Speciality:
05.13.18; 05.13.17 (Mathematical modeling, numerical methods, and the program systems; Theoretical foundation for informatics)
Birth date:
6.05.1963
E-mail: ,
Website: https://levvu.narod.ru Keywords: imprecise probabilities,
machine learning,
uncertainty representation,
decision making,
reliability theory.
Subject:
imprecise probabilities, machine learning, uncertainty representation, decision making, reliability theory
Main publications:
Utkin L.V., “An imprecise boosting-like approach to classification”, International Journal of Pattern Recognition and Artificial Intelligence, 27:8 (2013), 1–24
Utkin L.V., “A framework for imprecise robust one-class classification models”, International Journal of Machine Learning and Cybernetics, 5:3 (2014), 379–393
Utkin L.V., “The imprecise Dirichlet model as a basis for a new boosting classification algorithm”, Neurocomputing, 151:3 (2015), 1374–1383
Utkin L.V., Wiencierz A., “Improving over-fitting in ensemble regression by imprecise probabilities”, Information Sciences, 317 (2015), 315–328
Utkin L.V., Zhuk Y.A., “Imprecise prior knowledge incorporating into one-class classification”, Knowledge and Information Systems, 41:1 (2014), 53–76