0507131 20240103222344.420190801235959.9 84951839351 000367593500025 10.1007/978-3-319-25135-6_25 13 s. P cav_un_epca*0507130978-3-319-25134-90302-9743LNAI 9376254-266ChamSpringer2015HuynhVan-NamInuiguchiMasahiroDenoeuxThierry Machine learning Multidimensional models Probability distributions Composition Information theory Lossless encoding cav_un_auth*0101118 Matematická teorie rozhodování Department of Decision Making Theory MTR MTR Department of Decision Making Theory 50 Jiroušek Radim UTIA-B K Ústav teorie informace a automatizace AV ČR, v. v. i. cav_un_auth*0353476 Krejčová I. CZ http://library.utia.cas.cz/separaty/2019/MTR/jirousek-0507131.pdf cav_un_auth*0353428 GA15-00215S GA ČR CZ Not having another source of information than source data, the process of data-based model construction can be viewed as the transformation of information represented by data into that represented by the model. The paper explains how this idea supports the Minimum Description Length Principle and how it can be employed to avoid the overfitting of the constructed model. cav_un_auth*0377836 4th Intemational Symposium, IUKM 2015 20151015 20151017 Nha Trang VN IN 10000 10200 10201 2020 2 PR RVO:67985556 http://hdl.handle.net/11104/0298537 S 0.329 Q2 2015 84951839351 SCOPUS PUBMED 000367593500025 WOS cav_un_epca*0507130 Integrated Uncertainty in Knowledge Modelling and Decision Making 978-3-319-25134-9 0302-9743 254 266 Integrated Uncertainty in Knowledge Modelling and Decision Making Cham Springer 2015 Lecture Notes in Artificial Intelligence LNAI 9376 340 Huynh Van-Nam 340 Inuiguchi Masahiro 340 Denoeux Thierry