Variable selection for one class classifiers. Introduction of LOVE
It is shown that LOVE can: (1) enhance classifier performance; (2) prevent overfitting and improve model stability; (3) fix outliers without deletion; and (4) provide a better understanding of what factors influence the decision.
Authors
- Oxana Ye. Rodionova (ORCID: https://orcid.org/0000-0002-0146-8284)
- Sergey Kucheryavskiy (ORCID: https://orcid.org/0000-0002-3145-7244)
- Alexey L. Pomerantsev (ORCID: https://orcid.org/0000-0001-7402-4011)
Institutions
- Semenov Institute of Chemical Physics (RU)
- Aalborg University (DK)
Publication Details
- Journal
- Analytica Chimica Acta
- Published
- 2025-06-06
- DOI
- https://doi.org/10.1016/j.aca.2025.344302
- Citations
- 5
- Primary Topic
- Spectroscopy and Chemometric Analyses
- Type
- article
- Field-Weighted Citation Impact
- 3.76