\providecommand{\newblock}{}
\begin{thebibliography}{10}
\expandafter\ifx\csname url\endcsname\relax
  \def\url#1{{\tt #1}}\fi
\expandafter\ifx\csname urlprefix\endcsname\relax\def\urlprefix{URL }\fi
\providecommand{\eprint}[2][]{\url{#2}}
% Bibliography created with iopart-num v2.0
% /biblio/bibtex/contrib/iopart-num

\bibitem{lalhiggsml}
{LAL} website of the {H}iggs {B}oson {M}achine {L}earning {C}hallenge
  \url{https://higgsml.lal.in2p3.fr}

\bibitem{LearningToDiscover}
Adam-Bourdarios C, Cowan G, Germain C, Guyon I, K\'{e}gl B and Rousseau D
  {CERN} {O}pen {D}ata {P}ortal DOI:10.7483/OPENDATA.ATLAS.MQ5J.GHXA,
  {\url{http://opendata.cern.ch/record/329}}

\bibitem{Kendall}
Kendall M~G, Stuart A and Ord J~K (eds) 1987 {\em Kendall's Advanced Theory of
  Statistics\/} (New York, NY, USA: Oxford University Press, Inc.) ISBN
  0-195-20561-8

\bibitem{Aad:2012tfa}
{ATLAS Collaboration} 2012 {\em Phys.Lett.\/} {\bf B716} 1--29
  (\textit{Preprint} \eprint{1207.7214})

\bibitem{Chatrchyan:2012ufa}
{CMS Collaboration} 2012 {\em Phys.Lett.\/} {\bf B716} 30--61
  (\textit{Preprint} \eprint{1207.7235})

\bibitem{Aad:2015vsa}
{ATLAS Collaboration} 2015 {\em JHEP\/} {\bf 1504} 117 (\textit{Preprint}
  \eprint{1501.04943})

\bibitem{Chatrchyan:2014nva}
{CMS Collaboration} 2014 {\em JHEP\/} {\bf 1405} 104 (\textit{Preprint}
  \eprint{1401.5041})

\bibitem{Hastie09}
Hastie T, Tibshirani R and Friedman J 2009 {\em The Elements of Statistical
  Learning, Data Mining, Interference, and Prediction\/} (Springer)

\bibitem{Bishop06}
Bishop C~M 2006 {\em Pattern Recognition and Machine Learning (Information
  Science and Statistics)\/} (Springer-Verlag New York, Inc.) ISBN 0387310738

\bibitem{NetflixPrize}
Website of the {Ne}tflix prize \url{www.netflixprize.com}

\bibitem{MappingDM}
{W}ebsite of {M}apping {D}ark {M}atter \url{https://www.kaggle.com/c/mdm}

\bibitem{kaggleHiggs}
Kaggle website of the {H}iggs {B}oson {M}achine {L}earning {C}hallenge
  \url{https://www.kaggle.com/c/higgs-boson}

\bibitem{ATLASDet}
{ATLAS Collaboration} 2008 {\em JINST\/} {\bf 3} S08003

\bibitem{asimov}
Cowan G, Cranmer K, Gross E and Vitells O 2011 {\em Eur. Phys. J. C\/} {\bf 71}
  1554 (\textit{Preprint} \eprint{arXiv:1007.1727})

\bibitem{xgboost}
{C}hen {T} {\it et al.}, {XGB}oost: e{X}treme {G}radient {B}oosting
  \url{github.com/dmlc/xgboost}

\bibitem{HiggsMLData}
{ATLAS} {C}ollaboration, {Data} set from the {H}iggs {M}achine {L}earning
  {C}hallenge, {CERN} {O}pen {D}ata {P}ortal
  \url{opendata.cern.ch/collection/ATLAS-Higgs-Challenge-2014}

\bibitem{nipsworkshop}
{HEPML} workshop at {NIPS14} \url{https://indico.lal.in2p3.fr/event/2632/}

\bibitem{HiggsMLWorkshop}
Workshop: {H}iggs {M}achine {L}earning {C}hallenge visits {CERN}
  \url{cern.ch/higgsml-visit}

\end{thebibliography}