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@article {CandesRomberTao:2006,
author = {Candès, Emmanuel J. and Romberg, Justin K. and Tao, Terence},
title = {Stable signal recovery from incomplete and inaccurate measurements},
journal = {Communications on Pure and Applied Mathematics},
volume = {59},
number = {8},
publisher = {Wiley Subscription Services, Inc., A Wiley Company},
issn = {1097-0312},
pages = {1207--1223},
year = {2006},
}


@inproceedings{GomezRodriguez:2010,
 author = {Gomez Rodriguez, Manuel and Leskovec, Jure and Krause, Andreas},
 title = {Inferring Networks of Diffusion and Influence},
 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 = {1019--1028},
 numpages = {10},
 publisher = {ACM},
 address = {New York, NY, USA},
} 


@article{Netrapalli:2012,
 author = {Netrapalli, Praneeth and Sanghavi, Sujay},
 title = {Learning the Graph of Epidemic Cascades},
 journal = {SIGMETRICS Perform. Eval. Rev.},
 volume = {40},
 number = {1},
 month = {June},
 year = {2012},
 issn = {0163-5999},
 pages = {211--222},
 numpages = {12},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {cascades, epidemics, graph structure learning},
}

@article{Negahban:2009,
 author = {Negahban, Sahand N. and Ravikumar, Pradeep and Wrainwright, Martin J. and Yu, Bin},
 title = {A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers},
 Journal = {Statistical Science},
 year = {2012},
 month = {December},
 volume = {27},
 number = {4},
 pages = {538--557},
}

@article{Zhao:2006,
 author = {Zhao, Peng and Yu, Bin},
 title = {On Model Selection Consistency of Lasso},
 journal = {J. Mach. Learn. Res.},
 issue_date = {12/1/2006},
 volume = {7},
 month = dec,
 year = {2006},
 issn = {1532-4435},
 pages = {2541--2563},
 numpages = {23},
 url = {http://dl.acm.org/citation.cfm?id=1248547.1248637},
 acmid = {1248637},
 publisher = {JMLR.org},
} 

@inproceedings{Daneshmand:2014,
  author    = {Hadi Daneshmand and
               Manuel Gomez{-}Rodriguez and
               Le Song and
               Bernhard Sch{\"{o}}lkopf},
  title     = {Estimating Diffusion Network Structures: Recovery Conditions, Sample
               Complexity {\&} Soft-thresholding Algorithm},
  booktitle = {Proceedings of the 31th International Conference on Machine Learning,
               {ICML} 2014, Beijing, China, 21-26 June 2014},
  pages     = {793--801},
  year      = {2014},
  url       = {http://jmlr.org/proceedings/papers/v32/daneshmand14.html},
  timestamp = {Fri, 07 Nov 2014 20:42:30 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/icml/DaneshmandGSS14},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{Kempe:03,
  author    = {David Kempe and
               Jon M. Kleinberg and
               {\'{E}}va Tardos},
  title     = {Maximizing the spread of influence through a social network},
  booktitle = {Proceedings of the Ninth {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, Washington, DC, USA, August 24
               - 27, 2003},
  pages     = {137--146},
  year      = {2003},
  url       = {http://doi.acm.org/10.1145/956750.956769},
  doi       = {10.1145/956750.956769},
  timestamp = {Mon, 13 Feb 2006 15:34:20 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/kdd/KempeKT03},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{Abrahao:13,
  author    = {Bruno D. Abrahao and
               Flavio Chierichetti and
               Robert Kleinberg and
               Alessandro Panconesi},
  title     = {Trace complexity of network inference},
  booktitle = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery
               and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
  pages     = {491--499},
  year      = {2013},
  url       = {http://doi.acm.org/10.1145/2487575.2487664},
  doi       = {10.1145/2487575.2487664},
  timestamp = {Tue, 10 Sep 2013 10:11:57 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/kdd/AbrahaoCKP13},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}


