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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}
+}
+
+@article{Leskovec:2010,
+  author    = {Jure Leskovec and
+               Deepayan Chakrabarti and
+               Jon M. Kleinberg and
+               Christos Faloutsos and
+               Zoubin Ghahramani},
+  title     = {Kronecker Graphs: An Approach to Modeling Networks},
+  journal   = {Journal of Machine Learning Research},
+  volume    = {11},
+  pages     = {985--1042},
+  year      = {2010},
+  url       = {http://doi.acm.org/10.1145/1756006.1756039},
+  doi       = {10.1145/1756006.1756039},
+  timestamp = {Thu, 22 Apr 2010 13:26:26 +0200},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/jmlr/LeskovecCKFG10},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+@article{Holme:2002,
+  author= {Petter Holme and Beom Jun Kim},
+  title = {Growing scale-free networks with tunable clustering},
+  journal = {Physical review E},
+  volume = {65},
+  issue = {2},
+  pages = {026--107},
+  year = {2002}
+}
+
+
+@article{watts:1998,
+  Annote = {10.1038/30918},
+  Author = {Watts, Duncan J. and Strogatz, Steven H.},
+  Date = {1998/06/04/print},
+  Isbn = {0028-0836},
+  Journal = {Nature},
+  Number = {6684},
+  Pages = {440--442},
+  Read = {0},
+  Title = {Collective dynamics of `small-world' networks},
+  Url = {http://dx.doi.org/10.1038/30918},
+  Volume = {393},
+  Year = {1998},
+}
+
+@article{barabasi:2001,
+  author    = {R{\'{e}}ka Albert and
+               Albert{-}L{\'{a}}szl{\'{o}} Barab{\'{a}}si},
+  title     = {Statistical mechanics of complex networks},
+  journal   = {CoRR},
+  volume    = {cond-mat/0106096},
+  year      = {2001},
+  url       = {http://arxiv.org/abs/cond-mat/0106096},
+  timestamp = {Mon, 05 Dec 2011 18:05:15 +0100},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/cond-mat-0106096},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+
+@article{gomezbalduzzi:2011,
+  author    = {Manuel Gomez{-}Rodriguez and
+               David Balduzzi and
+               Bernhard Sch{\"{o}}lkopf},
+  title     = {Uncovering the Temporal Dynamics of Diffusion Networks},
+  journal   = {CoRR},
+  volume    = {abs/1105.0697},
+  year      = {2011},
+  url       = {http://arxiv.org/abs/1105.0697},
+  timestamp = {Mon, 05 Dec 2011 18:05:23 +0100},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/abs-1105-0697},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+@article{Nowell08,
+  author = {Liben-Nowell, David and Kleinberg, Jon},
+  biburl = {http://www.bibsonomy.org/bibtex/250b9b1ca1849fa9cb8bb92d6d9031436/mkroell},
+  doi = {10.1073/pnas.0708471105},
+  eprint = {http://www.pnas.org/content/105/12/4633.full.pdf+html},
+  journal = {Proceedings of the National Academy of Sciences},
+  keywords = {SNA graph networks},
+  number = 12,
+  pages = {4633-4638},
+  timestamp = {2008-10-09T10:32:56.000+0200},
+  title = {{Tracing information flow on a global scale using Internet chain-letter data}},
+  url = {http://www.pnas.org/content/105/12/4633.abstract},
+  volume = 105,
+  year = 2008
+}
+
+@inproceedings{Leskovec07,
+  author    = {Jure Leskovec and
+               Mary McGlohon and
+               Christos Faloutsos and
+               Natalie S. Glance and
+               Matthew Hurst},
+  title     = {Patterns of Cascading Behavior in Large Blog Graphs},
+  booktitle = {Proceedings of the Seventh {SIAM} International Conference on Data
+               Mining, April 26-28, 2007, Minneapolis, Minnesota, {USA}},
+  pages     = {551--556},
+  year      = {2007},
+  url       = {http://dx.doi.org/10.1137/1.9781611972771.60},
+  doi       = {10.1137/1.9781611972771.60},
+  timestamp = {Wed, 12 Feb 2014 17:08:15 +0100},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/sdm/LeskovecMFGH07},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+
+@inproceedings{AdarA05,
+  author    = {Eytan Adar and
+               Lada A. Adamic},
+  title     = {Tracking Information Epidemics in Blogspace},
+  booktitle = {2005 {IEEE} / {WIC} / {ACM} International Conference on Web Intelligence
+               {(WI} 2005), 19-22 September 2005, Compiegne, France},
+  pages     = {207--214},
+  year      = {2005},
+  url       = {http://dx.doi.org/10.1109/WI.2005.151},
+  doi       = {10.1109/WI.2005.151},
+  timestamp = {Tue, 12 Aug 2014 16:59:16 +0200},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/webi/AdarA05},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+@inproceedings{Kleinberg:00,
+  author    = {Jon M. Kleinberg},
+  title     = {The small-world phenomenon: an algorithm perspective},
+  booktitle = {Proceedings of the Thirty-Second Annual {ACM} Symposium on Theory
+               of Computing, May 21-23, 2000, Portland, OR, {USA}},
+  pages     = {163--170},
+  year      = {2000},
+  url       = {http://doi.acm.org/10.1145/335305.335325},
+  doi       = {10.1145/335305.335325},
+  timestamp = {Thu, 16 Feb 2012 12:06:08 +0100},
+  biburl    = {http://dblp.uni-trier.de/rec/bib/conf/stoc/Kleinberg00},
+  bibsource = {dblp computer science bibliography, http://dblp.org}
+}
+
+@article{zhang2014,
+  title={Confidence intervals for low dimensional parameters in high dimensional linear models},
+  author={Zhang, Cun-Hui and Zhang, Stephanie S},
+  journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
+  volume={76},
+  number={1},
+  pages={217--242},
+  year={2014},
+  publisher={Wiley Online Library}
+}
+
+@article{javanmard2014,
+  title={Confidence intervals and hypothesis testing for high-dimensional regression},
+  author={Javanmard, Adel and Montanari, Andrea},
+  journal={The Journal of Machine Learning Research},
+  volume={15},
+  number={1},
+  pages={2869--2909},
+  year={2014},
+  publisher={JMLR. org}
+}