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@inproceedings{lister-sigcse,
author = {Lister, Raymond and Leaney, John},
title = {{Introductory Programming, Criterion-referencing, and Bloom}},
booktitle = {Proceedings of the 34th SIGCSE Technical Symposium on Computer Science Education},
series = {SIGCSE},
year = {2003},
pages = {143--147},
numpages = {5},
publisher = {ACM}
}
@inproceedings{jenkins-ltsn02,
author = {Jenkins, Tony},
booktitle = {3rd annual Conference of LTSN-ICS},
title = {{On the Difficulty of Learning to Program}},
year = {2002},
month = {August},
pages = {53--58}
}
@inproceedings{bergin-ppig05,
title = {The influence of motivation and comfort-level on learning to program},
author = {Bergin, Susan and Reilly, Ronan},
booktitle = {Proceedings of 17th Workshop of the Psychology of Programming Interest Group},
pages = {293--304},
year = {2005}
}
@inproceedings{wilson-sigcse01,
author = {Wilson, Brenda Cantwell and Shrock, Sharon},
title = {{Contributing to Success in an Introductory Computer Science Course: A Study of Twelve Factors}},
booktitle = {Proceedings of the Thirty-second SIGCSE Technical Symposium on Computer Science Education},
series = {SIGCSE},
year = {2001},
pages = {184--188},
publisher = {ACM}
}
@inproceedings{paes2013ferramenta,
title = {{Ferramenta para a Avalia{\c{c}}{\~a}o de Aprendizado de Alunos em Programa{\c{c}}{\~a}o de Computadores}},
author = {Paes, Rodrigo de Barros and Malaquias, Romero and Guimar{\~a}es, M{\'a}rcio and Almeida, Hyggo},
booktitle = {Anais dos Workshops do Congresso Brasileiro de Inform{\'a}tica na Educa{\c{c}}{\~a}o},
volume = {1},
year = {2013},
pages = {203--212},
note = {In Portuguese}
}
@article{yadin-inroads-acm-11,
author = {Yadin, Aharon},
title = {{Reducing the Dropout Rate in an Introductory Programming Course}},
journal = {ACM Inroads},
volume = {2},
number = {4},
month = {December},
year = {2011},
pages = {71--76},
numpages = {6},
publisher = {ACM}
}
@inproceedings{why-dropout-icer06,
author = {Kinnunen, P\"{a}ivi and Malmi, Lauri},
title = {{Why Students Drop out CS1 Course?}},
booktitle = {Proceedings of the Second International Workshop on Computing Education Research},
series = {ICER},
year = {2006},
pages = {97--108},
numpages = {12},
publisher = {ACM}
}
@article{camel-2006,
author = {Dehnadi, Saeed and Bornat, Richard},
month = {February},
title = {The camel has two humps},
year = {2006}
}
@article{bennedsen-sigcse-failure-rates-2007,
author = {Bennedsen, Jens and Caspersen, Michael E.},
title = {{Failure Rates in Introductory Programming}},
journal = {SIGCSE Bull.},
volume = {39},
number = {2},
month = {June},
year = {2007},
pages = {32--36},
numpages = {5},
publisher = {ACM}
}
@BOOK{box-statistics-for-experimenters,
author = {George E. P. Box and J. Stuart Hunter and William G. Hunter},
title = {{Statistics for Experimenters: Design, Innovation, and Discovery}},
publisher = {Wiley-Interscience},
year = {2005}
}
@BOOK{data-mining,
author = {Ian H. Witten and Eibe Frank},
title = {{Data Mining: Practical Machine Learning Tools and Techniques}},
publisher = {Elsevier},
year = {2005}
}
@inproceedings{simon-predictors-ace2006,
author = {Simon and Fincher, Sally and Robins, Anthony and Baker, Bob and Box, Ilona and Cutts, Quintin and de Raadt, Michael and Haden, Patricia and Hamer, John and Hamilton, Margaret and Lister, Raymond and Petre, Marian and Sutton, Ken and Tolhurst, Denise and Tutty, Jodi},
title = {{Predictors of Success in a First Programming Course}},
booktitle = {Proceedings of the 8th Australasian Conference on Computing Education},
series = {ACE},
year = {2006},
pages = {189--196},
numpages = {8},
publisher = {Australian Computer Society, Inc.}
}
@article{cheang-online-judge-2003,
author = {Cheang, Brenda and Kurnia, Andy and Lim, Andrew and Oon, Wee-Chong},
