Big reorganisation of the repo

29 files changed, 1158 insertions, 618 deletions

diff --git a/notes/images/sparse_recovery_illustration.pdf b/notes/images/sparse_recovery_illustration.pdf
deleted file mode 100644
index 984bb19..0000000
--- a/notes/images/sparse_recovery_illustration.pdf
+++ /dev/null
diff --git a/notes/images/sparse_recovery_illustration_copy.pdf b/notes/images/sparse_recovery_illustration_copy.pdf
deleted file mode 100644
index a43f1f0..0000000
--- a/notes/images/sparse_recovery_illustration_copy.pdf
+++ /dev/null
diff --git a/notes/defs.tex b/old_work/defs.tex
index ca5dd55..ca5dd55 100644
--- a/notes/defs.tex
+++ b/old_work/defs.tex
diff --git a/notes/formalisation.pdf b/old_work/formalisation.pdf
index 760abe0..760abe0 100644
--- a/notes/formalisation.pdf
+++ b/old_work/formalisation.pdf
diff --git a/notes/formalisation.tex b/old_work/formalisation.tex
index c2ba8c0..c2ba8c0 100644
--- a/notes/formalisation.tex
+++ b/old_work/formalisation.tex
diff --git a/notes/maximum_likelihood_approach.tex b/old_work/maximum_likelihood_approach.tex
index 4a22158..4a22158 100644
--- a/notes/maximum_likelihood_approach.tex
+++ b/old_work/maximum_likelihood_approach.tex
diff --git a/notes/reportYaron.tex b/old_work/reportYaron.tex
index f4878c7..f4878c7 100644
--- a/notes/reportYaron.tex
+++ b/old_work/reportYaron.tex
diff --git a/notes/sparse.bib b/old_work/sparse.bib
index 969e45d..969e45d 100644
--- a/notes/sparse.bib
+++ b/old_work/sparse.bib
diff --git a/paper/example_paper.bib b/paper/example_paper.bib
deleted file mode 100644
index a9565fe..0000000
--- a/paper/example_paper.bib
+++ /dev/null
@@ -1,75 +0,0 @@
-@inproceedings{langley00,

- author    = {P. Langley},

- title     = {Crafting Papers on Machine Learning},

- year      = {2000},

- pages     = {1207--1216},

- editor    = {Pat Langley},

- booktitle     = {Proceedings of the 17th International Conference

-              on Machine Learning (ICML 2000)},

- address   = {Stanford, CA},

- publisher = {Morgan Kaufmann}

-}

-

-@TechReport{mitchell80,

-  author = 	 "T. M. Mitchell",

-  title = 	 "The Need for Biases in Learning Generalizations",

-  institution =  "Computer Science Department, Rutgers University",

-  year = 	 "1980",

-  address =	 "New Brunswick, MA",

-}

-

-@phdthesis{kearns89,

-  author = {M. J. Kearns},

-  title =  {Computational Complexity of Machine Learning},

-  school = {Department of Computer Science, Harvard University},

-  year =   {1989}

-}

-

-@Book{MachineLearningI,

-  editor = 	 "R. S. Michalski and J. G. Carbonell and T.

-		  M. Mitchell",

-  title = 	 "Machine Learning: An Artificial Intelligence

-		  Approach, Vol. I",

-  publisher = 	 "Tioga",

-  year = 	 "1983",

-  address =	 "Palo Alto, CA"

-}

-

-@Book{DudaHart2nd,

-  author =       "R. O. Duda and P. E. Hart and D. G. Stork",

-  title =        "Pattern Classification",

-  publisher =    "John Wiley and Sons",

-  edition =      "2nd",

-  year =         "2000"

