bibliografia.bib

@online{arffwiki,
  title  = "ARFF wikispace.",
  month  = "jun",
  year   = "2018",
  url    = "https://weka.wikispaces.com/ARFF"
}

@online{banana,
  title  = "Banana dataset - KEEL.",
  month  = "jun",
  year   = "2018",
  url    = "http://sci2s.ugr.es/keel/dataset.php?cod=182"
}

@article{bc-ee,
  author = {Liu, Xu-Ying and Wu, Jianxin and Zhou, Zhi-Hua},
  title = {Exploratory Undersampling for Class-imbalance Learning},
  journal = {Trans. Sys. Man Cyber. Part B},
  issue_date = {April 2009},
  volume = {39},
  number = {2},
  month = apr,
  year = {2009},
  issn = {1083-4419},
  pages = {539--550},
  numpages = {12},
  url = {http://dx.doi.org/10.1109/TSMCB.2008.2007853},
  doi = {10.1109/TSMCB.2008.2007853},
  acmid = {1656749},
  publisher = {IEEE Press},
  address = {Piscataway, NJ, USA},
  keywords = {Class-imbalance learning, class-imbalance learning, data mining, ensemble learning, machine learning, undersampling},
}

@inproceedings{clusteross,
  title={ClusterOSS: a new undersampling method for imbalanced learning},
  author={Victor H Barella and Eduardo P. Costa and Andr{\'e} C. P. L. F. Carvalho},
  year={2014}
}

@article{cnn,
  author = {Hart, P.},
  title = {The Condensed Nearest Neighbor Rule (Corresp.)},
  journal = {IEEE Trans. Inf. Theor.},
  issue_date = {May 1968},
  volume = {14},
  number = {3},
  month = sep,
  year = {2006},
  issn = {0018-9448},
  pages = {515--516},
  numpages = {2},
  url = {https://doi.org/10.1109/TIT.1968.1054155},
  doi = {10.1109/TIT.1968.1054155},
  acmid = {2267647},
  publisher = {IEEE Press},
  address = {Piscataway, NJ, USA},
} 

@inproceedings{cpm,
  author = {Yoon, Kihoon and Kwek, Stephen},
  title = {An Unsupervised Learning Approach to Resolving the Data Imbalanced Issue in Supervised Learning Problems in Functional Genomics},
  booktitle = {Proceedings of the Fifth International Conference on Hybrid Intelligent Systems},
  series = {HIS '05},
  year = {2005},
  isbn = {0-7695-2457-5},
  pages = {303--308},
  numpages = {6},
  url = {https://doi.org/10.1109/ICHIS.2005.23},
  doi = {10.1109/ICHIS.2005.23},
  acmid = {1112184},
  publisher = {IEEE Computer Society},
  address = {Washington, DC, USA},
}

@techreport{csv,
  added-at = {2011-02-21T16:52:08.000+0100},
  author = {Shafranovich, Y.},
  biburl = {https://www.bibsonomy.org/bibtex/2ca61ccb2fcc8fcfdcd24b4dcf4ca6e28/voj},
  institution = {IETF},
  interhash = {49ac7dea85f46f85d9a20eb2e7321c8f},
  intrahash = {ca61ccb2fcc8fcfdcd24b4dcf4ca6e28},
  keywords = {CSV DSL RFC},
  month = {10},
  number = 4180,
  series = {RFC},
  timestamp = {2013-01-06T13:18:06.000+0100},
  title = {Common Format and MIME Type for Comma-Separated Values (CSV) Files},
  type = {RFC},
  year = 2005
}

@book{c4.5,
  author = {Quinlan, J. Ross},
  title = {C4.5: Programs for Machine Learning},
  year = {1993},
  isbn = {1-55860-238-0},
  publisher = {Morgan Kaufmann Publishers Inc.},
  address = {San Francisco, CA, USA},
} 

@article{differential_evolution,
  author = {Storn, Rainer and Price, Kenneth},
  title = {Differential Evolution \&Ndash; A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces},
  journal = {J. of Global Optimization},
  issue_date = {December 1997},
  volume = {11},
  number = {4},
  month = dec,
  year = {1997},
  issn = {0925-5001},
  pages = {341--359},
  numpages = {19},
  url = {https://doi.org/10.1023/A:1008202821328},
  doi = {10.1023/A:1008202821328},
  acmid = {596146},
  publisher = {Kluwer Academic Publishers},
  address = {Hingham, MA, USA},
  keywords = {Stochastic optimization, evolution strategy, genetic algorithm, global optimization, nonlinear optimization},
} 


