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  • Search: subject:"super- vised learning"
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Classification 1 Cluster analysis 1 Cluster centroid 1 Clusteranalyse 1 Forecasting model 1 Klassifikation 1 Prognoseverfahren 1 SMOTE 1 Theorie 1 Theory 1 adjusting moving average forecast 1 binary classification 1 imbalanced classification 1 oversampling 1 super- vised learning 1 undersampling 1
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Article in journal 1 Aufsatz in Zeitschrift 1
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English 1
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Nguyen, Son 1 Olinsky, Alan 1 Quinn, John 1 Schumacher, Phyllis 1
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Advances in business and management forecasting 1
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ECONIS (ZBW) 1
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Effects of resampling techniques on imbalanced data classification : a new under-resampling method
Nguyen, Son; Schumacher, Phyllis; Olinsky, Alan; Quinn, John - In: Advances in business and management forecasting 14 (2021), pp. 51-70
We study the performances of various predictive models including decision trees, random forests, neural networks, and linear discriminant analysis on an imbalanced data set of home loan applications. During the process, we propose our undersampling algorithm to cope with the issues created by...
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