-}

-

-@misc{anonymous,

-  title= {Suppressed for Anonymity},

-  author= {Author, N. N.},

-  year= {2011},

-}

-

-@InCollection{Newell81,

-  author =       "A. Newell and P. S. Rosenbloom",

-  title =        "Mechanisms of Skill Acquisition and the Law of

-                  Practice", 

-  booktitle =    "Cognitive Skills and Their Acquisition",

-  pages =        "1--51",

-  publisher =    "Lawrence Erlbaum Associates, Inc.",

-  year =         "1981",

-  editor =       "J. R. Anderson",

-  chapter =      "1",

-  address =      "Hillsdale, NJ"

-}

-

-

-@Article{Samuel59,

-  author = 	 "A. L. Samuel",

-  title = 	 "Some Studies in Machine Learning Using the Game of

-		  Checkers",

-  journal =	 "IBM Journal of Research and Development",

-  year =	 "1959",

-  volume =	 "3",

-  number =	 "3",

-  pages =	 "211--229"

-}
\ No newline at end of file
diff --git a/paper/example_paper.tex b/paper/example_paper.tex
deleted file mode 100644
index b7eff9d..0000000
--- a/paper/example_paper.tex
+++ /dev/null
@@ -1,543 +0,0 @@
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%%%%%%%% ICML 2015 EXAMPLE LATEX SUBMISSION FILE %%%%%%%%%%%%%%%%%
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-% Use the following line _only_ if you're still using LaTeX 2.09.
-%\documentstyle[icml2015,epsf,natbib]{article}
-% If you rely on Latex2e packages, like most moden people use this:
-\documentclass{article}
-
-% use Times
-\usepackage{times}
-% For figures
-\usepackage{graphicx} % more modern
-%\usepackage{epsfig} % less modern
-\usepackage{subfigure} 
-
-% For citations
-\usepackage{natbib}
-
-% For algorithms
-\usepackage{algorithm}
-\usepackage{algorithmic}
-
-% As of 2011, we use the hyperref package to produce hyperlinks in the
-% resulting PDF.  If this breaks your system, please commend out the
-% following usepackage line and replace \usepackage{icml2015} with
-% \usepackage[nohyperref]{icml2015} above.
-\usepackage{hyperref}
-
-% Packages hyperref and algorithmic misbehave sometimes.  We can fix
-% this with the following command.
-\newcommand{\theHalgorithm}{\arabic{algorithm}}
-
-% Employ the following version of the ``usepackage'' statement for
-% submitting the draft version of the paper for review.  This will set
-% the note in the first column to ``Under review.  Do not distribute.''
-\usepackage{icml2015} 
-
-% Employ this version of the ``usepackage'' statement after the paper has
-% been accepted, when creating the final version.  This will set the
-% note in the first column to ``Proceedings of the...''
-%\usepackage[accepted]{icml2015}
-
-
-% The \icmltitle you define below is probably too long as a header.
-% Therefore, a short form for the running title is supplied here:
-\icmltitlerunning{Submission and Formatting Instructions for ICML 2015}
-
-\begin{document} 
-
-\twocolumn[
-\icmltitle{Submission and Formatting Instructions for \\ 
-           International Conference on Machine Learning (ICML 2015)}
-
-% It is OKAY to include author information, even for blind
-% submissions: the style file will automatically remove it for you
-% unless you've provided the [accepted] option to the icml2015
-% package.
-\icmlauthor{Your Name}{email@yourdomain.edu}
-\icmladdress{Your Fantastic Institute,
-            314159 Pi St., Palo Alto, CA 94306 USA}
-\icmlauthor{Your CoAuthor's Name}{email@coauthordomain.edu}
-\icmladdress{Their Fantastic Institute,
-            27182 Exp St., Toronto, ON M6H 2T1 CANADA}
-
-% You may provide any keywords that you 
-% find helpful for describing your paper; these are used to populate 
-% the "keywords" metadata in the PDF but will not be shown in the document
-\icmlkeywords{boring formatting information, machine learning, ICML}
-
-\vskip 0.3in
-]
-
-\begin{abstract} 
-The purpose of this document is to provide both the basic paper template and
-submission guidelines.
-\end{abstract} 
-
-\section{Electronic Submission}
-\label{submission}
-
-Submission to ICML 2015 will be entirely electronic, via a web site
