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%%%%%%%%%%%%%%%%%%%%%%%%%%%% UNPUBLISHED %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@unpublished{BEGHS17,
title = {Proving uniformity and independence by self-composition and coupling},
author = {Barthe, Gilles and
Espitau, Thomas and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
year = 2017,
jh = yes,
url = {http://justinh.su/files/papers/rel-indep.pdf},
}
@unpublished{BEGHS16,
title = {Relational expectation properties by probabilistic coupling},
author = {Barthe, Gilles and
Espitau, Thomas and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
year = 2016,
jh = yes,
url = {http://justinh.su/files/papers/bounded.pdf},
}
@unpublished{BEGGHS16,
title = {Formal certification of randomized algorithms},
author = {Barthe, Gilles and
Espitau, Thomas and
Gaboardi, Marco and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
year = 2016,
jh = yes,
url = {http://justinh.su/files/papers/ellora.pdf},
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% JOURNALS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@article{GGHRW14,
author = {Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin and
Roth, Aaron and
Wu, Zhiwei Steven},
title = {Dual Query: Practical private query release for high dimensional data},
journal = jpc,
year = {2017},
month = {},
volume = {7},
number = {2},
pages = {53--77},
url = {http://arxiv.org/abs/1402.1526},
publisher = bepress,
jh = yes,
reviewed = yes,
poster = {http://justinh.su/files/posters/dualquery.pdf},
note = "Previously published in " # icml14 # ", 2014."
}
@article{HHRRW14,
author = {Hsu, Justin and
Huang, Zhiyi and
Roth, Aaron and
Roughgarden, Tim and
Wu, Zhiwei Steven},
title = {Private matchings and allocations},
journal = siamjc,
year = {2016},
month = {},
volume = {45},
number = {6},
pages = {1953--1984},
doi = {10.1137/15100271X},
url = {http://arxiv.org/abs/1311.2828},
jh = yes,
reviewed = yes,
poster = {http://justinh.su/files/posters/matchings.pdf},
note = "Previously published in " # stoc14 # ", 2014."
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%% CONFERENCES %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@inproceedings{BGHS16,
title = {Coupling proofs are probabilistic product programs},
author = {Barthe, Gilles and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
booktitle = popl17,
year = 2017,
url = {http://arxiv.org/abs/1607.03455},
slides = {http://justinh.su/files/slides/products.pdf},
jh = yes,
plclub = yes,
reviewed = yes,
note = {To appear.}
}
@inproceedings{ACGHK16,
title = {A semantic account of metric preservation},
author = {de Amorim, Arthur Azevedo and
Gaboardi, Marco and
Hsu, Justin and
Katsumata, {Shin-ya} and
Cherigui, Ikram},
booktitle = popl17,
year = 2017,
url = {http://justinh.su/files/papers/metric-sem.pdf},
jh = yes,
plclub = yes,
reviewed = yes,
note = {To appear.}
}
@inproceedings{HKM-verif16,
title = {Computer-aided verification in mechanism design},
author = {Barthe, Gilles and
Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin and
Roth, Aaron and
Strub, Pierre-Yves},
booktitle = wine16,
year = 2016,
url = {http://arxiv.org/abs/1502.04052},
slides = {http://justinh.su/files/slides/bic.pdf},
jh = yes,
plclub = yes,
reviewed = yes,
}
@inproceedings{BGGHS16c,
title = {Advanced probabilistic couplings for differential privacy},
author = {Barthe, Gilles and
Fong, No{\'e}mie and
Gaboardi, Marco and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
booktitle = ccs16,
year = 2016,
url = {https://arxiv.org/abs/1606.07143},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {137/831=0.17},
slides = {http://justinh.su/files/slides/advanced.pdf},
}
@inproceedings{privinfer,
title = {Differentially private {B}ayesian programming},
author = {Barthe, Gilles and
Farina, Gian Pietro and
Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Gordon, Andy and
Hsu, Justin and
Strub, Pierre-Yves},
booktitle = ccs16,
year = {2016},
url = {https://arxiv.org/abs/1605.00283},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {137/831=0.17},
}
@inproceedings{BEFFH16,