@article{vandegeer:2009,
author = "van de Geer, Sara A. and B{\"u}hlmann, Peter",
doi = "10.1214/09-EJS506",
fjournal = "Electronic Journal of Statistics",
journal = "Electron. J. Statist.",
pages = "1360--1392",
publisher = "The Institute of Mathematical Statistics and the Bernoulli Society",
title = "On the conditions used to prove oracle results for the Lasso",
url = "http://dx.doi.org/10.1214/09-EJS506",
volume = "3",
year = "2009"
}

@article{vandegeer:2011,
author = "van de Geer, Sara and Bühlmann, Peter and Zhou, Shuheng",
doi = "10.1214/11-EJS624",
fjournal = "Electronic Journal of Statistics",
journal = "Electron. J. Statist.",
pages = "688--749",
publisher = "The Institute of Mathematical Statistics and the Bernoulli Society",
title = "The adaptive and the thresholded Lasso for potentially misspecified models (and a lower bound for the Lasso)",
url = "http://dx.doi.org/10.1214/11-EJS624",
volume = "5",
year = "2011"
}

@article{Zou:2006,
author = {Zou, Hui},
title = {The Adaptive Lasso and Its Oracle Properties},
journal = {Journal of the American Statistical Association},
volume = {101},
number = {476},
pages = {1418-1429},
year = {2006},
doi = {10.1198/016214506000000735},
URL = {http://dx.doi.org/10.1198/016214506000000735},
}

@article{Jacques:2013,
  author    = {Laurent Jacques and
               Jason N. Laska and
               Petros T. Boufounos and
               Richard G. Baraniuk},
  title     = {Robust 1-Bit Compressive Sensing via Binary Stable Embeddings of Sparse
               Vectors},
  journal   = {{IEEE} Transactions on Information Theory},
  volume    = {59},
  number    = {4},
  pages     = {2082--2102},
  year      = {2013},
  url       = {http://dx.doi.org/10.1109/TIT.2012.2234823},
  doi       = {10.1109/TIT.2012.2234823},
  timestamp = {Tue, 09 Apr 2013 19:57:48 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/tit/JacquesLBB13},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{Boufounos:2008,
  author    = {Petros Boufounos and
               Richard G. Baraniuk},
  title     = {1-Bit compressive sensing},
  booktitle = {42nd Annual Conference on Information Sciences and Systems, {CISS}
               2008, Princeton, NJ, USA, 19-21 March 2008},
  pages     = {16--21},
  year      = {2008},
  url       = {http://dx.doi.org/10.1109/CISS.2008.4558487},
  doi       = {10.1109/CISS.2008.4558487},
  timestamp = {Wed, 15 Oct 2014 17:04:27 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/ciss/BoufounosB08},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{Gupta:2010,
  author    = {Ankit Gupta and
               Robert Nowak and
               Benjamin Recht},
  title     = {Sample complexity for 1-bit compressed sensing and sparse classification},
  booktitle = {{IEEE} International Symposium on Information Theory, {ISIT} 2010,
               June 13-18, 2010, Austin, Texas, USA, Proceedings},
  pages     = {1553--1557},
  year      = {2010},
  url       = {http://dx.doi.org/10.1109/ISIT.2010.5513510},
  doi       = {10.1109/ISIT.2010.5513510},
  timestamp = {Thu, 15 Jan 2015 17:11:50 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/isit/GuptaNR10},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{Plan:2014,
  author    = {Yaniv Plan and
               Roman Vershynin},
  title     = {Dimension Reduction by Random Hyperplane Tessellations},
  journal   = {Discrete {\&} Computational Geometry},
  volume    = {51},
  number    = {2},
  pages     = {438--461},
  year      = {2014},
  url       = {http://dx.doi.org/10.1007/s00454-013-9561-6},
  doi       = {10.1007/s00454-013-9561-6},
  timestamp = {Tue, 11 Feb 2014 13:48:56 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/dcg/PlanV14},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{bickel:2009,
author = "Bickel, Peter J. and Ritov, Ya’acov and Tsybakov, Alexandre B.",
doi = "10.1214/08-AOS620",
fjournal = "The Annals of Statistics",
journal = "Ann. Statist.",
month = "08",
number = "4",
pages = "1705--1732",
publisher = "The Institute of Mathematical Statistics",
title = "Simultaneous analysis of Lasso and Dantzig selector",
url = "http://dx.doi.org/10.1214/08-AOS620",
volume = "37",
year = "2009"
}