@article{enn,
  author = {L. Wilson, Dennis},
  year = {1972},
  month = {08},
  pages = {408 - 421},
  title = {Asymptotic Properties of Nearest Neighbor Rules Using Edited Data},
  volume = {2},
  booktitle = {Systems, Man and Cybernetics, IEEE Transactions on}
}

@article{eus,
  author = {Garc\'{\i}a, Salvador and Herrera, Francisco},
  title = {Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy},
  journal = {Evol. Comput.},
  issue_date = {Fall 2009},
  volume = {17},
  number = {3},
  month = sep,
  year = {2009},
  issn = {1063-6560},
  pages = {275--306},
  numpages = {32},
  url = {http://dx.doi.org/10.1162/evco.2009.17.3.275},
  doi = {10.1162/evco.2009.17.3.275},
  acmid = {1641277},
  publisher = {MIT Press},
  address = {Cambridge, MA, USA},
  keywords = {Classification, class imbalance problem, evolutionary algorithms, prototype selection, undersampling},
} 

@online{github-pages,
  title  = "GitHub Pages.",
  month  = "jun",
  year   = "2018",
  url    = "https://pages.github.com"
}

@article{gm,
  author = {Barandela, Ricardo and Sánchez, Josep and García, Vicente and Rangel, E},
  year = {2003},
  month = {03},
  pages = {849-851},
  title = {Strategies for Learning in Class Imbalance Problems},
  volume = {36},
  booktitle = {Pattern Recognition}
}

@inproceedings{ihts,
  title={An Empirical Study of Instance Hardness},
  author={Michael R. Smith and Tony Martinez and Christophe G. Giraud-Carrier},
  year={2011}
}

@article{imbalanced-learn,
  author  = "Guillaume Lema{{\^i}}tre and Fernando Nogueira and Christos K. Aridas",
  title   = "Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning",
  journal = "Journal of Machine Learning Research",
  year    = "2017",
  volume  = "18",
  number  = "17",
  pages   = "1-5",
  url     = "http://jmlr.org/papers/v18/16-365.html"
}

@article{ipade,
  author = {L\'{o}pez, Victoria and Triguero, Isaac and Carmona, Crist\'{o}bal J. and Garc\'{\i}a, Salvador and Herrera, Francisco},
  title = {Addressing Imbalanced Classification with Instance Generation Techniques: IPADE-ID},
  journal = {Neurocomput.},
  issue_date = {February, 2014},
  volume = {126},
  month = feb,
  year = {2014},
  issn = {0925-2312},
  pages = {15--28},
  numpages = {14},
  url = {http://dx.doi.org/10.1016/j.neucom.2013.01.050},
  doi = {10.1016/j.neucom.2013.01.050},
  acmid = {2561234},
  publisher = {Elsevier Science Publishers B. V.},
  address = {Amsterdam, The Netherlands, The Netherlands},
  keywords = {Decision tree, Differential evolution, Imbalanced datasets, Instance generation, Nearest neighbor},
}

@article{keel,
  author="Alcal{\'a}-Fdez, J.
  and S{\'a}nchez, L.
  and Garc{\'i}a, S.
  and del Jesus, M. J.
  and Ventura, S.
  and Garrell, J. M.
  and Otero, J.
  and Romero, C.
  and Bacardit, J.
  and Rivas, V. M.
  and Fern{\'a}ndez, J. C.
  and Herrera, F.",
  title="KEEL: a software tool to assess evolutionary algorithms for data mining problems",
  journal="Soft Computing",
  year="2009",
  month="Feb",
  day="01",
  volume="13",
  number="3",
  pages="307--318",
  issn="1433-7479",
  doi="10.1007/s00500-008-0323-y",
  url="https://doi.org/10.1007/s00500-008-0323-y"
}

@online{keelweb,
  title  = "KEEL website.",
  month  = "jun",
  year   = "2018",
  url    = "http://keel.es"
}

