\relax \citation{lessmann09} \citation{journals/ese/KhoshgoftaarS03} \citation{me07b} \citation{zhang07} \citation{me07e} \citation{me07e} \citation{musa87} \citation{littlewood97} \citation{boehm88} \citation{leven95} \citation{lutz03} \citation{voas95} \citation{me00q} \citation{lowrey98} \citation{me99q} \@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {2}Background}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {2.1}How can these defect predictors be used?}{\thepage }} \citation{me07b} \citation{shu02} \citation{fagan86} \citation{shull00a} \citation{fagan76} \citation{raffo05} \citation{nagappan05} \citation{me02f} \citation{ism06} \citation{me07b} \citation{tosun09} \citation{tosun10} \citation{nach08} \citation{weyuker08} \citation{hall00} \citation{journals/ese/KhoshgoftaarS03} \citation{lessmann09} \citation{milton08} \citation{me10a} \citation{me07b} \citation{lessmann09} \@writefile{toc}{\contentsline {subsection}{\numberline {2.2}But Does It Work?}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Building Better Detectors}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {3}Breaking Through the Ceiling}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Defect Prediction Mathematics}{\thepage }} \newlabel{sec:bal}{{3.1}{\thepage }} \citation{me07e} \citation{zhang07} \citation{me08d} \citation{me07b} \citation{me09b} \citation{me10a} \citation{zhang08} \citation{zhang09} \citation{zhang09} \citation{fenton00b} \citation{andersson07} \newlabel{one}{{1}{\thepage }} \newlabel{two}{{2}{\thepage }} \newlabel{three}{{3}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {4}The Distribution of Defects}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces The Distribution of Defects in CM1 and KC1}}{\thepage }} \newlabel{fig:dist}{{1}{\thepage }} \citation{lessmann08} \@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Matching Defect Distributions to the Weibull function.}}{\thepage }} \newlabel{fig:w}{{2}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Component defect distribution example}}{\thepage }} \newlabel{fig:kc1-defects}{{3}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {4.1}The Experiment}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces Training on Dense Components Vs. All Components}}{\thepage }} \newlabel{fig:dense-comp-experiment}{{4}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces Dense Component vs. All Component learning - $recall$ - All Data}}{\thepage }} \newlabel{fig:pds-all}{{5}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Results}{\thepage }} \@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Result statistics per data set. The numeric value next to each treatment represents its Mann-Whitney rank, to the right of each treatment lies the quartile chart for each. Each metric is either sorted by ranking, or in the case of a tie, descending $pd$ and $prec$ or ascending $pf$.}}{\thepage }} \newlabel{fig:metrics}{{1}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Dense Component vs. All Component learning - $pf$ - All Data}}{\thepage }} \newlabel{fig:pfs-all}{{6}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces Dense Component vs. All Component learning - $precision$ - All Data}}{\thepage }} \newlabel{fig:prec-all}{{7}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {5}Conclusion}{\thepage }} \bibstyle{abbrv} \bibdata{timm1,timm2,hongyu/refs} \bibcite{boehm88}{1} \bibcite{fagan76}{2} \bibcite{fagan86}{3} \bibcite{fenton00b}{4} \bibcite{hall00}{5} \bibcite{journals/ese/KhoshgoftaarS03}{6} \bibcite{lessmann08}{7} \bibcite{leven95}{8} \bibcite{littlewood97}{9} \bibcite{lowrey98}{10} \bibcite{lutz03}{11} \bibcite{me99q}{12} \bibcite{me07e}{13} \bibcite{me07b}{14} \bibcite{me00q}{15} \bibcite{me02f}{16} \@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces Dense vs. All vs. Sampling - all metrics per data set.}}{\thepage }} \newlabel{fig:plus-minus}{{8}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {6}References}{\thepage }} \bibcite{musa87}{17} \bibcite{nagappan05}{18} \bibcite{shu02}{19} \bibcite{shull00a}{20} \bibcite{voas95}{21} \bibcite{weyuker08}{22} \bibcite{zhang07}{23}