{"id":1417,"date":"2022-03-22T16:35:00","date_gmt":"2022-03-22T15:35:00","guid":{"rendered":"https:\/\/wp.unil.ch\/mial\/?page_id=1417"},"modified":"2026-02-06T14:36:38","modified_gmt":"2026-02-06T13:36:38","slug":"nataliia-molchanova","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/mial\/team\/nataliia-molchanova\/","title":{"rendered":"Nataliia Molchanova"},"content":{"rendered":"\n
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PhD student<\/strong><\/p>\n\n\n\n

Lausanne University Hospital (CHUV), University of Applied Sciences and Arts of Western Switzerland (HES-SO Valais-Wallis)<\/p>\n\n\n\n

Affiliations<\/em><\/strong>
Lausanne University Hospital and Lausanne University<\/strong>, Radiology Department (CHUV)
University of Applied Sciences and Arts of Western Switzerland<\/strong>, Institute of Information systems (HES-SO Valais-Wallis)
CIBM <\/strong>Center for Biomedical Imaging<\/p>\n\n\n\n

Contact<\/em>
Email<\/strong>: nataliia (dot) molchanova (at) hevs (dot) ch \/ nataliia (dot) molchanova (at) chuv (dot) ch
Phone<\/strong>: +41 21 314 15 37
Postal address<\/strong>: Centre de Recherche en Radiologie (BIO02), Rue du Bugnon 46, CH-1011 Lausanne
Office<\/strong>: Route de la Corniche 10,\u00a0 CH-1010 Lausanne<\/p>\n\n\n\n

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LinkedIn<\/strong>: https:\/\/www.linkedin.com\/in\/nataliia-molchanova-699b201b8\/<\/a>
GitHub<\/strong>: https:\/\/github.com\/NataliiaMolch<\/a>
Personal website<\/strong>: https:\/\/www.mo-na.online\/<\/a><\/p>\n\n\n\n

Research interests<\/strong><\/p>\n\n\n\n

Applications of machine learning to magnetic resonance imaging, explainable AI.<\/p>\n\n\n\n

Short Bio<\/strong><\/p>\n\n\n\n

Nataliia was born in 1997. She received a bachelor degree in Physics with a minor in mathematical modelling at Moscow State University in 2019. That year she started a master program in Computational science and engineering at Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL). During the master program, she developed an interest to applications of machine learning to medical imaging, and did several projects at Laboratory of signal processing 5 (LTS5) at EPFL. In the scope of her master program, Nataliia worked at Fondation campus biotech Geneva EEG-BCI facility as a Data science intern. Her Master thesis was done in collaboration with LTS5, Siemens Healthineers and CHUV, and was titled \u201cDeep learning for privacy preserving medical imaging: Generative adversarial networks for anonymous face generation\u201d. She successfully graduated in February 2022.<\/p>\n\n\n\n

Since March 2022 Nataliia is working on a PhD thesis funded by Haslerfoundation <\/a>within the project \u00ab Explaining AI decisions in personalized healthcare: towards integration of deep learning into diagnosis and treatment planning (MSxplain) \u00bb. Her PhD is focused on developing uncertainty and explainability strategies for AI methods to existing deep learning models for MR image analysis in Multiple Sclerosis diagnosis, such as white matter and cortical lesion detection and paramagnetic rim classification.  Her doctarate at the Lausanne University is supervised by Dr. Meritxell Bach Cuadra<\/a> (CIBM, UNIL-CHUV) and Prof. Henning M\u00fcller (HES-SO).<\/p>\n","protected":false},"excerpt":{"rendered":"

PhD student Lausanne University Hospital (CHUV), University of Applied Sciences and Arts of Western Switzerland (HES-SO Valais-Wallis) AffiliationsLausanne University Hospital and Lausanne University, Radiology Department (CHUV)University of Applied Sciences and Arts of Western Switzerland, Institute of Information systems (HES-SO Valais-Wallis)CIBM<\/p>\n","protected":false},"author":1002368,"featured_media":0,"parent":153,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-1417","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/1417","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/users\/1002368"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/comments?post=1417"}],"version-history":[{"count":1,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/1417\/revisions"}],"predecessor-version":[{"id":2006,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/1417\/revisions\/2006"}],"up":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/153"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/media?parent=1417"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}