@article{raskutti:10,
  author    = {Garvesh Raskutti and
               Martin J. Wainwright and
               Bin Yu},
  title     = {Restricted Eigenvalue Properties for Correlated Gaussian Designs},
  journal   = {Journal of Machine Learning Research},
  volume    = {11},
  pages     = {2241--2259},
  year      = {2010},
  url       = {http://portal.acm.org/citation.cfm?id=1859929},
  timestamp = {Wed, 15 Oct 2014 17:04:32 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/jmlr/RaskuttiWY10},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{rudelson:13,
  author    = {Mark Rudelson and
               Shuheng Zhou},
  title     = {Reconstruction From Anisotropic Random Measurements},
  journal   = {{IEEE} Transactions on Information Theory},
  volume    = {59},
  number    = {6},
  pages     = {3434--3447},
  year      = {2013},
  url       = {http://dx.doi.org/10.1109/TIT.2013.2243201},
  doi       = {10.1109/TIT.2013.2243201},
  timestamp = {Tue, 21 May 2013 14:15:50 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/tit/RudelsonZ13},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{bipw11,
  author    = {Khanh Do Ba and
               Piotr Indyk and
               Eric Price and
               David P. Woodruff},
  title     = {Lower Bounds for Sparse Recovery},
  journal   = {CoRR},
  volume    = {abs/1106.0365},
  year      = {2011},
  url       = {http://arxiv.org/abs/1106.0365},
  timestamp = {Mon, 05 Dec 2011 18:04:39 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/abs-1106-0365},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{pw11,
  author    = {Eric Price and
               David P. Woodruff},
  title     = {{(1} + eps)-Approximate Sparse Recovery},
  booktitle = {{IEEE} 52nd Annual Symposium on Foundations of Computer Science, {FOCS}
               2011, Palm Springs, CA, USA, October 22-25, 2011},
  pages     = {295--304},
  year      = {2011},
  crossref  = {DBLP:conf/focs/2011},
  url       = {http://dx.doi.org/10.1109/FOCS.2011.92},
  doi       = {10.1109/FOCS.2011.92},
  timestamp = {Tue, 16 Dec 2014 09:57:24 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/focs/PriceW11},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@proceedings{DBLP:conf/focs/2011,
  editor    = {Rafail Ostrovsky},
  title     = {{IEEE} 52nd Annual Symposium on Foundations of Computer Science, {FOCS}
               2011, Palm Springs, CA, USA, October 22-25, 2011},
  publisher = {{IEEE} Computer Society},
  year      = {2011},
  url       = {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6108120},
  isbn      = {978-1-4577-1843-4},
  timestamp = {Mon, 15 Dec 2014 18:48:45 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/focs/2011},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@inproceedings{pw12,
  author    = {Eric Price and
               David P. Woodruff},
  title     = {Applications of the Shannon-Hartley theorem to data streams and sparse
               recovery},
  booktitle = {Proceedings of the 2012 {IEEE} International Symposium on Information
               Theory, {ISIT} 2012, Cambridge, MA, USA, July 1-6, 2012},
  pages     = {2446--2450},
  year      = {2012},
  crossref  = {DBLP:conf/isit/2012},
  url       = {http://dx.doi.org/10.1109/ISIT.2012.6283954},
  doi       = {10.1109/ISIT.2012.6283954},
  timestamp = {Mon, 01 Oct 2012 17:34:07 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/isit/PriceW12},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@proceedings{DBLP:conf/isit/2012,
  title     = {Proceedings of the 2012 {IEEE} International Symposium on Information
               Theory, {ISIT} 2012, Cambridge, MA, USA, July 1-6, 2012},
  publisher = {{IEEE}},
  year      = {2012},
  url       = {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6268627},
  isbn      = {978-1-4673-2580-6},
  timestamp = {Mon, 01 Oct 2012 17:33:45 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/isit/2012},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}