title = {{On Automated Grading of Programming Assignments in an Academic Institution}},
journal = {Computers \& Education},
volume = {41},
number = {2},
month = {September},
year = {2003},
pages = {121--131},
numpages = {11},
publisher = {Elsevier Science Ltd.}
}
@article{lorenzenC06-mastermind-predictor-sigcse2008,
author = {Lorenzen, Torben and Chang, Hang-Ling},
title = {{MasterMind: a predictor of computer programming aptitude}},
journal = {SIGCSE Bulletin},
number = {2},
pages = {69-71},
volume = {38},
year = {2006}
}
@article{butcher-predictor-high-school-1985,
author = {Butcher, D. F. and Muth, W. A.},
title = {{Predicting Performance in an Introductory Computer Science Course}},
journal = {Communications of the ACM},
volume = {28},
number = {3},
month = {March},
year = {1985},
pages = {263--268},
numpages = {6},
publisher = {ACM}
}
@book{linear-models-1989,
author = {McCullagh, Peter and Nelder, John},
title = {{Generalized Linear Models}},
publisher = {Chapman and Hall/CRC},
year = {1989},
edition = {2nd}
}
@book{hartigan-clustering-algorithms-1975,
author = {Hartigan, John A.},
title = {Clustering Algorithms},
year = {1975},
edition = {99th},
publisher = {John Wiley \& Sons, Inc.}
}
@article{k-means-1979,
author = {Hartigan, J. A. and Wong, M. A.},
title = {{Algorithm AS 136: A K-Means Clustering Algorithm}},
journal = {Journal of the Royal Statistical Society. Series C (Applied Statistics)},
volume = {28},
pages = {100--108},
year = {1979},
publisher = {Wiley for the Royal Statistical Society},
}
@MISC{uva,
title = {{U}{V}a {O}nline {J}udge},
year = {2014},
month = {October},
note = {\url{http://uva.onlinejudge.org/}}
}
@MISC{sphere,
title = {{S}phere {O}nline {J}udge ({S}{P}{O}{J})},
year = {2014},
month = {October},
note = {\url{http://www.spoj.com/}}
}
@MISC{r-statistical,
title = {The {R} {P}roject for {S}tatistical {C}omputing},
year = {2014},
month = {October},
note = {\url{http://www.r-project.org/}}
}
@article{what-works-cacm-2013,
author = {Porter, Leo and Guzdial, Mark and McDowell, Charlie and Simon, Beth},
title = {{Success in Introductory Programming: What Works?}},
journal = {Communications of the ACM},
volume = {56},
number = {8},
month = {August},
year = {2013},
pages = {34--36},
numpages = {3},
publisher = {ACM}
}
@article{autolep-2011,
author = {Wang, Tiantian and Su, Xiaohong and Ma, Peijun and Wang, Yuying and Wang, Kuanquan},
title = {{Ability-training-oriented Automated Assessment in Introductory Programming Course}},
journal = {Computers \& Education},
volume = {56},
number = {1},
month = jan,
year = {2011},
pages = {220--226},
numpages = {7},
publisher = {Elsevier Science Ltd.}
}
@article{hostetler-aptitude-1983,
author = {Hostetler, Terry R.},
title = {{Predicting Student Success in an Introductory Programming Course}},
journal = {SIGCSE Bull.},
volume = {15},
number = {3},
month = {September},
year = {1983},
pages = {40--43},
numpages = {4},
publisher = {ACM}
}
@MISC{ibm-aptitude-test,
title = {{IBM Programmer Aptitude Test}},
author = {J. L. Hughes and W. J. McNamara},
year = {2014},
month = {October},
note = {\url{http://ed-thelen.org/comp-hist/IBM-ProgApti-120-6762-2.html}}
}
@article{harris-assembly-jcsc2014,
author = {Harris, James},
title = {{Testing Programming Aptitude in Introductory Programming Courses}},
journal = {Journal of Computing Sciences in Colleges},
volume = {30},
number = {2},
month = {December},
year = {2014},
pages = {149--156},
numpages = {8},
publisher = {Consortium for Computing Sciences in Colleges}
}
@inproceedings{rodrigo-behavioral-ITiCSE2009,
author = {Rodrigo, Ma. Mercedes T. and Baker, Ryan S. and Jadud, Matthew C. and Amarra, Anna Christine M. and Dy, Thomas and Espejo-Lahoz, Maria Beatriz V. and Lim, Sheryl Ann L. and Pascua, Sheila A.M.S. and Sugay, Jessica O. and Tabanao, Emily S.},