@book{MLMurphy,
 author = {Murphy, Kevin P.},
 title = {Machine Learning: A Probabilistic Perspective},
 year = {2012},
 isbn = {0262018020, 9780262018029},
 publisher = {The MIT Press},
} 

@Article{matplotlib,
  Author    = {Hunter, J. D.},
  Title     = {Matplotlib: A 2D graphics environment},
  Journal   = {Computing In Science \& Engineering},
  Volume    = {9},
  Number    = {3},
  Pages     = {90--95},
  abstract  = {Matplotlib is a 2D graphics package used for Python
  for application development, interactive scripting, and
  publication-quality image generation across user
  interfaces and operating systems.},
  publisher = {IEEE COMPUTER SOC},
  doi       = {10.1109/MCSE.2007.55},
  year      = 2007
}

@inproceedings{kmeans,
  added-at = {2008-05-16T14:05:21.000+0200},
  author = {MacQueen, J.},
  biburl = {https://www.bibsonomy.org/bibtex/2d23dfdff44ca5121fde221604128ab80/sb3000},
  booktitle = {Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability - Vol. 1},
  editor = {{Le Cam}, L. M. and Neyman, J.},
  interhash = {8d7d4dfe7d3a06b8c9c3c2bb7aa91e28},
  intrahash = {d23dfdff44ca5121fde221604128ab80},
  keywords = {clustering k-means},
  pages = {281--297},
  publisher = {University of California Press, Berkeley, CA, USA},
  timestamp = {2008-05-16T14:05:22.000+0200},
  title = {Some Methods for Classification and Analysis of Multivariate Observations},
  year = 1967
}

@book{maven,
 author = {Miller, Frederic P. and Vandome, Agnes F. and McBrewster, John},
 title = {Apache Maven},
 year = {2010},
 isbn = {6130652194, 9786130652197},
 publisher = {Alpha Press},
} 

@inproceedings{ncl,
  author = {Laurikkala, Jorma},
  title = {Improving Identification of Difficult Small Classes by Balancing Class Distribution},
  booktitle = {Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine},
  series = {AIME '01},
  year = {2001},
  isbn = {3-540-42294-3},
  pages = {63--66},
  numpages = {4},
  url = {http://dl.acm.org/citation.cfm?id=648155.757340},
  acmid = {757340},
  publisher = {Springer-Verlag},
  address = {London, UK, UK},
} 

@inproceedings{nm,
  added-at = {2006-03-09T15:13:30.000+0100},
  author = {Zhang, J. and Mani, I.},
  biburl = {https://www.bibsonomy.org/bibtex/2cf4d2ac8bdac874b3d4841b4645a5a90/diana},
  booktitle = {{Proceedings of the ICML'2003 Workshop on Learning from Imbalanced Datasets}},
  description = {The big one},
  interhash = {3eeaa44fb8013212029025a680f2bb74},
  intrahash = {cf4d2ac8bdac874b3d4841b4645a5a90},
  keywords = {imported},
  timestamp = {2006-03-09T15:13:30.000+0100},
  title = {{KNN Approach to Unbalanced Data Distributions: A Case Study Involving Information Extraction}},
  year = 2003
}

@inproceedings{oss,
  author = {Miroslav Kubat and Stan Matwin},
  title = {Addressing the Curse of Imbalanced Training Sets: One-Sided Selection},
  booktitle = {In Proceedings of the Fourteenth International Conference on Machine Learning},
  year = {1997},
  pages = {179--186},
  publisher = {Morgan Kaufmann}
}

@online{pythonweb,
  title  = "Python Software Fundation.",
  month  = "jun",
  year   = "2018",
  url    = "https://www.python.org"
}

@article{roc,
  title = "An introduction to ROC analysis",
  journal = "Pattern Recognition Letters",
  volume = "27",
  number = "8",
  pages = "861 - 874",
  year = "2006",
  note = "ROC Analysis in Pattern Recognition",
  issn = "0167-8655",
  doi = "https://doi.org/10.1016/j.patrec.2005.10.010",
  url = "http://www.sciencedirect.com/science/article/pii/S016786550500303X",
  author = "Tom Fawcett",
  keywords = "ROC analysis, Classifier evaluation, Evaluation metrics"
}

