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@article{job-matching,
title = {Job Matching, Coalition Formation, and Gross Substitutes},
volume = {50},
doi = {10.2307/1913392},
number = {6},
urldate = {2013--07--07},
journal = {{Econometrica}},
author = {Kelso, Alexander and Crawford, Vincent},
year = {1982},
pages = {1483--1504},
}
@article{CSS10,
title = {Private and continual release of statistics},
volume = {14},
url = {http://eprint.iacr.org/2010/076.pdf},
number = {3},
urldate = {2013--06--23},
journal = tissec,
author = {Chan, T.-H. Hubert and Shi, Elaine and Song, Dawn},
year = {2011},
pages = {26},
}
@inproceedings{DNPR10,
title = {Differential privacy under continual observation},
author = {Dwork, Cynthia and Naor, Moni and Pitassi, Toniann and Rothblum, Guy N.},
url = {http://www.mit.edu/~rothblum/papers/continalobs.pdf},
booktitle = stoc10,
pages = {715--724},
year = {2010},
}
@inproceedings{DNV12,
title = {The privacy of the analyst and the power of the state},
author = {Dwork, Cynthia and Naor, Moni and Vadhan, Salil},
booktitle = focs12,
pages = {400--409},
doi = {10.1109/FOCS.2012.87},
url = {http://projects.iq.harvard.edu/files/privacytools/files/06375318.pdf},
year = {2012}
}
@article{PR13,
title = {Privacy and Mechanism Design},
author = {Pai, Mallesh and Roth, Aaron},
url = {http://arxiv.org/abs/1306.2083},
journal = sigecom,
year = {2013}
}
@inproceedings{NRS07,
title = {Smooth sensitivity and sampling in private data analysis},
url = {http://www.cse.psu.edu/~asmith/pubs/NRS07/NRS07-full-draft-v1.pdf},
author = {Nissim, Kobbi and Raskhodnikova, Sofya and Smith, Adam},
booktitle = stoc07,
pages = {75--84},
year = {2007},
}
@inproceedings{RR14,
title={Asymptotically truthful equilibrium selection in large congestion games},
author={Rogers, Ryan M and Roth, Aaron},
booktitle=ec14,
pages={771--782},
year={2014},
url = {http://arxiv.org/abs/1311.2625}
}
@inproceedings{GLMRT10,
title = {Differentially private combinatorial optimization},
url = {http://arxiv.org/abs/0903.4510},
author = {Gupta, Anupam and Ligett, Katrina and Mc{S}herry, Frank and Roth,
Aaron and Talwar, Kunal},
booktitle = soda10,
pages = {1106--1125},
year = {2010},
}
@inproceedings{DMNS06,
title = {Calibrating noise to sensitivity in private data analysis},
author = {Cynthia Dwork and
Frank McSherry and
Kobbi Nissim and
Adam Smith},
pages = {265--284},
url = {http://dx.doi.org/10.1007/11681878_14},
booktitle = tcc06,
year = {2006}
}
@article{GS99,
title = {Walrasian equilibrium with gross substitutes},
author = {Gul, Faruk and Stacchetti, Ennio},
url = {http://www.princeton.edu/~fgul/walras.pdf},
journal = jet,
volume = {87},
number = {1},
pages = {95--124},
year = {1999},
publisher = elsevier
}
@article{BLR08,
title = {A learning theory approach to noninteractive database privacy},
author = {Blum, Avrim and Ligett, Katrina and Roth, Aaron},
journal = jacm,
url = {http://arxiv.org/abs/1109.2229},
volume = {60},
number = {2},
pages = {12},
year = {2013},
}
@inproceedings{HRU13,
title = {Differential privacy for the analyst via private equilibrium computation},
author = {Justin Hsu and Aaron Roth and Jonathon Ullman},
url = {http://arxiv.org/abs/1211.0877},
booktitle = stoc13,
pages = {341--350},
year = {2013},
jh = yes,
slides = yes,
eprint = yes
}
@inproceedings{HR10,
title = {A multiplicative weights mechanism for privacy-preserving data analysis},