title = {{Affective and Behavioral Predictors of Novice Programmer Achievement}},
booktitle = {Proceedings of the 14th Annual ACM SIGCSE Conference on Innovation and Technology in Computer Science Education (ITiCSE)},
year = {2009},
isbn = {978-1-60558-381-5},
pages = {156--160},
numpages = {5},
publisher = {ACM}
}
@inproceedings{emily-icer-2011,
author = {Tabanao, Emily S. and Rodrigo, Ma. Mercedes T. and Jadud, Matthew C.},
title = {Predicting At-risk Novice Java Programmers Through the Analysis of Online Protocols},
booktitle = {Proceedings of the Seventh International Workshop on Computing Education Research (ICER)},
year = {2011},
isbn = {978-1-4503-0829-8},
pages = {85--92},
numpages = {8},
publisher = {ACM}
}
@ARTICLE{emily-up-2008,
author = {Tabanao, Emily S. and Rodrigo, Ma. Mercedes T. and Jadud, Matthew C.},
title = {{Identifying at-risk novice programmers through the analysis of online protocols}},
journal = {Philippine Computing Society Congress},
year = {2008},
publisher = {UP Diliman}
}
@inproceedings{susan-sigce2005,
author = {Susan Bergin and Ronan Reilly},
title = {Programming: factors that influence success},
booktitle = {Proceedings of the 36th Technical Symposium on Computer Science Education (SIGCSE)},
year = {2005},
pages = {411--415}
}
@inproceedings{watson-icalt-2013,
author = {Christopher Watson and Frederick W. B. Li and Jamie L. Godwin},
title = {Predicting Performance in an Introductory Programming Course by Logging and Analyzing Student Programming Behavior},
booktitle = {13th International Conference on Advanced Learning Technologies (ICALT)},
year = {2013},
pages = {319--323}
}
@inproceedings{diane-acii-2011,
author = {Diane Marie C. Lee and Ma. Mercedes T. Rodrigo and Ryan Shaun Joazeiro de Baker and Jessica O. Sugay and Andrei Coronel},
title = {Exploring the Relationship between Novice Programmer Confusion and Achievement},
booktitle = {4th International Conference Affective Computing and Intelligent Interaction (ACII)},
year = {2011},
pages = {175--184}
}
@inproceedings{nathan-2004,
author = {Rountree, Nathan and Rountree, Janet and Robins, Anthony and Hannah, Robert},
title = {Interacting Factors That Predict Success and Failure in a CS1 Course},
booktitle = {Working Group Reports from ITiCSE on Innovation and Technology in Computer Science Education (ITiCSE-WGR)},
year = {2004},
pages = {101--104},
numpages = {4},
publisher = {ACM}
}
@article{marques-ia-2013,
author = {M\'{a}rquez-Vera, Carlos and Cano, Alberto and Romero, Crist\'{o}bal and Ventura, Sebasti\'{a}n},
title = {Predicting Student Failure at School Using Genetic Programming and Different Data Mining Approaches with High Dimensional and Imbalanced Data},
journal = {Applied Intelligence},
issue_date = {April 2013},
volume = {38},
number = {3},
month = apr,
year = {2013},
issn = {0924-669X},
pages = {315--330},
publisher = {Kluwer Academic Publishers}
}
@inproceedings{barker-predictor-83,
author = {Barker, Ricky J. and Unger, E. A.},
title = {{A Predictor for Success in an Introductory Programming Class Based Upon Abstract Reasoning Development}},
booktitle = {Proceedings of the Fourteenth SIGCSE Technical Symposium on Computer Science Education (SIGCSE)},
year = {1983},
pages = {154--158},
publisher = {ACM}
}
@book{claes-experimentation-se,
author = {Claes Wohlin and Per Runeson and Martin H\"{o}st and Magnus C. Ohlsson and Bj\"{o}orn Regnell and Anders Wessl{\'e}n},
isbn = {0-7923-8682-5},
publisher = {Kluwer Academic Publishers},
title = {Experimentation in software engineering: an introduction},
year = {2000
}
@book{evaluation-text,
title = {Evaluation of Text and Speech Systems},
isbn = {978-1-4020-5816-5},
author = {Dybkj{\ae}r, Laila and Hemsen, Holmer and Minker, Wolfgang},
publisher = {Springer},
year = {2007}
}