<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">\begin{thebibliography}{10}

\bibitem{KORU2005}
A.~G. Koru and H.~Liu, ``An investigation of the effect of module size on
  defect prediction using static measures,'' in {\em PROMISE '05: Proceedings
  of the 2005 workshop on Predictor models in software engineering}, (New York,
  NY, USA), pp.~1--5, ACM, 2005.

\bibitem{SUNDARAM2005}
S.~K. Sundaram, J.~H. Hayes, and A.~Dekhtyar, ``Baselines in requirements
  tracing,'' in {\em PROMISE '05: Proceedings of the 2005 workshop on Predictor
  models in software engineering}, (New York, NY, USA), pp.~1--6, ACM, 2005.

\bibitem{BOETTICHER2005}
G.~D. Boetticher, ``Nearest neighbor sampling for better defect prediction,''
  in {\em PROMISE '05: Proceedings of the 2005 workshop on Predictor models in
  software engineering}, (New York, NY, USA), pp.~1--6, ACM, 2005.

\bibitem{MAIR2005}
C.~Mair, M.~Shepperd, and M.~J{\o}rgensen, ``An analysis of data sets used to
  train and validate cost prediction systems,'' in {\em PROMISE '05:
  Proceedings of the 2005 workshop on Predictor models in software
  engineering}, (New York, NY, USA), pp.~1--6, ACM, 2005.

\bibitem{MENZIES2005}
T.~Menzies, D.~Port, Z.~Chen, and J.~Hihn, ``Simple software cost analysis:
  safe or unsafe?,'' in {\em PROMISE '05: Proceedings of the 2005 workshop on
  Predictor models in software engineering}, (New York, NY, USA), pp.~1--6,
  ACM, 2005.

\bibitem{CHEN2005}
Z.~Chen, T.~Menzies, D.~Port, and B.~Boehm, ``Feature subset selection can
  improve software cost estimation accuracy,'' in {\em PROMISE '05: Proceedings
  of the 2005 workshop on Predictor models in software engineering}, (New York,
  NY, USA), pp.~1--6, ACM, 2005.

\bibitem{MENZIES2005-2}
T.~Menzies, D.~Port, Z.~Chen, J.~Hihn, and S.~Stukes, ``Validation methods for
  calibrating software effort models,'' in {\em ICSE '05: Proceedings of the
  27th international conference on Software engineering}, (New York, NY, USA),
  pp.~587--595, ACM, 2005.

\bibitem{HAYES2005}
J.~H. Hayes, A.~Dekhtyar, and S.~Sundaram, ``Text mining for software
  engineering: how analyst feedback impacts final results,'' in {\em MSR '05:
  Proceedings of the 2005 international workshop on Mining software
  repositories}, (New York, NY, USA), pp.~1--5, ACM, 2005.

\bibitem{HAYES2005-2}
J.~H. Hayes and A.~Dekhtyar, ``Humans in the traceability loop: can't live with
  'em, can't live without 'em,'' in {\em TEFSE '05: Proceedings of the 3rd
  international workshop on Traceability in emerging forms of software
  engineering}, (New York, NY, USA), pp.~20--23, ACM, 2005.

\bibitem{JALALI2007}
O.~Jalali, T.~Menzies, D.~Baker, and J.~Hihn, ``Column pruning beats
  stratification in effort estimation,'' in {\em PROMISE '07: Proceedings of
  the Third International Workshop on Predictor Models in Software
  Engineering}, (Washington, DC, USA), p.~7, IEEE Computer Society, 2007.

\bibitem{MA2007}
Y.~Ma and B.~Cukic, ``Adequate and precise evaluation of quality models in
  software engineering studies,'' in {\em PROMISE '07: Proceedings of the Third
  International Workshop on Predictor Models in Software Engineering},
  (Washington, DC, USA), p.~1, IEEE Computer Society, 2007.

\bibitem{DEKHTYAR2007}
A.~Dekhtyar, J.~H. Hayes, and J.~Larsen, ``Make the most of your time: How
  should the analyst work with automated traceability tools?,'' in {\em PROMISE
  '07: Proceedings of the Third International Workshop on Predictor Models in
  Software Engineering}, (Washington, DC, USA), p.~4, IEEE Computer Society,
  2007.

\bibitem{LIU2007}
Y.~Liu, J.-F. Yao, G.~Williams, and G.~Adkins, ``Studying software metrics
  based on real-world software systems,'' {\em J. Comput. Small Coll.},
  vol.~22, no.~5, pp.~55--61, 2007.

