• AI buum : miks praegu ja mis ootab ees tervishoius?Valla, ElliMente et Manu2023 / lk. 22-25 : fot https://www.ester.ee/record=b1242496*est
• Comparison of one- two- and three-dimensional CNN models for drawing-test-based diagnostics of the Parkinson’s diseaseWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Nõmm, Sven; Valla, Elli; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Ruzhansky, MichaelBiomedical signal processing and control2024 / art. 105436, 8 p https://doi.org/10.1016/j.bspc.2023.105436
• Deep Learning Based Segmentation of Luria's Alternating Series Test to Support Diagnostics of Parkinson's DiseaseValla, Elli; Laur, Henry; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, Aaro2023 International Conference on Machine Learning and Applications (ICMLA)2023 / p. 1066-1071 : ill https://doi.org/10.1109/ICMLA58977.2023.00158
• Eesti teadlaste hinnang: tehisaru muudab meie elu palju, aga me ei tea veel, millalpostimees.ee2024 https://teadus.postimees.ee/8035716/eesti-teadlaste-hinnang-tehisaru-muudab-meie-elu-palju-aga-me-ei-tea-veel-millal
• Elli Valla selgitas, kuidas võib tehisintellekti areng mõjutada tulevikus haiguste diagnoosimist ja nende ravimistValla, Ellikanal2.ee2024 https://ohtu.kanal2.ee/8112883/ohtu-elli-valla-selgitas-kuidas-voib-tehisintellekti-areng-mojutada-tulevikus-haiguste-diagnoosimist-ja-nende-ravimist
• Elli Valla: bikiinifitnessiga tegelemisel on tulnud endalt küsida, kas tõmmata pidurit või vajutada gaasiUibomägi, Kethieestinaine.delfi.ee2023 https://eestinaine.delfi.ee/artikkel/120151852/kuula-elli-valla-bikiinifitnessiga-tegelemisel-on-tulnud-endalt-kusida-kas-tommata-pidurit-voi-vajutada-gaasi
• Enhancing cerebral palsy gait analysis with 3D computer vision : a dual-camera approachValla, Elli; Kanter, Gert; Nõmm, Sven; Kuusk, Anton Osvald; Maran, Peeter; Seenmaa, Karl Mihkel; Mägi, Killu; Toomela, Aaro2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)2024 / p. 1352-1357 https://doi.org/10.1109/CoDIT62066.2024.10708137 https://www.scopus.com/record/display.uri?eid=2-s2.0-85208252763&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1109%2FCoDIT62066.2024.10708137%29&relpos=0
• Generative adversarial networks as a data augmentation tool for CNN-based Parkinson's disease diagnosticsDzotsenidze, Erik; Valla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-Papers OnLine2022 / p. 108-113 : ill https://doi.org/10.1016/j.ifacol.2022.10.240 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85144327403&origin=inward&txGid=85bf5598b60beed5cb9bc1aaf10bb22f https://www.webofscience.com/wos/woscc/full-record/WOS:000870306300019
• Kuidas mõõta väsimust? Tehnikaülikooli magister pakub selleks välja ühe täiesti uutmoodi lahendusepostimees.ee2023 https://teadus.postimees.ee/7739701/kuidas-moota-vasimust-tehnikaulikooli-magister-pakub-selleks-valja-uhe-taiesti-uutmoodi-lahenduse
• Leveraging artificial intelligence for microkinematic analysis of fine motor skills in Parkinson’s disease detection = Tehisintellekti rakendamine peenmotoorika mikrokinemaatilises analüüsis Parkinsoni tõve tuvastamiseksValla, Elli2025 https://digikogu.taltech.ee/et/Item/e7c8ea35-6739-43fc-8f24-0c8607c62346 https://doi.org/10.23658/taltech.26/2025 https://www.ester.ee/record=b5747730*est
• Machine learning based analysis of the upper limb freezing during handwriting in Parkinson's disease patientsGorbatšov, Vassili; Valla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-PapersOnLine2022 / p. 91-95 https://doi.org/10.1016/j.ifacol.2022.10.237 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85144249319&origin=inward&txGid=f771709c55f7a7d259a85c47b19913e7 https://www.webofscience.com/wos/woscc/full-record/WOS:000870306300016
• Smartphone-based microkinematic feature analysis for mental fatigue detection using machine learningValla, Elli; Väli, Lilian; Nõmm, Sven; Toomela, AaroCognition, Technology & Work2025 / 32 p. : ill https://doi.org/10.21203/rs.3.rs-6601096/v1
• Tehisintellekt oskab näha Parkinsoni tõve algust inimese käekirjastmu.ee2023 https://www.mu.ee/uudised/2023/06/07/tehisintellekt-oskab-naha-parkinsoni-tove-algust-inimese-kaekirjast https://novaator.err.ee/1609364537/tehisaru-aitab-leida-joonistustestidest-parkinsoni-tove-varajasi-jalgi
• Tehisintellekt töötab tervise heaksValla, ElliPostimees2023 / Lk. 7 https://dea.digar.ee/article/postimees/2023/04/26/3.14
• Transforming fatigue assessment : smartphone-based system with digitized motor skill testsValla, Elli; Toose, Ain-Joonas; Nõmm, Sven; Toomela, AaroInternational Journal of Medical Informatics2023 / art. 105152 https://doi.org/10.1016/j.ijmedinf.2023.105152 https://www.scopus.com/sourceid/23689 https://www.scopus.com/record/display.uri?eid=2-s2.0-85165619687&origin=resultslist&sort=plf-f&src=s&sid=1ceedbeb511e6b6238321e9e07019f06&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22Transforming+fatigue+assessment%3A+Smartphone-based+system+with+digitized+motor+skill+tests%22%29&sl=106&sessionSearchId=1ceedbeb511e6b6238321e9e07019f06&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=INT%20J%20MED%20INFORM&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001050110400001
• Tremor-related feature engineering for machine learning based Parkinson’s disease diagnosticsValla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroBiomedical signal processing and control2022 / art. 103551 https://doi.org/10.1016/j.bspc.2022.103551 https://www.scopus.com/sourceid/4700152237 https://www.scopus.com/record/display.uri?eid=2-s2.0-85124477053&origin=inward&txGid=2c16d0d6d779c858f44af0cccb7ce252 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=BIOMED%20SIGNAL%20PROCES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000783873600004
• Ustus Aguri nimelise stipendiumi pälvis TalTechi doktorant Elli Vallapostimees.ee2024 https://haridus.postimees.ee/8143610/ustus-aguri-nimelise-stipendiumi-palvis-taltechi-doktorant-elli-valla
• Искусственный интеллект может найти ранние признаки Паркинсона в рисункахValla, Ellinauka.err.ee2024 https://nauka.err.ee/1609367762/iskusstvennyj-intellekt-mozhet-najti-rannie-priznaki-parkinsona-v-risunkah