\relax \citation{Fenton1991} \citation{Lum2008} \citation{Menzies2005b} \citation{Fenton1991} \citation{Shepperd2007} \citation{Jorgensen2004} \citation{Boehm2000} \citation{Jorgensen2009} \@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {2}Background}{\thepage }} \citation{Boehm1981} \citation{Menzies2006,Kadoda2001,koc10} \citation{Boehm1981,Kitchenham2009} \citation{Boehm1981} \citation{Desharnais1989} \citation{Kitchenham2007} \citation{Fenton1991} \citation{Alpaydin2004} \citation{Fenton1991} \citation{Boehm1981} \@writefile{toc}{\contentsline {section}{\numberline {3}Datasets}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces 3 datasets used in this research contain a total of 237 projects. Datasets have different characteristics in terms of the number of attributes as well as the measures of these attributes.}}{\thepage }} \newlabel{fig:datasets}{{1}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {4}Analysis of Datasets}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {4.1}PPR-Metrics Analysis}{\thepage }} \citation{Kitchenham1993} \@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces The PPR-metrics for Cocomo81 and Nasa93 datasets.}}{\thepage }} \newlabel{fig:ppr-cocomo81-nasa93}{{2}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces The PPR-metrics for Desharnais dataset.}}{\thepage }} \newlabel{fig:ppr-desharnais}{{3}{\thepage }} \citation{Douglas1960} \@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces The percentage distribution of all features to PPR-metrics for Cocomo81, Nasa93 and Desharnais dataset.}}{\thepage }} \newlabel{fig:ppr-perc-all}{{4}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {4.2}R-Square Analysis}{\thepage }} \newlabel{equ:sst}{{1}{\thepage }} \newlabel{equ:ssr}{{2}{\thepage }} \newlabel{equ:sse}{{3}{\thepage }} \newlabel{equ:sum-square-relation}{{4}{\thepage }} \newlabel{equ:r-square}{{5}{\thepage }} \citation{Menzies2006,Kultur2008,Lum2008} \citation{Alpaydin2004} \citation{Lum2008} \@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces The R-square values for Cocomo81 and Nasa93 datasets. R-square values are sorted in a descending order. All the R-Square values are low to suggest a significant meaning. However, the highest R-Square value belongs to LOC, which means that LOC can better explain the variations in the dependent variable when compared to other attributes.}}{\thepage }} \newlabel{fig:r-square-cocomo81-nasa93}{{5}{\thepage }} \@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces The R-square values for Desharnais dataset. R-square values are sorted in a descending order.}}{\thepage }} \newlabel{fig:r-square-desharnais}{{6}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {4.3}Feature Selection Analysis}{\thepage }} \citation{Alpaydin2004} \citation{Mark2009} \@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces Wrapper results compared with R-Square analysis for all datasets. Starting from the highest R-Square-scored features, we selected out as many features as those that were selected by wrapper. The dark-highlighted cells are the ones that are common in R-square analysis and wrapper.}}{\thepage }} \newlabel{fig:r-square-wrapper-all}{{7}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {5}Results}{\thepage }} \newlabel{sec:results}{{5}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Cocomo81}{\thepage }} \@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Nasa93}{\thepage }} \bibstyle{abbrv} \bibdata{myref} \bibcite{Alpaydin2004}{1} \bibcite{Boehm2000}{2} \bibcite{Boehm1981}{3} \bibcite{Desharnais1989}{4} \@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Desharnais}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {6}Threats to Validity}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {7}Conclusion}{\thepage }} \@writefile{toc}{\contentsline {section}{\numberline {8}References}{\thepage }} \bibcite{Douglas1960}{5} \bibcite{Fenton1991}{6} \bibcite{Mark2009}{7} \bibcite{Jorgensen2004}{8} \bibcite{Jorgensen2009}{9} \bibcite{Kitchenham1993}{10} \bibcite{Kitchenham2009}{11} \bibcite{Kitchenham2007}{12} \bibcite{koc10}{13} \bibcite{Kultur2008}{14} \bibcite{Lum2008}{15} \bibcite{Menzies2006}{16} \bibcite{Menzies2005b}{17} \bibcite{Shepperd2007}{18} \bibcite{Kadoda2001}{19}