\bibitem{WEISS07}
C.~Weiss, R.~Premraj, T.~Zimmermann, and A.~Zeller, ``How long will it take to
  fix this bug?,'' in {\em MSR '07: Proceedings of the Fourth International
  Workshop on Mining Software Repositories}, (Washington, DC, USA), p.~1, IEEE
  Computer Society, 2007.

\bibitem{MIZUNO2007}
O.~Mizuno and T.~Kikuno, ``Training on errors experiment to detect fault-prone
  software modules by spam filter,'' in {\em ESEC-FSE '07: Proceedings of the
  the 6th joint meeting of the European software engineering conference and the
  ACM SIGSOFT symposium on The foundations of software engineering}, (New York,
  NY, USA), pp.~405--414, ACM, 2007.

\bibitem{GOKHALE2008}
S.~S. Gokhale and R.~Mullen, ``Software defect repair times: a multiplicative
  model,'' in {\em PROMISE '08: Proceedings of the 4th international workshop
  on Predictor models in software engineering}, (New York, NY, USA),
  pp.~93--100, ACM, 2008.

\bibitem{AZZEH2008}
M.~Azzeh, D.~Neagu, and P.~Cowling, ``Improving analogy software effort
  estimation using fuzzy feature subset selection algorithm,'' in {\em PROMISE
  '08: Proceedings of the 4th international workshop on Predictor models in
  software engineering}, (New York, NY, USA), pp.~71--78, ACM, 2008.

\bibitem{KORTE2008}
M.~Korte and D.~Port, ``Confidence in software cost estimation results based on
  mmre and pred,'' in {\em PROMISE '08: Proceedings of the 4th international
  workshop on Predictor models in software engineering}, (New York, NY, USA),
  pp.~63--70, ACM, 2008.

\bibitem{MENZIES2008}
T.~Menzies, B.~Turhan, A.~Bener, G.~Gay, B.~Cukic, and Y.~Jiang, ``Implications
  of ceiling effects in defect predictors,'' in {\em PROMISE '08: Proceedings
  of the 4th international workshop on Predictor models in software
  engineering}, (New York, NY, USA), pp.~47--54, ACM, 2008.

\bibitem{JIANG2008}
Y.~Jiang, B.~Cuki, T.~Menzies, and N.~Bartlow, ``Comparing design and code
  metrics for software quality prediction,'' in {\em PROMISE '08: Proceedings
  of the 4th international workshop on Predictor models in software
  engineering}, (New York, NY, USA), pp.~11--18, ACM, 2008.

\bibitem{MOSER2008}
R.~Moser, W.~Pedrycz, and G.~Succi, ``A comparative analysis of the efficiency
  of change metrics and static code attributes for defect prediction,'' in {\em
  ICSE '08: Proceedings of the 30th international conference on Software
  engineering}, (New York, NY, USA), pp.~181--190, ACM, 2008.

\bibitem{BOETTICHER08}
G.~D. Boetticher and N.~Lokhandwala, ``Using correlation and accuracy for
  identifying good estimators,'' in {\em PROMISE '08: Proceedings of the 4th
  international workshop on Predictor models in software engineering}, (New
  York, NY, USA), pp.~33--38, ACM, 2008.

\bibitem{JALALI08}
O.~Jalali, T.~Menzies, and M.~Feather, ``Optimizing requirements decisions with
  keys,'' in {\em PROMISE '08: Proceedings of the 4th international workshop on
  Predictor models in software engineering}, (New York, NY, USA), pp.~79--86,
  ACM, 2008.

\bibitem{LI08}
J.~Li and G.~Ruhe, ``Multi-criteria decision analysis for customization of
  estimation by analogy method aqua+,'' in {\em PROMISE '08: Proceedings of the
  4th international workshop on Predictor models in software engineering}, (New
  York, NY, USA), pp.~55--62, ACM, 2008.

\bibitem{LIEBCHEN08}
G.~A. Liebchen and M.~Shepperd, ``Data sets and data quality in software
  engineering,'' in {\em PROMISE '08: Proceedings of the 4th international
  workshop on Predictor models in software engineering}, (New York, NY, USA),
  pp.~39--44, ACM, 2008.