title = {Synthesizing probabilistic invariants via {D}oob's decomposition},
author = {Barthe, Gilles and
Espitau, Thomas and
Ferrer Fioriti, Luis Mar{\'i}a and
Hsu, Justin},
booktitle = cav16,
pages = {43--61},
volume = {9779},
series = lncs,
year = 2016,
publisher = springer,
url = {https://arxiv.org/abs/1605.02765},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {46/195=0.24},
}
@inproceedings{BGGHS16b,
title = {A program logic for union bounds},
author = {Barthe, Gilles and
Gaboardi, Marco and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
booktitle = icalp16,
pages = {107:1--107:15},
volume = {55},
series = lipics,
year = 2016,
publisher = dagstuhl,
url = {http://arxiv.org/abs/1602.05681},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {146/515=0.28},
}
@inproceedings{BGGHS16,
title = {Proving differential privacy via probabilistic couplings},
author = {Barthe, Gilles and
Gaboardi, Marco and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Strub, {P}ierre-{Y}ves},
booktitle = lics16,
year = 2016,
url = {http://arxiv.org/abs/1601.05047},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/approx-couplings.pdf},
}
@inproceedings{HMRRV16,
title = {Do prices coordinate markets?},
author = {Hsu, Justin and
Morgenstern, Jamie and
Rogers, Ryan and
Roth, Aaron and
Vohra, Rakesh},
booktitle = stoc16,
pages = {440--453},
year = 2016,
url = {http://arxiv.org/abs/1511.00925},
jh = yes,
reviewed = yes,
acceptance = {92/370=0.25},
}
@inproceedings{HHRW16,
author = {Hsu, Justin and
Huang, Zhiyi and
Roth, Aaron and
Wu, Zhiwei Steven},
title = {Jointly private convex programming},
booktitle = soda16,
pages = {580--599},
year = {2016},
url = {http://arxiv.org/abs/1411.0998},
jh = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/privdude.pdf},
acceptance = {146/527=0.28},
}
@inproceedings{BEGHSS15,
title = {Relational reasoning via probabilistic coupling},
author = {Barthe, Gilles and
Espitau, Thomas and
Gr{\'e}goire, Benjamin and
Hsu, Justin and
Stefanesco, L{\'e}o and
Strub, {P}ierre-{Y}ves},
booktitle = lpar15,
pages = {387--401},
volume = {9450},
series = lncs,
year = 2015,
publisher = springer,
url = {http://arxiv.org/abs/1509.03476},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/couplings.pdf},
acceptance = {43/92=0.47},
}
@inproceedings{AHJ15,
title = {Online assignment with heterogeneous tasks in crowdsourcing markets},
author = {Assadi, Sepehr and Hsu, Justin and Jabbari, Shahin},
booktitle = hcomp15,
pages = {12--21},
year = {2015},
url = {http://arxiv.org/abs/1508.03593},
jh = yes,
reviewed = yes,
}
@inproceedings{GHaccuracy,
author = {Marco Gaboardi and
Justin Hsu},
title = {A {Theory AB} toolbox},
year = {2015},
booktitle = snapl15,
pages = {129--139},
volume = {32},
series = lipics,
publisher = dagstuhl,
url = {http://justinh.su/files/papers/theory-ab.pdf},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/theory-ab.pdf},
}
@inproceedings{BGGHRS15,
title = {Higher-order approximate relational refinement types for
mechanism design and differential privacy},
author = {Barthe, Gilles and
Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin and
Roth, Aaron and
Strub, Pierre-Yves},
booktitle = popl15,
pages = {55--68},
year = {2015},
url = {http://arxiv.org/abs/1407.6845},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/hoare2.pdf},
acceptance = {52/227=0.23},
}
@inproceedings{AGGH14,
author = {de Amorim, Arthur Azevedo and
Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin},
title = {Really natural linear indexed type-checking},
booktitle = {Symposium on Implementation and Application of Functional
Programming Languages (IFL), Boston, Massachusetts},
pages = {5:1--5:12},
year = {2014},
publisher = acmpress,
url = {http://arxiv.org/abs/1503.04522},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/dfuzz-tc.pdf},
}
@inproceedings{BGGHKS14,
author = {Barthe, Gilles and
Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin and
Kunz, C\'esar and
Strub, Pierre-Yves},
title = {Proving differential privacy in {H}oare logic},
booktitle = csf14,
pages = {411--424},
year = {2014},
url = {http://arxiv.org/abs/1407.2988},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {29/83=0.35},
