Yazar "Üçer, Serkan" için listeleme
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Classes versus communities: Outlier detection and removal in tabular datasets via social network analysis (ClaCO)
Üçer, Serkan; Özyer, Tansel; Alhajj, Reda (Institute of Electrical and Electronics Engineers Inc., 2023)In this research, we introduce a model to detect inconsistent & anomalous samples in tabular labeled datasets which are used in machine learning classification tasks, frequently. Our model, abbreviated as the ClaCO (Classes ... -
Explainable artificial intelligence through graph theory by generalized social network analysis-based classifier
Üçer, Serkan; Özyer, Tansel; Alhajj, Reda (Nature Portfolio, 2022)We propose a new type of supervised visual machine learning classifier, GSNAc, based on graph theory and social network analysis techniques. In a previous study, we employed social network analysis techniques and introduced ...