author = {Hardt, Moritz and Rothblum, Guy N.},
url = {http://www.mit.edu/~rothblum/papers/pmw.pdf},
booktitle = focs10,
pages = {61--70},
year = {2010},
}
@inproceedings{DN03,
title = {Revealing information while preserving privacy},
author = {Dinur, Irit and Nissim, Kobbi},
url = {http://www.cse.psu.edu/~asmith/privacy598/papers/dn03.pdf},
booktitle = pods03,
pages = {202--210},
year = {2003},
}
@article{DR14,
author = {Cynthia Dwork and
Aaron Roth},
title = {The Algorithmic Foundations of Differential Privacy},
journal = {Foundations and Trends in Theoretical Computer Science},
year = {2014},
volume = {9},
number = {3-4},
pages = {211--407},
url = {http://dx.doi.org/10.1561/0400000042},
doi = {10.1561/0400000042},
timestamp = {Tue, 28 Oct 2014 14:00:24 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/journals/fttcs/DworkR14},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{KPRU14,
title = {Mechanism Design in Large Games: Incentives and Privacy},
url = {http://arxiv.org/abs/1207.4084},
author = {Kearns, Michael and Pai, Mallesh and Roth, Aaron and Ullman, Jonathan},
pages = {403--410},
booktitle = itcs14,
year = {2014}
}
@inproceedings{DRV10,
title = {Boosting and differential privacy},
url = {http://research.microsoft.com/pubs/155170/dworkrv10.pdf},
booktitle = focs10,
author = {Dwork, Cynthia and Rothblum, Guy N. and Vadhan, Salil},
year = {2010},
keywords = {Algorithms, {CS}, {DP}, Learning Theory},
pages = {51-–60},
}
@inproceedings{FPT04,
title = {The complexity of pure Nash equilibria},
author = {Fabrikant, Alex and Papadimitriou, Christos and Talwar, Kunal},
url = {http://research.microsoft.com/pubs/74349/pub10-pure.pdf},
booktitle = stoc04,
pages = {604--612},
year = {2004},
}
@article{MS96,
title = {Potential games},
author = {Monderer, Dov and Shapley, Lloyd S.},
journal = geb,
url = {http://www.cs.bu.edu/~steng/teaching/Fall2008/potential.pdf},
volume = {14},
number = {1},
pages = {124--143},
year = {1996},
publisher = {Elsevier}
}
@inproceedings{CK05,
title = {The price of anarchy of finite congestion games},
author = {Christodoulou, George and Koutsoupias, Elias},
url = {http://dl.acm.org/citation.cfm?id=1060600},
booktitle = stoc05,
pages = {67--73},
year = {2005},
}
@inproceedings{AAE05,
title = {The price of routing unsplittable flow},
author = {Awerbuch, Baruch and Azar, Yossi and Epstein, Amir},
booktitle = stoc05,
url = {http://dl.acm.org/citation.cfm?id=1060599},
pages = {57--66},
year = {2005},
}
@inproceedings{Rou09,
title = {Intrinsic robustness of the price of anarchy},
author = {Roughgarden, Tim},
url = {http://theory.stanford.edu/~tim/papers/robust.pdf},
booktitle = stoc09,
pages = {513--522},
year = {2009},
}
@inproceedings{BHLR08,
title = {Regret minimization and the price of total anarchy},
author = {Blum, Avrim and Haji{A}ghayi, Mohammad{T}aghi and Ligett, Katrina
and Roth, Aaron},
url = {http://dl.acm.org/citation.cfm?id=1374430},
booktitle = stoc08,
pages = {373--382},
year = {2008},
}
@inproceedings{WHE13,
title = {Towards dependently typed {H}askell: System {FC} with kind equality},
author = {Stephanie Weirich and Justin Hsu and Richard A Eisenberg},
booktitle = icfp13,
url = {http://www.cis.upenn.edu/~justhsu/docs/nokinds.pdf},
volume = {13},
year = {2013},
jh = yes,
docs = yes,
}
@inproceedings{GGHHP13,