}
@inproceedings{HGH14,
author = {Hsu, Justin and
Gaboardi, Marco and
Haeberlen, Andreas and
Khanna, Sanjeev and
Narayan, Arjun and
Pierce, Benjamin C. and
Roth, Aaron},
title = {Differential privacy: An economic method for choosing epsilon},
booktitle = csf14,
pages = {398--410},
year = 2014,
url = {http://arxiv.org/abs/1402.3329},
jh = yes,
plclub = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/epsilon.pdf},
acceptance = {29/83=0.35},
}
@inproceedings{HRRU14,
author = {Hsu, Justin and
Roth, Aaron and
Roughgarden, Tim and
Ullman, Jonathan},
title = {Privately solving linear programs},
booktitle = icalp14,
pages = {612--624},
volume = 8572,
series = lncs,
year = {2014},
publisher = springer,
url = {http://arxiv.org/abs/1402.3631},
jh = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/priv-lp.pdf},
acceptance = {136/477=0.29},
}
inproceedings{GGHRW14,
author = {Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Hsu, Justin and
Roth, Aaron and
Wu, Zhiwei Steven},
title = {Dual Query: Practical private query release for high dimensional data},
booktitle = icml14,
pages = {1170--1178},
volume = {32},
series = jmlrproc,
year = {2014},
publisher = jmlr,
reviewed = yes,
url = {http://arxiv.org/abs/1402.1526},
jh = yes,
slides = {http://justinh.su/files/slides/dualquery.pdf},
poster = {http://justinh.su/files/poser/dualquery.pdf},
acceptance = {310/1238=0.25},
}
inproceedings{HHRRW14,
author = {Hsu, Justin and
Huang, Zhiyi and
Roth, Aaron and
Roughgarden, Tim and
Wu, Zhiwei Steven},
title = {Private matchings and allocations},
booktitle = stoc14,
year = {2014},
reviewed = yes,
pages = {21--30},
url = {http://arxiv.org/abs/1311.2828},
timestamp = {Wed, 22 Oct 2014 14:44:14 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/stoc/HsuHRRW14},
bibsource = {dblp computer science bibliography, http://dblp.org},
jh = yes,
poster = {http://justinh.su/files/poster/matchings.pdf},
acceptance = {91/319=0.29},
}
@inproceedings{WHE13,
title = {{S}ystem {FC} with explicit kind equality},
author = {Weirich, Stephanie and
Hsu, Justin and
Eisenberg, Richard A.},
booktitle = icfp13,
pages = {275--286},
year = {2013},
url = {http://www.cis.upenn.edu/~justhsu/docs/nokinds.pdf},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {40/133=0.30},
}
@inproceedings{HRU13,
title = {Differential privacy for the analyst via private equilibrium computation},
author = {Hsu, Justin and
Roth, Aaron and
Ullman, Jonathon},
url = {http://arxiv.org/abs/1211.0877},
booktitle = stoc13,
pages = {341--350},
year = {2013},
jh = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/analyst-priv.pdf},
acceptance = {100/360=0.28},
}
@inproceedings{GHHNP13,
title = {Linear dependent types for differential privacy},
author = {Gaboardi, Marco and
Haeberlen, Andreas and
Hsu, Justin and
Narayan, Arjun and
Pierce, Benjamin C.},
booktitle = popl13,
pages = {357--370},
url = {http://dl.acm.org/citation.cfm?id=2429113},
year = {2013},
jh = yes,
plclub = yes,
reviewed = yes,
acceptance = {51/220=0.23},
}
@inproceedings{HKR12,
title = {Distributed private heavy hitters},
author = {Hsu, Justin and
Khanna, Sanjeev and
Roth, Aaron},
booktitle = icalp12,
pages = {461--472},
volume = {7391},
series = lncs,
year = {2012},
publisher = springer,
url = {http://arxiv.org/abs/1202.4910},
note = {Thanks to Raef Bassily and Adam Smith for spotting an error, now
fixed.},
jh = yes,
reviewed = yes,
slides = {http://justinh.su/files/slides/heavy-hh.pdf},
acceptance = {123/433=0.28},
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% SURVEYS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@article{Murawski:2016:2893582,
title = {Programming language techniques for differential privacy},
author = {Barthe, Gilles and
Gaboardi, Marco and
Hsu, Justin and
Pierce, Benjamin C.},
pages = {34--53},
journal = {ACM SIGLOG News},
month = jan,
year = {2016},
volume = {3},
number = {1},
address = {New York, NY, USA},
url = {http://siglog.hosting.acm.org/wp-content/uploads/2016/01/siglog_news_7.pdf},
jh = yes,
plclub = yes,
reviewed = no,
