Big reorganisation of the repo

2 files changed, 0 insertions, 618 deletions

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.