title = {Automatic sensitivity analysis using linear dependent types},
author = {Marco Gaboardi and
Emilio Jes{\'u}s Gallego Arias and
Andreas Haeberlen and
Justin Hsu and
Benjamin C Pierce},
url = {http://fopara2013.cs.unibo.it/paper_8.pdf},
booktitle = fopara,
year = {2013},
jh = yes,
}
@inproceedings{GHHNP13,
title = {Linear dependent types for differential privacy},
author = {Marco Gaboardi and
Andreas Haeberlen and
Justin Hsu and
Arjun Narayan and
Benjamin C Pierce},
booktitle = popl13,
pages = {357--370},
url = {http://dl.acm.org/citation.cfm?id=2429113},
year = {2013},
jh = yes,
docs = yes,
}
@inproceedings{HKR12,
title = {Distributed private heavy hitters},
author = {Justin Hsu and Sanjeev Khanna and Aaron Roth},
booktitle = icalp12,
pages = {461--472},
year = {2012},
publisher = springer,
url = {http://arxiv.org/abs/1202.4910},
jh = yes,
slides = yes,
eprint = yes
}
@inproceedings{HLM12,
title = {A Simple and Practical Algorithm for Differentially Private Data Release},
author = {Moritz Hardt and Katrina Ligett and Frank {McSherry}},
booktitle = nips12,
pages = {2348--2356},
url = {http://arxiv.org/abs/1012.4763},
year = 2012
}
@inproceedings{Ullman13,
title = {Answering $n^{2+ o(1)}$ counting queries with differential
privacy is hard},
author = {Ullman, Jonathan},
booktitle = stoc13,
pages = {361--370},
url = {http://arxiv.org/abs/1207.6945},
year = 2013
}
}
@inproceedings{MT07,
author = {Frank McSherry and
Kunal Talwar},
title = {Mechanism Design via Differential Privacy},
booktitle = focs07,
pages = {94--103},
url = {http://doi.ieeecomputersociety.org/10.1109/FOCS.2007.41},
year = 2007
}
@inproceedings{FS96,
title = {Game theory, on-line prediction and boosting},
author = {Freund, Y. and Schapire, R.E.},
booktitle = colt96,
pages = {325--332},
url = {http://dl.acm.org/citation.cfm?id=238163 },
year = 1996
}
@inproceedings{BDMN05,
title = {Practical privacy: the {SuLQ} framework},
author = {Avrim Blum and
Cynthia Dwork and
Frank Mc{S}herry and
Kobbi Nissim},
booktitle = pods05,
pages = {128--138},
url = {http://research.microsoft.com/pubs/64351/bdmn.pdf},
year = 2005
}
@inproceedings{GRU12,
title = {Iterative constructions and private data release},
author = {Gupta, Anupam and Roth, Aaron and Jonathan Ullman},
booktitle = tcc12,
pages = {339--356},
url = {http://arxiv.org/abs/1107.3731},
year = 2012
}
@inproceedings{airavat,
author = {Indrajit Roy and Srinath Setty and Ann Kilzer and Vitaly
Shmatikov and Emmett Witchel},
title = {Airavat: Security and Privacy for {MapReduce}},
booktitle = nsdi10,
url = {http://dl.acm.org/citation.cfm?id=1855731 },
year = 2010
}
@inproceedings{pinq,
author = {{McSherry}, Frank},
booktitle = sigmod09,
title = {Privacy integrated queries},
url = {http://research.microsoft.com/pubs/80218/sigmod115-mcsherry.pdf},
year = 2009
}
@inproceedings{zhang-2011-privatemining,
author = {Zhang, Ning and Li, Ming and Lou, Wenjing},
title = {Distributed Data Mining with Differential Privacy},
booktitle = icc11,
url = {http://dl.acm.org/citation.cfm?id=1835868},
year = 2011
}
@inproceedings{evfimievski-2002-associationrules,
author = {Evfimievski, Alexandre and
Srikant, Ramakrishnan and
Agrawal, Rakesh and
Gehrke, Johannes},
title = {Privacy preserving mining of association rules},
booktitle = kdd02,
url = {http://www.cs.cornell.edu/johannes/papers/2002/kdd2002-privacy.pdf},
year = 2002
}
@inproceedings{t-closeness,