-(not email).  Information about the submission process and \LaTeX\ templates
-are available on the conference web site at:
-\begin{center}
-\textbf{\texttt{http://icml.cc/2015/}}
-\end{center}
-Send questions about submission and electronic templates to
-\texttt{program@icml.cc}.
-
-The guidelines below will be enforced for initial submissions and
-camera-ready copies.  Here is a brief summary:
-\begin{itemize}
-\item Submissions must be in PDF.
-\item The maximum paper length is \textbf{8 pages excluding references, and 10 pages
-  including references} (pages 9 and 10 must contain only references).
-\item Do \textbf{not include author information or acknowledgments} in your initial
-submission. 
-\item Your paper should be in \textbf{10 point Times font}.
-\item Make sure your PDF file only uses Type-1 fonts.
-\item Place figure captions {\em under} the figure (and omit titles from inside
-the graphic file itself).  Place table captions {\em over} the table.
-\item References must include page numbers whenever possible and be as complete
-as possible.  Place multiple citations in chronological order.  
-\item Do not alter the style template; in particular, do not compress the paper
-format by reducing the vertical spaces.
-\end{itemize}
-
-\subsection{Submitting Papers}
-
-{\bf Paper Deadline:} The deadline for paper submission to ICML 2015
-is at \textbf{23:59 Universal Time (3:59 Pacific Daylight Time) on February 6, 2015}.
-If your full submission does not reach us by this time, it will 
-not be considered for publication. There is no separate abstract submission.
-
-{\bf Anonymous Submission:} To facilitate blind review, no identifying
-author information should appear on the title page or in the paper
-itself.  Section~\ref{author info} will explain the details of how to
-format this.
-
-{\bf Simultaneous Submission:} ICML will not accept any paper which,
-at the time of submission, is under review for another conference or
-has already been published. This policy also applies to papers that
-overlap substantially in technical content with conference papers
-under review or previously published. ICML submissions must not be
-submitted to other conferences during ICML's review period. Authors
-may submit to ICML substantially different versions of journal papers
-that are currently under review by the journal, but not yet accepted
-at the time of submission. Informal publications, such as technical
-reports or papers in workshop proceedings which do not appear in
-print, do not fall under these restrictions.
-
-\medskip
-
-To ensure our ability to print submissions, authors must provide their
-manuscripts in \textbf{PDF} format.  Furthermore, please make sure
-that files contain only Type-1 fonts (e.g.,~using the program {\tt
-  pdffonts} in linux or using File/DocumentProperties/Fonts in
-Acrobat).  Other fonts (like Type-3) might come from graphics files
-imported into the document.
-
-Authors using \textbf{Word} must convert their document to PDF.  Most
-of the latest versions of Word have the facility to do this
-automatically.  Submissions will not be accepted in Word format or any
-format other than PDF. Really. We're not joking. Don't send Word.
-
-Those who use \textbf{\LaTeX} to format their accepted papers need to pay close
-attention to the typefaces used.  Specifically, when producing the PDF by first
-converting the dvi output of \LaTeX\ to Postscript the default behavior is to
-use non-scalable Type-3 PostScript bitmap fonts to represent the standard
-\LaTeX\ fonts. The resulting document is difficult to read in electronic form;
-the type appears fuzzy. To avoid this problem, dvips must be instructed to use
-an alternative font map.  This can be achieved with the following two commands:
-
-{\footnotesize
-\begin{verbatim}
-dvips -Ppdf -tletter -G0 -o paper.ps paper.dvi
-ps2pdf paper.ps
-\end{verbatim}}
-Note that it is a zero following the ``-G''.  This tells dvips to use
-the config.pdf file (and this file refers to a better font mapping).
