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\title{Learning Defect Predictors:\\Lessons from the Trenches}
\titlegraphic{\vspace{-1.8cm}
\includegraphics[width=0.6in]{wvlogo.jpg}~~~~~~
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\author{
Tim Menzies\\ LCSEE, WVU\\
tim{@}menzies.us ~\\~\\ }%\\\today}
\date{~}

\begin{document}
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%\section{Appendixes} \subsection{References} \frame {
%	\frametitle{References}
%{\tiny
%\bi
%\item \bibentry{basili02}
%\item \bibentry{dekhtyar07}
%\item \bibentry{hayes07}
%\item \bibentry{ma07c}}
%\item \bibentry{me07e}
%\item \bibentry{musa87}
%\item \bibentry{nach08}
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\section{References}
\subsection{}
\frame {\frametitle{References}

\begin{thebibliography}{17}
\tiny\providecommand{\natexlab}[1]{#1}
\providecommand{\url}[1]{\texttt{#1}}
\expandafter\ifx\csname urlstyle\endcsname\relax
  \providecommand{\doi}[1]{doi: #1}\else
  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\url}\fi
\bibitem[Arisholm and Briand(2006)]{arisholm06}
E.~Arisholm and L.~Briand.
\newblock Predicting fault-prone components in a java legacy system.
\newblock In \emph{5th ACM-IEEE International Symposium on Empirical Software
  Engineering (ISESE), Rio de Janeiro, Brazil, September 21-22}, 2006.
\newblock Available from
  \url{http://simula.no/research/engineering/publications/Arisholm.2006.4}.
\bibitem[Elkan(2001)]{elkan01}
Charles Elkan.
\newblock The foundations of cost-sensitive learning.
\newblock In \emph{Proceedings of the Seventeenth International Joint
  Conference on Artificial Intelligence (IJCAI’01)}, 2001.
\newblock Available from \url{http://www-cse.ucsd.edu/users/elkan/rescale.pdf}.
\bibitem[Fawcett(2001)]{fawcett01}
Tom Fawcett.
\newblock Using rule sets to maximize roc performance.
\newblock In \emph{2001 IEEE International Conference on Data Mining
  (ICDM-01)}, 2001.
\newblock Available from
  \url{http://home.comcast.net/~tom.fawcett/public_html/papers/ICDM-final.pdf}.
\bibitem[Fenton and Pfleeger(1997)]{fenton97}
N.~E. Fenton and S.L. Pfleeger.
\newblock \emph{Software Metrics: A Rigorous \& Practical Approach}.
\newblock International Thompson Press, 1997.
\bibitem[Halstead(1977)]{halstead77}
M.H. Halstead.
\newblock \emph{Elements of Software Science}.
\newblock Elsevier, 1977.
\bibitem[Jiang et~al.(2007)Jiang, Cukic, and Menzies]{jiang07}
Y.~Jiang, B.~Cukic, and T.~Menzies.
\newblock Fault prediction using early lifecycle data.
\newblock In \emph{ISSRE'07}, 2007.
\newblock Available from \url{http://menzies.us/pdf/07issre.pdf}.
\bibitem[Lessmann et~al.(2008)Lessmann, Baesens, Mues, and Pietsch]{lessmann09}
S.~Lessmann, B.~Baesens, C.~Mues, and S.~Pietsch.
\newblock Benchmarking classification models for software defect prediction: A
  proposed framework and novel findings.
\newblock \emph{IEEE Transactions on Software Engineering}, 2008.
\bibitem[McCabe(1976)]{mccabe76}
T.J. McCabe.
\newblock A complexity measure.
\newblock \emph{IEEE Transactions on Software Engineering}, 2\penalty0
  (4):\penalty0 308--320, December 1976.
\newblock ISSN 0098-5589.
\end{thebibliography}
}
\frame {\frametitle{References (more)}

\begin{thebibliography}{17}
\tiny\providecommand{\natexlab}[1]{#1}
\providecommand{\url}[1]{\texttt{#1}}
\expandafter\ifx\csname urlstyle\endcsname\relax
  \providecommand{\doi}[1]{doi: #1}\else
  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\url}\fi

\bibitem[Menzies et~al.(2008{\natexlab{a}})Menzies, Benson, Costello, Moats,
  Northey, and Richarson]{me08a}
T.~Menzies, M.~Benson, K.~Costello, C.~Moats, M.~Northey, and J.~Richarson.
\newblock Learning better {IV\&V} practices.
\newblock \emph{Innovations in Systems and Software Engineering}, March
  2008{\natexlab{a}}.
\newblock Available from \url{http://menzies.us/pdf/07ivv.pdf}.