author = {Ninghui Li and Tiancheng Li and Suresh Venkatasubramanian},
title = {$t$-{C}loseness: {P}rivacy beyond $k$-anonymity and $l$-diversity},
booktitle = icde07,
url = {https://www.cs.purdue.edu/homes/ninghui/papers/t_closeness_icde07.pdf},
year = 2007
}
@inproceedings{l-diversity,
author = {Machanavajjhala, A. and Gehrke, J. and Kifer, D. and Venkitasubramaniam, M.},
title = {$l$-{D}iversity: {P}rivacy beyond $k$-anonymity},
booktitle = icde06,
url = {http://dl.acm.org/citation.cfm?id=1217302},
year = 2006
}
@article{k-anonymity,
author = {Sweeney, Latanya},
title = {$k$-{A}nonymity: {A} model for protecting privacy},
journal = jufks,
volume = {10},
number = {5},
month = oct,
year = {2002},
pages = {557--570},
url = {http://dl.acm.org/citation.cfm?id=774552}
}
@article{aol,
author = {Michael Barbaro and Tom Zeller},
title = {A Face Is Exposed for {AOL} Searcher {N}o. 4417749},
journal = {The New York Times},
day = 9,
month = aug,
year = 2006,
url = {http://www.nytimes.com/2006/08/09/technology/09aol.html}
}
@inproceedings{NV08,
author = {Arvind Narayanan and
Vitaly Shmatikov},
title = {Robust De-anonymization of Large Sparse Datasets},
booktitle = sp08,
year = {2008},
pages = {111--125},
url = {http://arxiv.org/abs/cs/0610105.pdf}
}
@inproceedings{BLST10,
author = {Raghav Bhaskar and
Srivatsan Laxman and
Adam Smith and
Abhradeep Thakurta},
title = {Discovering frequent patterns in sensitive data},
booktitle = kdd10,
pages = {503--512},
year = 2010,
url = {http://dl.acm.org/citation.cfm?id=1835869}
}
@inproceedings{CM08,
author = {Kamalika Chaudhuri and
Claire Monteleoni},
title = {Privacy-preserving logistic regression},
booktitle = nips08,
pages = {289--296},
year = 2008,
url = {http://books.nips.cc/papers/files/nips21/NIPS2008_0964.pdf}
}
@article{CH11,
title = {Sample Complexity Bounds for Differentially Private Learning},
author = {Chaudhuri, Kamalika and Hsu, Daniel},
journal = jmlr,
volume = {19},
pages = {155--186},
url = {http://jmlr.org/proceedings/papers/v19/chaudhuri11a/chaudhuri11a.pdf},
year = {2011}
}
@inproceedings{k-anon-attack,
author = {Srivatsava Ranjit Ganta and
Shiva Prasad Kasiviswanathan and
Adam Smith},
title = {Composition attacks and auxiliary information in data privacy},
booktitle = kdd08,
pages = {265--273},
year = 2008,
url = {http://arxiv.org/abs/0803.0032}
}
@inproceedings{HGH+14,
author = {Justin Hsu and
Marco Gaboardi and
Andreas Haeberlen and
Sanjeev Khanna and
Arjun Narayan and
Benjamin C Pierce and
Aaron Roth},
title = {Differential privacy: An economic method for choosing epsilon},
booktitle = csf14,
year = 2014,
url = {http://arxiv.org/abs/1402.3329},
jh = yes,
slides = yes,
eprint = yes
}
@inproceedings{certipriv,
author = {Barthe, Gilles and K\"{o}pf, Boris and Olmedo, Federico and
Zanella B{\'e}guelin, Santiago},
title = {Probabilistic relational reasoning for differential privacy},
booktitle = popl12,
year = {2012},
pages = {97--110},
numpages = {14},
keywords = {coq proof assistant, differential privacy, relational hoare logic},
url = {http://dl.acm.org/citation.cfm?id=2103670}
}
@inproceedings{fuzz,
author = {Jason Reed and Benjamin C Pierce},
title = {Distance Makes the Types Grow Stronger: {A} Calculus for
Differential Privacy},
booktitle = icfp10,
year = 2010,
url = {http://dl.acm.org/citation.cfm?id=1863568}
}
@inproceedings{winq,
