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个人简介
Introduction
I am a Principal Researcher at the Statistical Machine Learning program, National ICT Australia with an adjunct appointment at the Research School for Information Sciences and Engineering (RSISE), Australian National University. I got my Ph.D in 1978 from the Warsaw University of Technology in Mathematics.
Research
My research focusses on Machine Learning and its applications to real life problems, especially Bioinformatics. I am especially interested in learning in very high dimensional spaces from small size datasets. In particular I am fascinated by the phenomenon of anti-learning, when data forces supervised learning algorithms to generate compulsive 'liar' predictors. By this I mean classifiers which are perfect on the training set but systematically worse than random guessing on an independent test set.
研究兴趣
论文共 172 篇作者统计合作学者相似作者
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arxiv(2024)
Applied Mathematics and Computation (2024): 128651
crossref(2023)
crossref(2023)
W. W. Koczkodaj,A. Kowalczyk, M. Mazurek,W. Pedrycz, G. Redlarski, E. Rogalska,D. Strzalka, A. Szymanskah,A. Wilinski,O. S. Xue
MethodsX (2023): 102249-102249
ALIMENTARY PHARMACOLOGY & THERAPEUTICSno. 6 (2021): 759-760
ACTA POLONIAE PHARMACEUTICAno. 1 (2020): 131-143
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