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Assessment of the Influence of Dependent Variable Distribution on Selected Goodness of Fit Measures Using the Example of Customer Churn Model

   | 29. Mai 2020

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Berrar D., 2019, Performance Measures for Binary Classification, Encyclopedia of Bioinformatics and Computational Biology, vol. 1, 546-560.10.1016/B978-0-12-809633-8.20351-8Search in Google Scholar

Boughorbel S., Jarray F., El-Anbari M., 2017, Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric, PloS one 12.6.10.1371/journal.pone.0177678Search in Google Scholar

Ferri C., Hernández-Orallo J., Modroiu R., 2009, An experimental comparison of performance measures for classification, Pattern Recognition Letters, 30.1, 27-38.10.1016/j.patrec.2008.08.010Search in Google Scholar

Géron A., 2017, Hands-On Machine Learning with Scikit-Learn & TensorFlow, O’Relly Sebastopol.Search in Google Scholar

Krzanowski W., Hand D., 2009, ROC Curves for Continuous Data, Chapman & Hall/CRC.10.1201/9781439800225Search in Google Scholar

Kuhn M., Johnson K., 2013, Applied Predictive Modelling, Springer, New York.10.1007/978-1-4614-6849-3Search in Google Scholar

Łapczyński M., 2016, Hybrydowe modele predykcyjne w marketingu relacji, Wydawnictwo Uniwersytetu Ekonomicznego w Krakowie, Kraków.Search in Google Scholar

Matthews B.W., 1975, Comparison of the predicted and observed secondary structure of T4 phage lysozyme, Biochimica et Biophysica Acta (BBA)-Protein Structure 405.2, 442-451.10.1016/0005-2795(75)90109-9Search in Google Scholar

Migut G., Jakubowski J., Stout D., 2013, Developing Scorecards Using STATISTICA Scorecard, Stat-Soft Polska/StatSoft Inc., Kraków/Tulsa.Search in Google Scholar

Powers D.M., 2011, Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation, Journal of Machine Learning Technologies, 2:1, 37-63.Search in Google Scholar

Powers D.M., 2012, The problem of Kappa, Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics, 345-355, Avignon.Search in Google Scholar

Sokolova M., Japkowicz N., Szpakowicz S., 2006, Beyond accuracy, F-score and ROC: a family of discriminant measures for performance evaluation, Australasian joint conference on artificial intelligence. Springer, Berlin, Heidelberg.10.1007/11941439_114Search in Google Scholar

Tharwat A., 2018, Classification assessment methods, Applied Computing and Informatics.Search in Google Scholar

Youden W.J., 1950, Index for rating diagnostic tests, Cancer, 3.1, 32-35.10.1002/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3Search in Google Scholar

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2449-9994
Sprache:
Englisch
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4 Hefte pro Jahr
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Wirtschaftswissenschaften, Volkswirtschaft, andere, Betriebswirtschaft, Mathematik und Statistik für Ökonomen, Mathematik, Sozialwissenschaften, Soziologie, Allgemeines