\bibitem{WATANABE08}
S.~Watanabe, H.~Kaiya, and K.~Kaijiri, ``Adapting a fault prediction model to
  allow inter languagereuse,'' in {\em PROMISE '08: Proceedings of the 4th
  international workshop on Predictor models in software engineering}, (New
  York, NY, USA), pp.~19--24, ACM, 2008.

\bibitem{BRAGA08}
P.~L. Braga, A.~L.~I. Oliveira, and S.~R.~L. Meira, ``A ga-based feature
  selection and parameters optimization for support vector regression applied
  to software effort estimation,'' in {\em SAC '08: Proceedings of the 2008 ACM
  symposium on Applied computing}, (New York, NY, USA), pp.~1788--1792, ACM,
  2008.

\bibitem{PORT2008}
D.~Port and M.~Korte, ``Comparative studies of the model evaluation criterions
  mmre and pred in software cost estimation research,'' in {\em ESEM '08:
  Proceedings of the Second ACM-IEEE international symposium on Empirical
  software engineering and measurement}, (New York, NY, USA), pp.~51--60, ACM,
  2008.

\bibitem{JIANG20082}
Y.~Jiang, B.~Cukic, and T.~Menzies, ``Can data transformation help in the
  detection of fault-prone modules?,'' in {\em DEFECTS '08: Proceedings of the
  2008 workshop on Defects in large software systems}, (New York, NY, USA),
  pp.~16--20, ACM, 2008.

\bibitem{WEDEL2008}
M.~Wedel, U.~Jensen, and P.~G\"{o}hner, ``Mining software code repositories and
  bug databases using survival analysis models,'' in {\em ESEM '08: Proceedings
  of the Second ACM-IEEE international symposium on Empirical software
  engineering and measurement}, (New York, NY, USA), pp.~282--284, ACM, 2008.

\bibitem{TOSUN2008}
A.~Tosun, B.~Turhan, and A.~Bener, ``Ensemble of software defect predictors: a
  case study,'' in {\em ESEM '08: Proceedings of the Second ACM-IEEE
  international symposium on Empirical software engineering and measurement},
  (New York, NY, USA), pp.~318--320, ACM, 2008.

\bibitem{KULTUR2008}
Y.~Kultur, B.~Turhan, and A.~B. Bener, ``Enna: software effort estimation using
  ensemble of neural networks with associative memory,'' in {\em SIGSOFT
  '08/FSE-16: Proceedings of the 16th ACM SIGSOFT International Symposium on
  Foundations of software engineering}, (New York, NY, USA), pp.~330--338, ACM,
  2008.

\bibitem{HATA08}
H.~Hata, O.~Mizuno, and T.~Kikuno, ``An extension of fault-prone filtering
  using precise training and a dynamic threshold,'' in {\em MSR '08:
  Proceedings of the 2008 international working conference on Mining software
  repositories}, (New York, NY, USA), pp.~89--98, ACM, 2008.

\bibitem{KAMEI08}
Y.~Kamei, J.~Keung, A.~Monden, and K.-i. Matsumoto, ``An over-sampling method
  for analogy-based software effort estimation,'' in {\em ESEM '08: Proceedings
  of the Second ACM-IEEE international symposium on Empirical software
  engineering and measurement}, (New York, NY, USA), pp.~312--314, ACM, 2008.

\bibitem{YANG08}
Y.~Yang, M.~He, M.~Li, Q.~Wang, and B.~Boehm, ``Phase distribution of software
  development effort,'' in {\em ESEM '08: Proceedings of the Second ACM-IEEE
  international symposium on Empirical software engineering and measurement},
  (New York, NY, USA), pp.~61--69, ACM, 2008.

\bibitem{RANA2008}
Z.~A. Rana, S.~Shamail, and M.~M. Awais, ``Towards a generic model for software
  quality prediction,'' in {\em WoSQ '08: Proceedings of the 6th international
  workshop on Software quality}, (New York, NY, USA), pp.~35--40, ACM, 2008.

\bibitem{HECKMAN2008}
S.~Heckman and L.~Williams, ``On establishing a benchmark for evaluating static
  analysis alert prioritization and classification techniques,'' in {\em ESEM
  '08: Proceedings of the Second ACM-IEEE international symposium on Empirical
  software engineering and measurement}, (New York, NY, USA), pp.~41--50, ACM,
  2008.

