 acmid = {1835953},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {boosting, decision trees, multi-task learning, ranking, web search},
}






















































































































































@incollection{liu10decoding,
 title = {Decoding Ipsilateral Finger Movements from ECoG Signals in Humans},
 author = {Yuzong Liu and Mohit Sharma and Charles Gaona and Jonathan Breshears and jarod Roland and Zachary Freudenburg and Kilian Weinberger and Eric Leuthardt},
 booktitle = {Advances in Neural Information Processing Systems 23},
 editor = {J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta},
 pages = {1468--1476},
 year = {2010}
}






















































































































































@article {chapelle10boosted,
   author = {Chapelle, Olivier and Shivaswamy, Pannagadatta and Vadrevu, Srinivas and Weinberger, Kilian and Zhang, Ya and Tseng, Belle},
   affiliation = {Yahoo! Labs, Sunnyvale, CA USA},
   title = {Boosted multi-task learning},
   journal = {Machine Learning},
   publisher = {Springer Netherlands},
   issn = {0885-6125},
   keyword = {Computer Science},
   pages = {1-25},
   note = {10.1007/s10994-010-5231-6},
   year = {2010}
}






















































































































































@article{mohan10websearch,
 author={A. Mohan and Z. Chen and K.Q. Weinberger},
 journal={JMLR Workshop and Conference Proceedings: Proceedings of the Yahoo! Learning to Rank Challenge},
 month={June},
 location={Haifa, Israel},
 title={Web-Search Ranking with Initialized Gradient Boosted Regression Trees},
 publisher={MIT Press},
 volume={14},
 pages={77-89},
 year={2011}
}






















































































































































@inproceedings{tyree2011parallel,
  title={Parallel boosted regression trees for web search ranking},
  author={Tyree, S. and Weinberger, K.Q. and Agrawal, K. and Paykin, J.},
  booktitle={Proceedings of the 20th international conference on World wide web},
  pages={387--396},
  year={2011},
  organization={ACM}
}






















































































































































@InProceedings{chen11automatic,
  author =    {Minmin Chen and Kilian Weinberger and Yixin Chen},
  title =     {Automatic Feature Decomposition for Single View Co-training },
  booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
  series =    {ICML '11},
  year =      {2011},
  editor =    {Lise Getoor and Tobias Scheffer},
  location =  {Bellevue, Washington, USA},
  isbn =      {978-1-4503-0619-5},
  month =     {June},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {953--960},
}






















































































































































@article{xu2011rapid,
  author    = {Zhixiang Eddie Xu and Kilian Q. Weinberger and
               Fei Sha},
  title     = {Rapid Feature Learning with Stacked Linear Denoisers},
  journal   = {CoRR},
  volume    = {abs/1105.0972},
  year      = {2011},
  ee        = {http://arxiv.org/abs/1105.0972},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}






















































































































































@incollection{ChenWeinbergerBlitzer2011,
 title ={Co-Training for Domain Adaptation},
 author={Minmin Chen and Kilian Q. Weinberger and John Blitzer},
 booktitle = {Advances in Neural Information Processing Systems 24},
 editor = {J. Shawe-Taylor and R.S. Zemel and P. Bartlett and F.C.N. Pereira and K.Q. Weinberger},
 pages = {2456--2464},
 year = {2011}
}






















































































































































@incollection{ChenXuWeinbergerChapelle2012,
 title ={Classifier Cascade for Minimizing Feature Evaluation Cost},
 author={Minmin Chen and Zhixiang (Eddie) Xu and Kilian Q. Weinberger and Olivier Chapelle and Dor Kedem},
 booktitle = {Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics},
 pages = {218-226},
 publisher={MIT Press},
 journal={JMLR Workshop and Conference Proceedings 22: AISTATS 2012}, 
 year = {2012}
}






















































































































































@incollection{ICML2012Chen_416,
  author =    {Minmin Chen and Zhixiang Xu and Kilian Weinberger and Fei Sha},
  title =     {Marginalized Denoising Autoencoders for Domain Adaptation},
  booktitle = {Proceedings of the 29th International Conference on Machine Learning (ICML-12)},
  series =    {ICML '12},
  year =      {2012},
  editor =    {John Langford and Joelle Pineau},
  location =  {Edinburgh, Scotland, GB},
  isbn =      {978-1-4503-1285-1},
  month =     {July},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {767--774},
}






















































































































































@incollection{NIPS2012_1223,
title ={Non-linear Metric Learning},
author={Dor Kedem and Stephen Tyree and Kilian Weinberger and Fei Sha and Gert Lanckriet},
booktitle = {Advances in Neural Information Processing Systems 25},
editor = {P. Bartlett and F.C.N. Pereira and C.J.C. Burges and L. Bottou and K.Q. Weinberger},
pages = {2582--2590},
year = {2012},
url = {http://books.nips.cc/papers/files/nips25/NIPS2012_1223.pdf}
}






















































































































































@InProceedings{ICML2012Xu_592,
  author =    {Zhixiang Xu and Kilian Weinberger and Olivier Chapelle},
  title =     {The Greedy Miser: Learning under Test-time Budgets},
  booktitle = {Proceedings of the 29th International Conference on Machine Learning (ICML-12)},
  series =    {ICML '12},
  year =      {2012},
  editor =    {John Langford and Joelle Pineau},
  location =  {Edinburgh, Scotland, GB},
  isbn =      {978-1-4503-1285-1},
  month =     {July},
  publisher = {ACM},
  address =   {New York, NY, USA},
  pages=      {1175--1182},
  url =       {http://icml.cc/2012/papers/592.pdf},
}






















































































































































@inproceedings{chenffd2014,
 author = {Chen, Wenlin and Chen, Yixin and Weinberger, Kilian Q.},
 title = {Fast Flux Discriminant for Large-scale Sparse Nonlinear Classification},
 booktitle = {Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
 series = {KDD '14},
 year = {2014},
 isbn = {978-1-4503-2956-9},
 location = {New York, New York, USA},
 pages = {621--630},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/2623330.2623627},
 doi = {10.1145/2623330.2623627},
 acmid = {2623627},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {classification, interpretability, sparsity, submodularity},
} 






















































































































































@inproceedings{Xu2012,
  author    = {Zhixiang Eddie Xu and
               Minmin Chen and
               Kilian Q. Weinberger and
               Fei Sha},
  title     = {From sBoW to dCoT marginalized encoders for text representation},
  booktitle = {CIKM},
  year      = {2012},
  pages     = {1879-1884}
}