-
-A better alternative is to use the \textbf{pdflatex} program instead of
-straight \LaTeX. This program avoids the Type-3 font problem, however you must
-ensure that all of the fonts are embedded (use {\tt pdffonts}). If they are
-not, you need to configure pdflatex to use a font map file that specifies that
-the fonts be embedded. Also you should ensure that images are not downsampled
-or otherwise compressed in a lossy way.
-
-Note that the 2015 style files use the {\tt hyperref} package to
-make clickable links in documents.  If this causes problems for you,
-add {\tt nohyperref} as one of the options to the {\tt icml2015}
-usepackage statement.
-
-\subsection{Reacting to Reviews}
-
-We will continue the ICML tradition in which the authors are given the
-option of providing a short reaction to the initial reviews. These
-reactions will be taken into account in the discussion among the
-reviewers and area chairs.
-
-\subsection{Submitting Final Camera-Ready Copy}
-
-The final versions of papers accepted for publication should follow the
-same format and naming convention as initial submissions, except of
-course that the normal author information (names and affiliations)
-should be given.  See Section~\ref{final author} for details of how to
-format this.
-
-The footnote, ``Preliminary work.  Under review by the International
-Conference on Machine Learning (ICML).  Do not distribute.'' must be
-modified to ``\textit{Proceedings of the
-$\mathit{31}^{st}$ International Conference on Machine Learning},
-Lille, France, 2015.  JMLR: W\&CP volume 37. 
-Copyright 2015 by the author(s).''
-
-For those using the \textbf{\LaTeX} style file, simply change
-$\mathtt{\backslash usepackage\{icml2015\}}$ to 
-
-$$\mathtt{\backslash usepackage[accepted]\{icml2015\}}$$
-
-\noindent
-Authors using \textbf{Word} must edit the
-footnote on the first page of the document themselves.
-
-Camera-ready copies should have the title of the paper as running head
-on each page except the first one.  The running title consists of a
-single line centered above a horizontal rule which is $1$ point thick.
-The running head should be centered, bold and in $9$ point type.  The
-rule should be $10$ points above the main text.  For those using the
-\textbf{\LaTeX} style file, the original title is automatically set as running
-head using the {\tt fancyhdr} package which is included in the ICML
-2015 style file package.  In case that the original title exceeds the
-size restrictions, a shorter form can be supplied by using
-
-\verb|\icmltitlerunning{...}|
-
-just before $\mathtt{\backslash begin\{document\}}$.
-Authors using \textbf{Word} must edit the header of the document themselves.
-
-\section{Format of the Paper} 
- 
-All submissions must follow the same format to ensure the printer can
-reproduce them without problems and to let readers more easily find
-the information that they desire.
-
-\subsection{Length and Dimensions}
-
-Papers must not exceed eight (8) pages, including all figures, tables,
-and appendices, but excluding references. When references are included,
-the paper must not exceed ten (10) pages. Any submission that exceeds 
-this page limit or that diverges significantly from the format specified 
-herein will be rejected without review.
-
-The text of the paper should be formatted in two columns, with an
-overall width of 6.75 inches, height of 9.0 inches, and 0.25 inches
-between the columns. The left margin should be 0.75 inches and the top
-margin 1.0 inch (2.54~cm). The right and bottom margins will depend on
-whether you print on US letter or A4 paper, but all final versions
-must be produced for US letter size.
-
-The paper body should be set in 10~point type with a vertical spacing
-of 11~points. Please use Times typeface throughout the text.
-
-\subsection{Title}
-
-The paper title should be set in 14~point bold type and centered
-between two horizontal rules that are 1~point thick, with 1.0~inch