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% WORKSHOPS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@inproceedings{GGHHP13,
title = {Automatic sensitivity analysis using linear dependent types},
author = {Gaboardi, Marco and
Gallego Arias, Emilio Jes{\'u}s and
Haeberlen, Andreas and
Hsu, Justin and
Pierce, Benjamin C.},
url = {http://fopara2013.cs.unibo.it/paper_8.pdf},
booktitle = fopara,
year = {2013},
jh = yes,
plclub = yes,
reviewed = no,
}
@inproceedings{HsuTaxes,
author = {Justin Hsu},
title = {Death, taxes, and formal verification (Abstract)},
year = {2015},
booktitle = snapl15,
jh = yes,
plclub = yes,
reviewed = no,
slides = {http://justinh.su/files/slides/taxes.pdf},
url = {http://justinh.su/files/papers/taxes.pdf}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TALKS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@talk{wine16-talk,
title = {Computer-aided verification in mechanism design},
organization = wine16,
year = 2016,
month = dec,
jh = yes,
}
@talk{cornell16-talk,
title = {Approximate Probabilistic Coupling and Differential Privacy},
organization = {Theory Seminar, Cornell University},
year = 2016,
month = oct,
jh = yes,
}
@talk{ccs16-talk,
title = {Advanced Probabilistic Couplings for Differential Privacy},
organization = ccs16,
year = 2016,
month = oct,
jh = yes,
}
@talk{psu16-talk,
title = {Differential Privacy as an Approximate Coupling},
organization = {Theory Seminar, Pennsylvania State University},
year = 2016,
month = oct,
jh = yes,
}
@talk{cmu16-talk,
title = {Relational reasoning via probabilistic coupling},
organization = {Principles of Programming Seminar, Carnegie Mellon University},
year = 2016,
month = oct,
jh = yes,
}
@talk{jhu16-talk,
title = {Approximate Probabilistic Coupling and Differential Privacy},
organization = {Theory Seminar, Johns Hopkins University},
year = 2016,
month = oct,
jh = yes,
}
@talk{msrc16-talk,
title = {Formal Verification of Randomized Algorithms},
organization = {Constructive Security Seminar, MSR Cambridge UK},
year = 2016,
month = jul,
jh = yes,
}
@talk{lics16-talk,
title = {Proving Differential Privacy via Probabilistic Couplings},
organization = lics16,
year = 2016,
month = jul,
jh = yes,
}
@talk{tpdp16-talk,
title = {Differential Privacy is an Approximate Probabilistic Coupling},
organization = {Workshop on the Theory and Practice of Differential Privacy (TPDP)},
year = 2016,
month = jun,
jh = yes,
}
@talk{crcs16-talk,
title = {Differential Privacy is an Approximate Probabilistic Coupling},
organization = {CRCS Seminar, Harvard},
year = 2016,
month = jun,
jh = yes,
}
@talk{njpls16-talk,
title = {A program logic for union bounds},
organization = {NJ Programming Languages and Systems Seminar (NJPLS)},
year = 2016,
month = may,
jh = yes,
}
@talk{uwisc16-talk,
title = {Relational reasoning via probabilistic coupling},
organization = {PL Seminar, University of Wisconsin},
year = 2016,
month = may,
jh = yes,
}
@talk{soda16-talk,
title = {Jointly Private Convex Programming},
organization = soda16,
year = 2016,
month = jan,
jh = yes,
}
@talk{lpar15-talk,
title = {Relational reasoning via probabilistic coupling},
organization = lpar15,
year = 2015,
month = nov,
jh = yes,
}
@talk{nsf-sfm15-talk,
title = {What are we measuring, anyways?},
organization = {NSF Workshop on Formal Methods for Information Security},
year = 2015,
month = nov,
jh = yes,
}
@talk{tau15-talk,
title = {Language-based Verification for Differential Privacy},
organization = {Tel Aviv University},
year = 2015,
month = nov,
jh = yes,
}
@talk{shonan15-talk,
title = {Language-based Verification for Differential Privacy},
organization = {Shonan Meeting on Logic and Verification Methods in Security and
Privacy},
year = 2015,
month = nov,
jh = yes,
}
@talk{tohoku15-talk,
title = {Relational reasoning via probabilistic coupling},
organization = {Tohoku University},
year = 2015,
month = oct,
jh = yes,
}
@talk{tit15-talk,
title = {Jointly Private Convex Programming},
organization = {Tokyo Institute of Technology},
year = 2015,
month = oct,
jh = yes,
}
@talk{snapl15b-talk,
title = {Death, Taxes, and Formal Verification},
organization = snapl15,
year = 2015,
month = may,