title = {A workflow for differentially-private graph synthesis},
author = {Proserpio, Davide and Goldberg, Sharon and {McSherry}, Frank},
booktitle = wosn12,
year = 2012,
pages = {13--18},
url = {http://arxiv.org/abs/1203.3453}
}
@article{KLNRS08,
title = {What can we learn privately?},
author = {Kasiviswanathan, Shiva Prasad and Lee, Homin K. and Nissim, Kobbi
and Raskhodnikova, Sofya and Smith, Adam},
journal = siamjc,
volume = {40},
number = {3},
pages = {793--826},
year = {2011},
url = {http://arxiv.org/abs/0803.0924},
publisher = {SIAM}
}
@inproceedings{UV11,
title = {{PCPs} and the hardness of generating private synthetic data},
author = {Ullman, Jonathan and Vadhan, Salil},
booktitle = tcc11,
pages = {400--416},
url = {http://eccc.hpi-web.de/report/2010/017/revision/2/download},
year = {2011}
}
@inproceedings{DNRRV09,
title = {On the complexity of differentially private data release: efficient
algorithms and hardness results},
author = {Cynthia Dwork and
Moni Naor and
Omer Reingold and
Guy N. Rothblum and
Salil P. Vadhan},
booktitle = stoc09,
pages = {381--390},
year = {2009},
url = {http://dl.acm.org/citation.cfm?id=1536467}
}
@article{AHK12,
title = {The Multiplicative Weights Update Method: a Meta-Algorithm and
Applications},
author = {Arora, Sanjeev and Hazan, Elad and Kale, Satyen},
journal = toc,
volume = {8},
number = {1},
pages = {121--164},
url = {http://tocbeta.cs.uchicago.edu/articles/v008a006/v008a006.pdf},
year = {2012}
}
@phdthesis{Garg13,
title = {Candidate Multilinear Maps},
author = {Sanjam Garg},
school = {{UCLA}},
year = {2013},
url = {http://www.cs.ucla.edu/~sanjamg/Sanjam%20Garg_files/sanjam-thesis.pdf}
}
@inproceedings{GargGentryHalevi13,
title = {Candidate multilinear maps from ideal lattices},
author = {Garg, Sanjam and Gentry, Craig and Halevi, Shai},
booktitle = eucrypt13,
pages = {1--17},
year = {2013},
url = {http://http://eprint.iacr.org/2012/610.pdf}
}
@article{BonehSilverberg03,
title = {Applications of multilinear forms to cryptography},
author = {Boneh, Dan and Silverberg, Alice},
journal = {Contemporary Mathematics},
volume = {324},
number = {1},
pages = {71--90},
year = {2003},
publisher = {AMS},
url = {http://https://eprint.iacr.org/2002/080.pdf}
}
@inproceedings{barak2007privacy,
title = {Privacy, accuracy, and consistency too: a holistic solution to
contingency table release},
author = {Barak, Boaz and Chaudhuri, Kamalika and Dwork, Cynthia and Kale,
Satyen and Mc{S}herry, Frank and Talwar, Kunal},
booktitle = pods07,
pages = {273--282},
url = {http://research.microsoft.com/en-us/projects/DatabasePrivacy/contingency.pdf},
year = {2007}
}
@inproceedings{BNS13,
title = {Characterizing the sample complexity of private learners},
author = {Beimel, Amos and Nissim, Kobbi and Stemmer, Uri},
booktitle = itcs13,
pages = {97--110},
year = {2013},
url = {http://dl.acm.org/citation.cfm?id=2422450}
}
@article{CMS11,
title = {Differentially private empirical risk minimization},
author = {Chaudhuri, Kamalika and Monteleoni, Claire and Sarwate, Anand D.},
journal = jmlr,
volume = {12},
pages = {1069--1109},
year = {2011},
url = {http://jmlr.org/papers/volume12/chaudhuri11a/chaudhuri11a.pdf}
}
@article{RBHT09,
title = {Learning in a Large Function Space: Privacy-Preserving Mechanisms
for {SVM} Learning},
author = {Rubinstein, Benjamin I. P. and Bartlett, Peter L. and Huang, Ling
and Taft, Nina},
journal = jpc,