\bibitem[Menzies et~al.(2008{\natexlab{b}})Menzies, Turhan, Bener, Gay, Cukic,
  and Jiang]{me08d}
T.~Menzies, B.~Turhan, A.~Bener, G.~Gay, B.~Cukic, and Y.~Jiang.
\newblock Implications of ceiling effects in defect predictors.
\newblock In \emph{Proceedings of PROMISE 2008 Workshop (ICSE)},
  2008{\natexlab{b}}.
\newblock Available from \url{http://menzies.us/pdf/08ceiling.pdf}.

\bibitem[Menzies et~al.(2007)Menzies, Greenwald, and Frank]{me07b}
T. Menzies, J. Greenwald, and A. Frank.
\newblock Data mining static code attributes to learn defect predictors.
\newblock \emph{IEEE Transactions on Software Engineering}, January 2007.
\newblock Available from \url{http://menzies.us/pdf/06learnPredict.pdf}.

\bibitem[Menzies et~al.(2007{\natexlab{a}})Menzies, Dekhtyar, Distefano, and
  Greenwald]{me07e}
Tim Menzies, Alex Dekhtyar, Justin Distefano, and Jeremy Greenwald.
\newblock Problems with precision.
\newblock \emph{IEEE Transactions on Software Engineering}, September
  2007{\natexlab{a}}.
\newblock \url{http://menzies.us/pdf/07precision.pdf}.

\bibitem[Milton(2008)]{milton08}
Z.A. Milton.
\newblock The WHICH Stochastic Rule learner.
\newblock Master's thesis, Lane Department of Computer Science and Electrical Engineering, WVU 2008.
\end{thebibliography}
}

\frame {\frametitle{References (yet more)}

\begin{thebibliography}{17}
\tiny\providecommand{\natexlab}[1]{#1}
\providecommand{\url}[1]{\texttt{#1}}
\expandafter\ifx\csname urlstyle\endcsname\relax
  \providecommand{\doi}[1]{doi: #1}\else
  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\url}\fi

\bibitem[Musa et~al.(1987)Musa, Iannino, and Okumoto]{musa87}
J.~Musa, A.~Iannino, and K.~Okumoto.
\newblock \emph{Software Reliability: Measurement, Prediction, Application}.
\newblock McGraw Hill, 1987.

\bibitem[Nagappan et~al.(2008)Nagappan, Murphy, and V]{nach08}
N.~Nagappan, B.~Murphy, and Basili V.
\newblock The influence of organizational structure on software quality: An
  empirical case study.
\newblock In \emph{ICSE'08}, 2008.

\bibitem[Porter and Selby(1990)]{porter90}
A.A. Porter and R.W. Selby.
\newblock Empirically guided software development using metric-based
  classification trees.
\newblock \emph{IEEE Software}, pages 46--54, March 1990.

\bibitem[Shepperd and Ince(1994)]{shepperd94}
M.~Shepperd and D.C. Ince.
\newblock A critique of three metrics.
\newblock \emph{The Journal of Systems and Software}, 26\penalty0 (3):\penalty0
  197--210, September 1994.

\bibitem[Shull et~al.(2002)Shull, ad~B.~Boehm, Brown, Costa, Lindvall, Port,
  Rus, Tesoriero, and Zelkowitz]{shu02}
F.~Shull, V.R.~Basili ad~B.~Boehm, A.W. Brown, P.~Costa, M.~Lindvall, D.~Port,
  I.~Rus, R.~Tesoriero, and M.V. Zelkowitz.
\newblock What we have learned about fighting defects.
\newblock In \emph{Proceedings of 8th International Software Metrics Symposium,
  Ottawa, Canada}, pages 249--258, 2002.
\newblock Available from
  \url{http://fc-md.umd.edu/fcmd/Papers/shull_defects.ps}.

\bibitem[Turhan et~al.(2008)Turhan, Bener, and Menzies]{turhan08}
B.~Turhan, A.~Bener, and T.~Menzies.
\newblock Nearest neighbor sampling for cross company defect predictors.
\newblock In \emph{Proceedings, DEFECTS 2008}, 2008.
\end{thebibliography}

}\end{document}