\bibitem{BRODER2008}
A.~Broder, M.~Ciaramita, M.~Fontoura, E.~Gabrilovich, V.~Josifovski,
  D.~Metzler, V.~Murdock, and V.~Plachouras, ``To swing or not to swing:
  learning when (not) to advertise,'' in {\em CIKM '08: Proceeding of the 17th
  ACM conference on Information and knowledge management}, (New York, NY, USA),
  pp.~1003--1012, ACM, 2008.

\bibitem{HOLZ2008}
W.~Holz, R.~Premraj, T.~Zimmermann, and A.~Zeller, ``Predicting software
  metrics at design time,'' in {\em PROFES '08: Proceedings of the 9th
  international conference on Product-Focused Software Process Improvement},
  (Berlin, Heidelberg), pp.~34--44, Springer-Verlag, 2008.

\bibitem{ERDOGMUS2008}
H.~Erdogmus, ``The infamous ratio measure,'' {\em IEEE Software}, vol.~25,
  pp.~4--7, 2008.

\bibitem{BOETTICHER2009}
G.~D. Boetticher, ``From software engineer to day trader in 3 easy steps: a
  comparison of software engineering (se) data mining with financial data
  mining,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--5, ACM, 2009.

\bibitem{KITCHENHAM2009}
B.~Kitchenham and E.~Mendes, ``Why comparative effort prediction studies may be
  invalid,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--5, ACM, 2009.

\bibitem{GAY2009}
G.~Gay, T.~Menzies, B.~Cukic, and B.~Turhan, ``How to build repeatable
  experiments,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--9, ACM, 2009.

\bibitem{TOSUN2009}
A.~Tosun, B.~Turhan, and A.~Bener, ``Validation of network measures as
  indicators of defective modules in software systems,'' in {\em PROMISE '09:
  Proceedings of the 5th International Conference on Predictor Models in
  Software Engineering}, (New York, NY, USA), pp.~1--9, ACM, 2009.

\bibitem{TOSUN2009-3}
A.~Tosun, B.~Turhan, and A.~Bener, ``Practical considerations in deploying ai
  for defect prediction: a case study within the turkish telecommunication
  industry,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--9, ACM, 2009.

\bibitem{JIANG2009}
Y.~Jiang and B.~Cukic, ``Misclassification cost-sensitive fault prediction
  models,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--10, ACM, 2009.

\bibitem{AZZEH2009}
M.~Azzeh, D.~Neagu, and P.~Cowling, ``Software effort estimation based on
  weighted fuzzy grey relational analysis,'' in {\em PROMISE '09: Proceedings
  of the 5th International Conference on Predictor Models in Software
  Engineering}, (New York, NY, USA), pp.~1--10, ACM, 2009.

\bibitem{MENDE2009}
T.~Mende and R.~Koschke, ``Revisiting the evaluation of defect prediction
  models,'' in {\em PROMISE '09: Proceedings of the 5th International
  Conference on Predictor Models in Software Engineering}, (New York, NY, USA),
  pp.~1--10, ACM, 2009.

\bibitem{WAGNER2009}
S.~Wagner, ``A bayesian network approach to assess and predict software quality
  using activity-based quality models,'' in {\em PROMISE '09: Proceedings of
  the 5th International Conference on Predictor Models in Software
  Engineering}, (New York, NY, USA), pp.~1--9, ACM, 2009.

\bibitem{FU09}
Y.~Fu, A.~G. Koru, Z.~Chen, and K.~El~Emam, ``A tree-based approach to preserve
  the privacy of software engineering data and predictive models,'' in {\em
  PROMISE '09: Proceedings of the 5th International Conference on Predictor
  Models in Software Engineering}, (New York, NY, USA), pp.~1--12, ACM, 2009.

\bibitem{MENZIES2009}
T.~Menzies, O.~El-Rawas, J.~Hihn, and B.~Boehm, ``Can we build software faster
  and better and cheaper?,'' in {\em PROMISE '09: Proceedings of the 5th
  International Conference on Predictor Models in Software Engineering}, (New
  York, NY, USA), pp.~1--9, ACM, 2009.

\bibitem{SARCIA2009-2}
S.~A. Sarcia', V.~R. Basili, and G.~Cantone, ``Using uncertainty as a model
  selection and comparison criterion,'' in {\em PROMISE '09: Proceedings of the
  5th International Conference on Predictor Models in Software Engineering},
  (New York, NY, USA), pp.~1--9, ACM, 2009.

