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Disease Progression of Hypertrophic Cardiomyopathy: Modeling Using Machine Learning.
Pičulin M, Smole T, Žunkovič B, Kokalj E, Robnik-Šikonja M, Kukar M, Fotiadis DI, Pezoulas VC, Tachos NS, Barlocco F, Mazzarotto F, Popović D, Maier LS, Velicki L, Olivotto I, MacGowan GA, Jakovljević DG, Filipović N, Bosnić Z. Pičulin M, et al. Among authors: robnik sikonja m. JMIR Med Inform. 2022 Feb 2;10(2):e30483. doi: 10.2196/30483. JMIR Med Inform. 2022. PMID: 35107432 Free PMC article.
A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains.
Pezoulas VC, Grigoriadis GI, Gkois G, Tachos NS, Smole T, Bosnić Z, Pičulin M, Olivotto I, Barlocco F, Robnik-Šikonja M, Jakovljevic DG, Goules A, Tzioufas AG, Fotiadis DI. Pezoulas VC, et al. Among authors: robnik sikonja m. Comput Biol Med. 2021 Jul;134:104520. doi: 10.1016/j.compbiomed.2021.104520. Epub 2021 Jun 6. Comput Biol Med. 2021. PMID: 34118751 Free article.
A machine learning-based risk stratification model for ventricular tachycardia and heart failure in hypertrophic cardiomyopathy.
Smole T, Žunkovič B, Pičulin M, Kokalj E, Robnik-Šikonja M, Kukar M, Fotiadis DI, Pezoulas VC, Tachos NS, Barlocco F, Mazzarotto F, Popović D, Maier L, Velicki L, MacGowan GA, Olivotto I, Filipović N, Jakovljević DG, Bosnić Z. Smole T, et al. Among authors: robnik sikonja m. Comput Biol Med. 2021 Aug;135:104648. doi: 10.1016/j.compbiomed.2021.104648. Epub 2021 Jul 12. Comput Biol Med. 2021. PMID: 34280775 Free article.
Propositionalization and embeddings: two sides of the same coin.
Lavrač N, Škrlj B, Robnik-Šikonja M. Lavrač N, et al. Among authors: robnik sikonja m. Mach Learn. 2020;109(7):1465-1507. doi: 10.1007/s10994-020-05890-8. Epub 2020 Jun 28. Mach Learn. 2020. PMID: 32704202 Free PMC article.
12 results