w4k2/stream-learn

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references_evaluators.bib

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@article{Barandela2003,
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},
journal = {Pattern Recognition}
}

@inproceedings{Kubat1997,
  title={Addressing the Curse of Imbalanced Training Sets: One-Sided Selection},
  author={Miroslav Kubat and Stan Matwin},
  booktitle={ICML},
  year={1997}
}

@inproceedings{Brodersen2010,
 author = {Brodersen, Kay Henning and Ong, Cheng Soon and Stephan, Klaas Enno and Buhmann, Joachim M.},
 title = {The Balanced Accuracy and Its Posterior Distribution},
 booktitle = {Proceedings of the 2010 20th International Conference on Pattern Recognition},
 series = {ICPR '10},
 year = {2010},
 isbn = {978-0-7695-4109-9},
 pages = {3121--3124},
 numpages = {4},
 acmid = {1905533},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
 keywords = {bias, class imbalance, classification performance, generalizability},
}

@book{Kelleher2015,
 author = {Kelleher, John D. and Namee, Brian Mac and D'Arcy, Aoife},
 title = {Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies},
 year = {2015},
 isbn = {0262029448, 9780262029445},
 publisher = {The MIT Press},
}

@article{Sasaki2007,
author = {Sasaki, Yutaka},
year = {2007},
month = {01},
pages = {},
title = {The truth of the F-measure},
journal = {Teach Tutor Mater}
}

@article{Powers2011,
author = {Powers, David and Ailab,},
year = {2011},
month = {01},
pages = {2229-3981},
title = {Evaluation: From precision, recall and F-measure to ROC, informedness, markedness & correlation},
volume = {2},
journal = {J. Mach. Learn. Technol},
}

@book{Gama2010,
 author = {Gama, Joao},
 title = {Knowledge Discovery from Data Streams},
 year = {2010},
 isbn = {1439826110, 9781439826119},
 edition = {1st},
 publisher = {Chapman \& Hall/CRC},
}

@Article{Gama2013,
author="Gama, Jo{\~a}o
and Sebasti{\~a}o, Raquel
and Rodrigues, Pedro Pereira",
title="On evaluating stream learning algorithms",
journal="Machine Learning",
year="2013",
month="Mar",
day="01",
volume="90",
number="3",
pages="317--346",
issn="1573-0565",
}

@book{BaezaYates1999,
 author = {Baeza-Yates, Ricardo A. and Ribeiro-Neto, Berthier},
 title = {Modern Information Retrieval},
 year = {1999},
 isbn = {020139829X},
 publisher = {Addison-Wesley Longman Publishing Co., Inc.},
 address = {Boston, MA, USA},
}