[HTML][HTML] Generalized network-based dimensionality analysis

ZT Kosztyán, AI Katona, MT Kurbucz… - Expert Systems With …, 2024 - Elsevier
Network analysis opens new horizons for data analysis methods, as the results of ever-
developing network science can be integrated into classical data analysis techniques. This …

[HTML][HTML] Network-based dimensionality reduction of high-dimensional, low-sample-size datasets

ZT Kosztyán, MT Kurbucz, AI Katona - Knowledge-Based Systems, 2022 - Elsevier
In the field of data science, there are a variety of datasets that suffer from the high-
dimensional, low-sample-size (HDLSS) problem; however, only a few dimensionality …