-between the top rule and the top edge of the page. Capitalize the
-first letter of content words and put the rest of the title in lower
-case.
-
-\subsection{Author Information for Submission}
-\label{author info}
-
-To facilitate blind review, author information must not appear.  If
-you are using \LaTeX\/ and the \texttt{icml2015.sty} file, you may use
-\verb+\icmlauthor{...}+ to specify authors.  The author information
-will simply not be printed until {\tt accepted} is an argument to the
-style file. Submissions that include the author information will not
-be reviewed.
-
-\subsubsection{Self-Citations}
-
-If your are citing published papers for which you are an author, refer
-to yourself in the third person. In particular, do not use phrases
-that reveal your identity (e.g., ``in previous work \cite{langley00}, we 
-have shown \ldots'').
-
-Do not anonymize citations in the reference section by removing or
-blacking out author names. The only exception are manuscripts that are
-not yet published (e.g. under submission). If you choose to refer to
-such unpublished manuscripts \cite{anonymous}, anonymized copies have 
-to be submitted
-as Supplementary Material via CMT. However, keep in mind that an ICML
-paper should be self contained and should contain sufficient detail
-for the reviewers to evaluate the work. In particular, reviewers are
-not required to look a the Supplementary Material when writing their
-review.
-
-\subsubsection{Camera-Ready Author Information}
-\label{final author}
-
-If a paper is accepted, a final camera-ready copy must be prepared.
-%
-For camera-ready papers, author information should start 0.3~inches
-below the bottom rule surrounding the title. The authors' names should
-appear in 10~point bold type, electronic mail addresses in 10~point
-small capitals, and physical addresses in ordinary 10~point type.
-Each author's name should be flush left, whereas the email address
-should be flush right on the same line. The author's physical address
-should appear flush left on the ensuing line, on a single line if
-possible. If successive authors have the same affiliation, then give
-their physical address only once.
-
-A sample file (in PDF) with author names is included in the ICML2015 
-style file package.
-
-\subsection{Abstract}
-
-The paper abstract should begin in the left column, 0.4~inches below
-the final address. The heading `Abstract' should be centered, bold,
-and in 11~point type. The abstract body should use 10~point type, with
-a vertical spacing of 11~points, and should be indented 0.25~inches
-more than normal on left-hand and right-hand margins. Insert
-0.4~inches of blank space after the body. Keep your abstract brief and 
-self-contained,
-limiting it to one paragraph and no more than six or seven sentences.
-
-\subsection{Partitioning the Text} 
-
-You should organize your paper into sections and paragraphs to help
-readers place a structure on the material and understand its
-contributions.
-
-\subsubsection{Sections and Subsections}
-
-Section headings should be numbered, flush left, and set in 11~pt bold
-type with the content words capitalized. Leave 0.25~inches of space
-before the heading and 0.15~inches after the heading.
-
-Similarly, subsection headings should be numbered, flush left, and set
-in 10~pt bold type with the content words capitalized. Leave
-0.2~inches of space before the heading and 0.13~inches afterward.
-
-Finally, subsubsection headings should be numbered, flush left, and
-set in 10~pt small caps with the content words capitalized. Leave
-0.18~inches of space before the heading and 0.1~inches after the
-heading. 
-
-Please use no more than three levels of headings.
-
-\subsubsection{Paragraphs and Footnotes}
-
-Within each section or subsection, you should further partition the
-paper into paragraphs. Do not indent the first line of a given
-paragraph, but insert a blank line between succeeding ones.
- 
-You can use footnotes\footnote{For the sake of readability, footnotes