volume = {4},
number = {1},
pages = {4},
year = {2012},
url = {http://repository.cmu.edu/cgi/viewcontent.cgi?article=1065&context=jpc}
}
@article{KST12,
title = {Private convex empirical risk minimization and high-dimensional regression},
author = {Kifer, Daniel and Smith, Adam and Thakurta, Abhradeep},
journal = jmlr,
volume = {1},
pages = {41},
year = {2012},
url = {http://jmlr.org/proceedings/papers/v23/kifer12/kifer12.pdf}
}
@inproceedings{CSS12,
title = {Near-optimal differentially private principal components},
author = {Chaudhuri, Kamalika and Sarwate, Anand and Sinha, Kaushik},
booktitle = nips12,
pages = {998--1006},
url = {http://books.nips.cc/papers/files/nips25/NIPS2012_0482.pdf},
year = {2012}
}
@inproceedings{DJW13,
title = {Local privacy and statistical minimax rates},
author = {Duchi, John C and Jordan, Michael I. and Wainwright, Martin J.},
booktitle = focs13,
url = {http://www.cs.berkeley.edu/~jduchi/projects/DuchiJoWa13_focs.pdf},
year = {2013}
}
@inproceedings{TS13,
title = {(Nearly) Optimal Algorithms for Private Online Learning in
Full-information and Bandit Settings},
author = {Thakurta, Abhradeep G. and Smith, Adam},
booktitle = nips13,
pages = {2733--2741},
url = {http://media.nips.cc/nipsbooks/nipspapers/paper_files/nips26/1270.pdf},
year = {2013}
}
@inproceedings{FS95,
title = {A desicion-theoretic generalization of on-line learning and an
application to boosting},
author = {Freund, Yoav and Schapire, Robert E.},
booktitle = colt95,
pages = {23--37},
year = {1995},
organization = springer
}
@inproceedings{RR10,
author = {Aaron Roth and
Tim Roughgarden},
title = {Interactive privacy via the median mechanism},
booktitle = stoc10,
pages = {765--774},
url = {http://arxiv.org/abs/0911.1813},
}
@inproceedings{GHRU11,
title = {Privately releasing conjunctions and the statistical query barrier},
author = {Gupta, Anupam and Hardt, Moritz and Roth, Aaron and Ullman, Jonathan},
booktitle = stoc11,
pages = {803--812},
url = {http://arxiv.org/abs/1011.1296},
year = {2011}
}
@inproceedings{TS13a,
title = {Differentially Private Feature Selection via Stability Arguments,
and the Robustness of the Lasso},
author = {Thakurta, Abhradeep G. and Smith, Adam},
booktitle = colt13,
pages = {819--850},
url = {http://jmlr.org/proceedings/papers/v30/Guha13.pdf},
year = {2013}
}
@inproceedings{DL09,
title = {Differential privacy and robust statistics},
author = {Dwork, Cynthia and Lei, Jing},
booktitle = stoc09,
pages = {371--380},
year = {2009},
url = {http://research.microsoft.com/pubs/80239/dl09.pdf},
organization = {ACM}
}
@article{LW94,
title = {The Weighted Majority Algorithm},
author = {Littlestone, N. and Warmuth, Manfred K.},
journal = ic,
volume = {108},
number = {2},
pages = {212--261},
year = {1994},
publisher = elsevier,
url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=63487}
}
@article{PST95,
title = {Fast approximation algorithms for fractional packing and covering
problems},
author = {Plotkin, Serge A. and Shmoys, David B. and Tardos, {\'E}va},
journal = mor,
volume = {20},
number = {2},
pages = {257--301},
year = {1995},
publisher = informs,
doi = {10.1287/moor.20.2.257}
}
@inproceedings{AK07,
title = {A combinatorial, primal-dual approach to semidefinite programs},
author = {Arora, Sanjeev and Kale, Satyen},
booktitle = stoc07,
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