jh = yes,
}
@talk{snapl15a-talk,
title = {A {Theory AB} Toolbox},
organization = snapl15,
year = 2015,
month = may,
jh = yes,
}
@talk{cornell15-talk,
title = {Verifying Accuracy of Randomized Algorithms},
organization = {Cornell PL Discussion Group},
year = 2015,
month = mar,
jh = yes,
}
@talk{popl15-talk,
title = {Higher-Order Relational Refinement Types for Mechanism Design and Differential Privacy},
organization = popl15,
year = 2015,
month = jan,
jh = yes,
}
@talk{lix14-talk,
title = {Jointly Private Convex Programming},
organization = {Com\`ete-Parsifal Seminar, {LIX}, \'Ecole Polytechnique},
year = 2014,
month = nov,
jh = yes,
}
@talk{dundee14-talk,
title = {Jointly Private Convex Programming},
organization = {University of Dundee},
year = 2014,
month = nov,
jh = yes,
}
@talk{csf14-talk,
title = {Differential Privacy: An Economic Method for Choosing Epsilon},
organization = csf14,
year = 2014,
month = jul,
jh = yes,
}
@talk{icalp14-talk,
title = {Privately Solving Linear Programs},
organization = icalp14,
year = 2014,
month = jul,
jh = yes,
}
@talk{simons13-talk,
title = {Dual Query Release},
organization = {Simons workshop on Big Data and Differential Privacy},
year = 2013,
month = dec,
jh = yes,
}
@talk{lix13-talk,
title = {Private Matchings and Allocations},
organization = {Com\`ete-Parsifal Seminar, {LIX}, \'Ecole Polytechnique},
year = 2013,
month = dec,
jh = yes,
}
@talk{stoc13-talk,
title = {Private Equilibrium Computation for Analyst Privacy},
organization = stoc13,
year = 2013,
month = jun,
jh = yes,
}
@talk{dimacs12-talk,
title = {Analyst Privacy---the State Strikes Back!},
organization = {{DIMACS} Workshop on Recent Work on Differential Privacy across Computer Science},
year = 2012,
month = oct,
jh = yes,
}
@talk{icalp12-talk,
title = {Distributed Private Heavy Hitters},
organization = icalp12,
year = 2012,
month = jul,
jh = yes,
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% OTHER %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@article{job-matching,
title = {Job Matching, Coalition Formation, and Gross Substitutes},
volume = {50},
number = {6},
urldate = {2013--07--07},
journal = {Econometrica},
author = {Kelso, Alexander and Crawford, Vincent},
year = {1982},
pages = {1483--1504},
url = {http://EconPapers.repec.org/RePEc:ecm:emetrp:v:50:y:1982:i:6:p: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},
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},
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keywords={Substitutability; matching; combinatorial auctions; matroids},
abstract={We show that the class of preferences satisfying the Gross Substitutes condition of Kelso and Crawford (1982) is strictly larger than the class of Endowed Assignment Valuations of Hatfield and Milgrom (2005), thus resolving the open question posed by the latter paper. In particular, our result implies that not every substitutable valuation function can be \"decomposed\" into a combination of unit-demand valuations.},
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author = {Fujishige, Satoru and Yang, Zaifu},
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abstract = { In their 1982 article, Kelso and Crawford proposed a gross substitutes condition for the existence of core (and equilibrium) in a two-sided matching model. Since then, this condition has often been used in the literature on matching models and equilibrium models in the presence of indivisibilities. In this paper we prove that a reservation value (or utility) function satisfies the gross substitutes condition if and only if it is an M♮-concave function defined on the unit-hypercube, which is a discrete concave function recently introduced by Murota and Shioura (1999). }
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url = "http://www.sciencedirect.com/science/article/pii/S0304406809000627",
author = "Debasis Mishra and Dolf Talman",
keywords = "Assignment model",
keywords = "Walrasian equilibrium",
keywords = "Iterative auctions",
keywords = "Overdemanded set",
keywords = "Underdemanded set "
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