-should be complete sentences.} to provide readers with additional
-information about a topic without interrupting the flow of the paper. 
-Indicate footnotes with a number in the text where the point is most
-relevant. Place the footnote in 9~point type at the bottom of the
-column in which it appears. Precede the first footnote in a column
-with a horizontal rule of 0.8~inches.\footnote{Multiple footnotes can
-appear in each column, in the same order as they appear in the text,
-but spread them across columns and pages if possible.}
-
-\begin{figure}[ht]
-\vskip 0.2in
-\begin{center}
-\centerline{\includegraphics[width=\columnwidth]{icml_numpapers}}
-\caption{Historical locations and number of accepted papers for International
-  Machine Learning Conferences (ICML 1993 -- ICML 2008) and
-  International Workshops on Machine Learning (ML 1988 -- ML
-  1992). At the time this figure was produced, the number of
-  accepted papers for ICML 2008 was unknown and instead estimated.}
-\label{icml-historical}
-\end{center}
-\vskip -0.2in
-\end{figure} 
-
-\subsection{Figures}
- 
-You may want to include figures in the paper to help readers visualize
-your approach and your results. Such artwork should be centered,
-legible, and separated from the text. Lines should be dark and at
-least 0.5~points thick for purposes of reproduction, and text should
-not appear on a gray background.
-
-Label all distinct components of each figure. If the figure takes the
-form of a graph, then give a name for each axis and include a legend
-that briefly describes each curve. Do not include a title inside the
-figure; instead, the caption should serve this function.
-
-Number figures sequentially, placing the figure number and caption
-{\it after\/} the graphics, with at least 0.1~inches of space before
-the caption and 0.1~inches after it, as in
-Figure~\ref{icml-historical}.  The figure caption should be set in
-9~point type and centered unless it runs two or more lines, in which
-case it should be flush left.  You may float figures to the top or
-bottom of a column, and you may set wide figures across both columns
-(use the environment {\tt figure*} in \LaTeX), but always place
-two-column figures at the top or bottom of the page.
-
-\subsection{Algorithms}
-
-If you are using \LaTeX, please use the ``algorithm'' and ``algorithmic'' 
-environments to format pseudocode. These require 
-the corresponding stylefiles, algorithm.sty and 
-algorithmic.sty, which are supplied with this package. 
-Algorithm~\ref{alg:example} shows an example. 
-
-\begin{algorithm}[tb]
-   \caption{Bubble Sort}
-   \label{alg:example}
-\begin{algorithmic}
-   \STATE {\bfseries Input:} data $x_i$, size $m$
-   \REPEAT
-   \STATE Initialize $noChange = true$.
-   \FOR{$i=1$ {\bfseries to} $m-1$}
-   \IF{$x_i > x_{i+1}$} 
-   \STATE Swap $x_i$ and $x_{i+1}$
-   \STATE $noChange = false$
-   \ENDIF
-   \ENDFOR
-   \UNTIL{$noChange$ is $true$}
-\end{algorithmic}
-\end{algorithm}
- 
-\subsection{Tables} 
- 
-You may also want to include tables that summarize material. Like 
-figures, these should be centered, legible, and numbered consecutively. 
-However, place the title {\it above\/} the table with at least 
-0.1~inches of space before the title and the same after it, as in 
-Table~\ref{sample-table}. The table title should be set in 9~point 
-type and centered unless it runs two or more lines, in which case it
-should be flush left.
-
-% Note use of \abovespace and \belowspace to get reasonable spacing 
-% above and below tabular lines. 
-
-\begin{table}[t]
-\caption{Classification accuracies for naive Bayes and flexible 
-Bayes on various data sets.}
-\label{sample-table}
-\vskip 0.15in
-\begin{center}
-\begin{small}
-\begin{sc}
-\begin{tabular}{lcccr}
-\hline
-\abovespace\belowspace
-Data set & Naive & Flexible & Better? \\
-\hline
-\abovespace
-Breast    & 95.9$\pm$ 0.2& 96.7$\pm$ 0.2& $\surd$ \\
-Cleveland & 83.3$\pm$ 0.6& 80.0$\pm$ 0.6& $\times$\\
-Glass2    & 61.9$\pm$ 1.4& 83.8$\pm$ 0.7& $\surd$ \\
