• CNN based analysis of the Luria’s alternating series test for Parkinson’s disease diagnosticsZarembo, Sergei; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroRecent Challenges in Intelligent Information and Database Systems : 13th Asian Conference, ACIIDS 2021, Phuket, Thailand, April 7–10, 2021 : proceedings2021 / p. 3-13 https://doi.org/10.1007/978-981-16-1685-3_1 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85104799322&origin=inward&txGid=b9a26be669b17c342fc67a210ed1f285
• 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 CNN based classification of the Archimedes spiral drawing tests to support diagnostics of the Parkinson’s diseaseNõmm, Sven; Zarembo, Sergei; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-Papers OnLine2020 / p. 260-264 https://doi.org/10.1016/j.ifacol.2021.04.185 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85107834230&origin=inward&txGid=713f6a8792a6b3887c3efe139a0cf4f7 https://www.webofscience.com/wos/woscc/full-record/WOS:000656589700046
• Detailed analysis of the Luria's alternating series tests for Parkinson's disease diagnosticsNõmm, Sven; Bardõš, Konstantin; Toomela, Aaro; Medijainen, Kadri; Taba, Pille17th IEEE International Conference on Machine Learning and Applications : ICMLA 2018, 17–20 December 2018, Orlando, Florida, USA : proceedings2018 / p. 1347–1352 https://doi.org/10.1109/ICMLA.2018.00219
• Determining necessary length of the alternating series test for Parkinson's disease modellingNõmm, Sven; Kossas, Tanel; Toomela, Aaro; Medijainen, Kadri; Taba, Pille2019 International Conference on Cyberworlds : CW 2019 : 2-4 October 2019, Kyoto, Japan : proceedings2019 / p. 261-266 : ill http://doi.org/10.1109/CW.2019.00050
• 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
• Interpretable quantitative description of the digital clock drawing test for Parkinson's disease modellingNõmm, Sven; Mašarov, Ilja; Toomela, Aaro; Medijainen, Kadri; Taba, Pille15th International Conference on Control, Automation, Robotics and Vision (ICARCV 2018) : Singapore, November 18-21, 20182018 / p. 1839-1844 : ill https://doi.org/10.1109/ICARCV.2018.8581074
• A light-weight CNN model for efficient Parkinsons disease diagnosticsWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Nõmm, Sven; Ruzhansky, Michael36th IEEE International Symposium on Computer-Based Medical Systems, CBMS 2023, Aquila, 22-24 June 20232023 / p. 616-621 https://doi.org/10.1109/CBMS58004.2023.00289 https://www.scopus.com/sourceid/23681 https://www.scopus.com/record/display.uri?eid=2-s2.0-85166485992&origin=inward&txGid=83540260ed20ef2651c40660d4ac6379 https://www.webofscience.com/wos/woscc/full-record/WOS:001037777900108
• LSTM-CNN : an efficient diagnostic network for Parkinson's disease utilizing dynamic handwriting analysisWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Toomela, Aaro; Nõmm, Sven; Ruzhansky, MichaelComputer Methods and Programs in Biomedicine2024 / art. 108066 https://doi.org/10.1016/j.cmpb.2024.108066 https://www.scopus.com/sourceid/23604 https://www.scopus.com/record/display.uri?eid=2-s2.0-85185006571&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1016%2Fj.cmpb.2024.108066%29&sessionSearchId=971b6d536926a71d00c3665b57fa29cc&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=COMPUT%20METH%20PROG%20BIO&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001186764800001
• 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
• Parkinson's disease diagnostics based on the analysis of digital sentence writing testNetšunajev, Aleksei; Nõmm, Sven; Toomela, Aaro; Medijainen, Kadri; Taba, PilleVietnam journal of computer science2021 / p. 493-512 https://doi.org/10.1142/S2196888821500238 https://www.scopus.com/sourceid/21101060452 https://www.scopus.com/record/display.uri?eid=2-s2.0-85117198746&origin=inward&txGid=6fc30dcb8f996e1b6f0665119452b86a https://jcr.clarivate.com/jcr-jp/journal-profile?journal=VIETNAM%20J%20COMPUT%20SCI&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000735958900003
• Sentence writing test for Parkinson disease modeling: comparing predictive ability of classifiersNetšunajev, Aleksei; Nõmm, Sven; Toomela, Aaro; Medijainen, Kadri; Taba, PilleIntelligent Information and Database Systems : 12th Asian Conference, ACIIDS 2020, Phuket, Thailand, March 23-26, 2020 : proceedings, Part I2020 / p. 345-357 https://doi.org/10.1007/978-3-030-41964-6_30 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85082305123&origin=inward&txGid=33ed2ec0541971b2160735ea956e932d https://www.webofscience.com/wos/woscc/full-record/WOS:000611576500030
• 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