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\title{Which: A Stochastic Best$-$First Search Learner}
\author{\normalsize Zachery A. Milton \\ \\ 
\normalsize Thesis submitted to the \\
\normalsize College of Engineering and Mineral Resources \\
\normalsize at West Virginia University \\
\normalsize in partial fulfillment of the requirements \\
\normalsize for the degree of \\ \\
\normalsize Master of Science \\
\normalsize in \\
\normalsize Computer Science \\ \\
\normalsize Tim Menzies, Ph.D., Chair \\
\normalsize Arun Ross, Ph.D. \\
\normalsize Katerina Goseva-Popstojanova, Ph.D. \\ \\
\normalsize Lane Department of Computer Science and Electrical Engineering \\ \\
\normalsize Morgantown, West Virginia \\
\normalsize 2008 \\ \\
\normalsize Keywords: Data Mining, Rule Learning, Software Defect Detetection, \\
\normalsize Best$-$First Search, Stochastic, J48, Ripper, \nbc, TAR3 \\ \\
\normalsize Copyright \copyright~2008 Zachery A. Milton 
}

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\chapter*{Dedication}
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\textit{To My Family} \\
\textit{To My Beeb} \\
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\chapter*{Acknowledgments}
I would like to send out my thanks to Dr. Tim Menzies.  Without him this thesis would not be possible.  Your dedication to my work and keeping me
on track helped me greatly in this process.  You have taught me a lot about the world of data mining and problem solving in general that I do not
think I could have gotten elseware.  It was an honor to be one of your students and one of research assistants.

I would like th thank the Lane Department of Computer Science for providing me with the analytical and programming skills required to approach
an undertaking such as this.  I would like to also thank the professors I have had over the years here at WVU for providing me with the knowledge
I have today.  I would especially like to thank Dr. John Atkins for being an amazing teacher as well as a great adviser over the years.

I would like to thank my family.  Without you I would not have had the courage and abilities necessary to complete an undertaking such as this.

I would like to thank my girlfriend, Morgan Baxter.  Your support and faith in me over the past few years has been unparalleled.  I really appreciate
your courage and patience with me as I was writing this thesis.  I know it was hard not being able to be together as often as we would like, but
your strength was what kept me going.  Thank you.

I would like to thank my friends, namely Brian Sowers, Ricky Hussmann, Dan Frederick, Anthony Vaccaro, Bryan Szarko, Omid Jalali, and Andrew Matheny
for keeping me entertained and laughing throughout this entire process.  If it was not for you all, I would be a far less happy man then I am now.

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\chapter{Introduction}
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\chapter{Literature Review}
\label{related}
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\chapter{Which}
\label{which}
\input{which}

\pagebreak

\chapter{Experiments}
\label{experiments}
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\pagebreak

\chapter{Conclusion}
\label{conclusion}
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\pagebreak

\appendix
\chapter{Using Which}
\label{a:usingwhich}
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\pagebreak

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