-Credit    & 74.8$\pm$ 0.5& 78.3$\pm$ 0.6&         \\
-Horse     & 73.3$\pm$ 0.9& 69.7$\pm$ 1.0& $\times$\\
-Meta      & 67.1$\pm$ 0.6& 76.5$\pm$ 0.5& $\surd$ \\
-Pima      & 75.1$\pm$ 0.6& 73.9$\pm$ 0.5&         \\
-\belowspace
-Vehicle   & 44.9$\pm$ 0.6& 61.5$\pm$ 0.4& $\surd$ \\
-\hline
-\end{tabular}
-\end{sc}
-\end{small}
-\end{center}
-\vskip -0.1in
-\end{table}
-
-Tables contain textual material that can be typeset, as contrasted 
-with figures, which contain graphical material that must be drawn. 
-Specify the contents of each row and column in the table's topmost
-row. Again, you may float tables to a column's top or bottom, and set
-wide tables across both columns, but place two-column tables at the
-top or bottom of the page.
- 
-\subsection{Citations and References} 
-
-Please use APA reference format regardless of your formatter
-or word processor. If you rely on the \LaTeX\/ bibliographic 
-facility, use {\tt natbib.sty} and {\tt icml2015.bst} 
-included in the style-file package to obtain this format.
-
-Citations within the text should include the authors' last names and
-year. If the authors' names are included in the sentence, place only
-the year in parentheses, for example when referencing Arthur Samuel's
-pioneering work \yrcite{Samuel59}. Otherwise place the entire
-reference in parentheses with the authors and year separated by a
-comma \cite{Samuel59}. List multiple references separated by
-semicolons \cite{kearns89,Samuel59,mitchell80}. Use the `et~al.'
-construct only for citations with three or more authors or after
-listing all authors to a publication in an earlier reference \cite{MachineLearningI}.
-
-Authors should cite their own work in the third person
-in the initial version of their paper submitted for blind review.
-Please refer to Section~\ref{author info} for detailed instructions on how to
-cite your own papers.
-
-Use an unnumbered first-level section heading for the references, and 
-use a hanging indent style, with the first line of the reference flush
-against the left margin and subsequent lines indented by 10 points. 
-The references at the end of this document give examples for journal
-articles \cite{Samuel59}, conference publications \cite{langley00}, book chapters \cite{Newell81}, books \cite{DudaHart2nd}, edited volumes \cite{MachineLearningI}, 
-technical reports \cite{mitchell80}, and dissertations \cite{kearns89}. 
-
-Alphabetize references by the surnames of the first authors, with
-single author entries preceding multiple author entries. Order
-references for the same authors by year of publication, with the
-earliest first. Make sure that each reference includes all relevant
-information (e.g., page numbers).
-
-\subsection{Software and Data}
-
-We strongly encourage the publication of software and data with the
-camera-ready version of the paper whenever appropriate.  This can be
-done by including a URL in the camera-ready copy.  However, do not
-include URLs that reveal your institution or identity in your
-submission for review.  Instead, provide an anonymous URL or upload
-the material as ``Supplementary Material'' into the CMT reviewing
-system.  Note that reviewers are not required to look a this material
-when writing their review.
-
-
-% Acknowledgements should only appear in the accepted version. 
-\section*{Acknowledgments} 
- 
-\textbf{Do not} include acknowledgements in the initial version of
-the paper submitted for blind review.
-
-If a paper is accepted, the final camera-ready version can (and
-probably should) include acknowledgements. In this case, please
-place such acknowledgements in an unnumbered section at the
-end of the paper. Typically, this will include thanks to reviewers
-who gave useful comments, to colleagues who contributed to the ideas, 
-and to funding agencies and corporate sponsors that provided financial 
-support.  
-
-
-% In the unusual situation where you want a paper to appear in the
-% references without citing it in the main text, use \nocite
-\nocite{langley00}
-