\bibitem{MORASCA2009}
S.~Morasca, ``Building statistically significant robust regression models in
  empirical software engineering,'' in {\em PROMISE '09: Proceedings of the 5th
  International Conference on Predictor Models in Software Engineering}, (New
  York, NY, USA), pp.~1--10, ACM, 2009.

\bibitem{SARCIA2009}
S.~A. Sarcia, V.~R. Basili, and G.~Cantone, ``Scope error detection and
  handling concerning software estimation models,'' in {\em ESEM '09:
  Proceedings of the 2009 3rd International Symposium on Empirical Software
  Engineering and Measurement}, (Washington, DC, USA), pp.~123--132, IEEE
  Computer Society, 2009.

\bibitem{BIRD2009}
C.~Bird, A.~Bachmann, E.~Aune, J.~Duffy, A.~Bernstein, V.~Filkov, and
  P.~Devanbu, ``Fair and balanced?: bias in bug-fix datasets,'' in {\em
  ESEC/FSE '09: Proceedings of the the 7th joint meeting of the European
  software engineering conference and the ACM SIGSOFT symposium on The
  foundations of software engineering}, (New York, NY, USA), pp.~121--130, ACM,
  2009.

\bibitem{CAGLAYAN2009}
B.~Caglayan, A.~Bener, and S.~Koch, ``Merits of using repository metrics in
  defect prediction for open source projects,'' in {\em FLOSS '09: Proceedings
  of the 2009 ICSE Workshop on Emerging Trends in Free/Libre/Open Source
  Software Research and Development}, (Washington, DC, USA), pp.~31--36, IEEE
  Computer Society, 2009.

\bibitem{TOSUN20092}
A.~Tosun and A.~Bener, ``Reducing false alarms in software defect prediction by
  decision threshold optimization,'' in {\em ESEM '09: Proceedings of the 2009
  3rd International Symposium on Empirical Software Engineering and
  Measurement}, (Washington, DC, USA), pp.~477--480, IEEE Computer Society,
  2009.

\bibitem{WINKLER2009}
S.~Winkler, ``Trace retrieval for evolving artifacts,'' in {\em TEFSE '09:
  Proceedings of the 2009 ICSE Workshop on Traceability in Emerging Forms of
  Software Engineering}, (Washington, DC, USA), pp.~49--56, IEEE Computer
  Society, 2009.

\bibitem{SINGH2009}
Y.~Singh, A.~Kaur, and R.~Malhotra, ``Application of support vector machine to
  predict fault prone classes,'' {\em SIGSOFT Softw. Eng. Notes}, vol.~34,
  no.~1, pp.~1--6, 2009.

\bibitem{CATAL2009}
C.~Catal, U.~Sevim, and B.~Diri, ``Software fault prediction of unlabeled
  program modules,'' in {\em Proceedings of the World Congress on Engineering
  2009 Vol I}, (London, U.K.), 2009.

\bibitem{MORAN2009}
S.~Moran, Y.~He, and K.~Liu, ``An empirical framework for automatically
  selecting the best bayesian classifier,'' in {\em Proceedings of the World
  Congress on Engineering 2009 Vol I}, (London, U.K.), 2009.

\bibitem{JIA2009}
H.~Jia, F.~Shu, Y.~Yang, and Q.~Li, ``Data transformation and attribute subset
  selection: Do they help make differences in software failure prediction?,''
  {\em Software Maintenance, IEEE International Conference on}, vol.~0,
  pp.~519--522, 2009.

\bibitem{SAMI2010}
A.~Sami and S.~M. Fakhrahmad, ``Design-level metrics estimation based on code
  metrics,'' in {\em SAC '10: Proceedings of the 2010 ACM Symposium on Applied
  Computing}, (New York, NY, USA), pp.~2531--2535, ACM, 2010.

\bibitem{MALHOTRA2010}
R.~Malhotra, A.~Kaur, and G.~G. Singh, ``Application of machine learning
  methods for software effort prediction,'' {\em SIGSOFT Softw. Eng. Notes},
  vol.~35, no.~3, pp.~1--6, 2010.

\bibitem{FERNANDES2010}
P.~Fernandes, L.~Lopes, and D.~D.~A. Ruiz, ``The impact of random samples in
  ensemble classifiers,'' in {\em SAC '10: Proceedings of the 2010 ACM
  Symposium on Applied Computing}, (New York, NY, USA), pp.~1002--1009, ACM,
  2010.

\end{thebibliography}
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