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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. 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: pezoulas vc. 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.
Predicting Lymphoma Development by Exploiting Genetic Variants and Clinical Findings in a Machine Learning-Based Methodology With Ensemble Classifiers in a Cohort of Sjögren's Syndrome Patients.
Kourou KD, Pezoulas VC, Georga EI, Exarchos T, Papaloukas C, Voulgarelis M, Goules A, Nezos A, Tzioufas AG, Moutsopoulos EM, Mavragani C, Fotiadis DI. Kourou KD, et al. Among authors: pezoulas vc. IEEE Open J Eng Med Biol. 2020 Feb 14;1:49-56. doi: 10.1109/OJEMB.2020.2965191. eCollection 2020. IEEE Open J Eng Med Biol. 2020. PMID: 35402956 Free PMC article.
Overcoming the Barriers That Obscure the Interlinking and Analysis of Clinical Data Through Harmonization and Incremental Learning.
Pezoulas VC, Kourou KD, Kalatzis F, Exarchos TP, Zampeli E, Gandolfo S, Goules A, Baldini C, Skopouli F, De Vita S, Tzioufas AG, Fotiadis DI. Pezoulas VC, et al. IEEE Open J Eng Med Biol. 2020 Mar 16;1:83-90. doi: 10.1109/OJEMB.2020.2981258. eCollection 2020. IEEE Open J Eng Med Biol. 2020. PMID: 35402941 Free PMC article.
48 results