-\bibliography{example_paper}
-\bibliographystyle{icml2015}
-
-\end{document} 
-
-
-% This document was modified from the file originally made available by
-% Pat Langley and Andrea Danyluk for ICML-2K. This version was
-% created by Lise Getoor and Tobias Scheffer, it was slightly modified  
-% from the 2010 version by Thorsten Joachims & Johannes Fuernkranz, 
-% slightly modified from the 2009 version by Kiri Wagstaff and 
-% Sam Roweis's 2008 version, which is slightly modified from 
-% Prasad Tadepalli's 2007 version which is a lightly 
-% changed version of the previous year's version by Andrew Moore, 
-% which was in turn edited from those of Kristian Kersting and 
-% Codrina Lauth. Alex Smola contributed to the algorithmic style files.  
diff --git a/notes/beamerthemeconfposter.sty b/poster/beamerthemeconfposter.sty
index bcba6a7..bcba6a7 100644
--- a/notes/beamerthemeconfposter.sty
+++ b/poster/beamerthemeconfposter.sty
diff --git a/notes/cracking_cascades_classposter.tex b/poster/cracking_cascades_classposter.tex
index 3f8204e..3f8204e 100644
--- a/notes/cracking_cascades_classposter.tex
+++ b/poster/cracking_cascades_classposter.tex
diff --git a/notes/images/greedy_sparse_comparison.png b/poster/images/greedy_sparse_comparison.png
index 3fab5b0..3fab5b0 100644
--- a/notes/images/greedy_sparse_comparison.png
+++ b/poster/images/greedy_sparse_comparison.png
diff --git a/notes/images/icc.png b/poster/images/icc.png
index 2148eed..2148eed 100644
--- a/notes/images/icc.png
+++ b/poster/images/icc.png
diff --git a/notes/images/sparse_recovery_illustration.svg b/poster/images/sparse_recovery_illustration.svg
index bef82c2..bef82c2 100644
--- a/notes/images/sparse_recovery_illustration.svg
+++ b/poster/images/sparse_recovery_illustration.svg
diff --git a/notes/images/voter.png b/poster/images/voter.png
index c1325cb..c1325cb 100644
--- a/notes/images/voter.png
+++ b/poster/images/voter.png
diff --git a/notes/presentation/beamer.tex b/presentation/econcs/beamer.tex
index 7d4b5c1..7d4b5c1 100644
--- a/notes/presentation/beamer.tex
+++ b/presentation/econcs/beamer.tex
diff --git a/notes/presentation/figures/Screen Shot 2015-03-08 at 13.08.01.png b/presentation/econcs/figures/Screen Shot 2015-03-08 at 13.08.01.png
index b053f0c..b053f0c 100644
--- a/notes/presentation/figures/Screen Shot 2015-03-08 at 13.08.01.png
+++ b/presentation/econcs/figures/Screen Shot 2015-03-08 at 13.08.01.png
diff --git a/notes/presentation/figures/weighted_graph.png b/presentation/econcs/figures/weighted_graph.png
index 7deccc3..7deccc3 100644
--- a/notes/presentation/figures/weighted_graph.png
+++ b/presentation/econcs/figures/weighted_graph.png
diff --git a/notes/presentation/sparse.bib b/presentation/econcs/sparse.bib
index 5df4b59..5df4b59 100644
--- a/notes/presentation/sparse.bib
+++ b/presentation/econcs/sparse.bib
diff --git a/notes/presentation/extended_abstract.txt b/presentation/extended_abstract.txt
index 47a12b9..47a12b9 100644
--- a/notes/presentation/extended_abstract.txt
+++ b/presentation/extended_abstract.txt
diff --git a/presentation/images/greedy_sparse_comparison.png b/presentation/images/greedy_sparse_comparison.png
new file mode 100644
index 0000000..3fab5b0
--- /dev/null
+++ b/presentation/images/greedy_sparse_comparison.png
diff --git a/presentation/images/icc.png b/presentation/images/icc.png
new file mode 100644
index 0000000..2148eed
--- /dev/null
+++ b/presentation/images/icc.png
diff --git a/presentation/images/sparse_recovery_illustration.svg b/presentation/images/sparse_recovery_illustration.svg
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index ecc66ed..ecc66ed 100644
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new file mode 100644
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diff --git a/presentation/stats/sparse.bib b/presentation/stats/sparse.bib
new file mode 100644
index 0000000..5df4b59
--- /dev/null
+++ b/presentation/stats/sparse.bib
@@ -0,0 +1,503 @@
+@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}
+}