@inbook{sbc,
  author="Yen, Show-Jane and Lee, Yue-Shi",
  editor="Huang, De-Shuang and Li, Kang and Irwin, George William",
  title="Under-Sampling Approaches for Improving Prediction of the Minority Class in an Imbalanced Dataset",
  bookTitle="Intelligent Control and Automation: International Conference on Intelligent Computing, ICIC 2006 Kunming, China, August 16--19, 2006",
  year="2006",
  publisher="Springer Berlin Heidelberg",
  address="Berlin, Heidelberg    ",
  pages="731--740",
  isbn="978-3-540-37256-1",
  doi="10.1007/978-3-540-37256-1_89",
  url="https://doi.org/10.1007/978-3-540-37256-1_89"
}

@online{sbt,
  title  = "sbt: Simple Build Tool.",
  month  = "jun",
  year   = "2018",
  url    = "https://www.scala-sbt.org/index.html"
}

@online{scala,
  title  = "The Scala Programming Language",
  month  = "jun",
  year   = "2018",
  url    = "https://www.scala-lang.org"
}

@online{scaladoc,
  title  = "Scaladoc.",
  month  = "jun",
  year   = "2018",
  url    = "https://docs.scala-lang.org/style/scaladoc.html"
}

@online{scala-cases,
  title  = "Scala: Case Classes.",
  month  = "jun",
  year   = "2018",
  url    = "https://docs.scala-lang.org/tour/case-classes.html"
}

@article{scikit-learn,
  title={Scikit-learn: Machine Learning in {P}ython},
  author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
          and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
          and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
          Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
  journal={Journal of Machine Learning Research},
  volume={12},
  pages={2825--2830},
  year={2011}
}

@article{spark,
 author = {Zaharia, Matei and Xin, Reynold S. and Wendell, Patrick and Das, Tathagata and Armbrust, Michael and Dave, Ankur and Meng, Xiangrui and Rosen, Josh and Venkataraman, Shivaram and Franklin, Michael J. and Ghodsi, Ali and Gonzalez, Joseph and Shenker, Scott and Stoica, Ion},
 title = {Apache Spark: A Unified Engine for Big Data Processing},
 journal = {Commun. ACM},
 issue_date = {November 2016},
 volume = {59},
 number = {11},
 month = oct,
 year = {2016},
 issn = {0001-0782},
 pages = {56--65},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/2934664},
 doi = {10.1145/2934664},
 acmid = {2934664},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@online{sparkweb,
  title  = "Apache Spark website.",
  month  = "jun",
  year   = "2018",
  url    = "https://spark.apache.org"
}

@article{svm,
  author="Cortes, Corinna and Vapnik, Vladimir",
  title="Support-vector networks",
  journal="Machine Learning",
  year="1995",
  month="Sep",
  day="01",
  volume="20",
  number="3",
  pages="273--297",
  issn="1573-0565",
  doi="10.1007/BF00994018",
  url="https://doi.org/10.1007/BF00994018"
}

@article{tl,
  author = {Tomek, Ivan},
  year = {1976},
  month = {11},
  pages = {},
  title = {Two modifications of CNN},
  volume = {6},
  booktitle = {IEEE Transactions on Systems, Man, and Cybernetics}
}

@online{trait-scala,
  title  = "Traits en Scala",
  month  = "jun",
  year   = "2018",
  url    = "https://docs.scala-lang.org/tour/traits.html"
}

@online{undersampling-github,
  author = "Néstor Rodríguez Vico",
  title  = "undersampling en GitHub",
  month  = "jun",
  year   = "2018",
  url    = "https://github.com/NestorRV/undersampling"
}

@article{weka,
  author = {Hall, Mark and Frank, Eibe and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H.},
  title = {The WEKA Data Mining Software: An Update},
  journal = {SIGKDD Explor. Newsl.},
  issue_date = {June 2009},
  volume = {11},
  number = {1},
  month = nov,
  year = {2009},
  issn = {1931-0145},
  pages = {10--18},
  numpages = {9},
  url = {http://doi.acm.org/10.1145/1656274.1656278},
  doi = {10.1145/1656274.1656278},
  acmid = {1656278},
  publisher = {ACM},
  address = {New York, NY, USA}
} 

@online{wekaweb,
  title  = "WEKA website.",
  month  = "jun",
  year   = "2018",
  url    = "https://www.cs.waikato.ac.nz/ml/weka/"
}