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Aaro Toomela

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2020 – today

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2024
[j5]
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Xuechao Wang, Junqing Huang, Marianna Chatzakou, Sven Nõmm, Elli Valla, Kadri Medijainen, Pille Taba, Aaro Toomela, Michael V. Ruzhansky:
Comparison of one- two- and three-dimensional CNN models for drawing-test-based diagnostics of the Parkinson's disease. Biomed. Signal Process. Control. 87(Part B): 105436 (2024)
[j4]
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Xuechao Wang, Junqing Huang, Marianna Chatzakou, Kadri Medijainen, Aaro Toomela, Sven Nõmm, Michael V. Ruzhansky:
LSTM-CNN: An efficient diagnostic network for Parkinson's disease utilizing dynamic handwriting analysis. Comput. Methods Programs Biomed. 247: 108066 (2024)
[c15]
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Elli Valla, Gert Kanter, Sven Nõmm, Anton Osvald Kuusk, Peeter Maran, Karl Mihkel Seenmaa, Killu Mägi, Aaro Toomela:
Enhancing Cerebral Palsy Gait Analysis with 3D Computer Vision: A Dual-Camera Approach. CoDIT 2024: 1352-1357
2023
[j3]
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Elli Valla, Ain-Joonas Toose, Sven Nõmm, Aaro Toomela:
Transforming fatigue assessment: Smartphone-based system with digitized motor skill tests. Int. J. Medical Informatics 177: 105152 (2023)
[c14]
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Xuechao Wang, Junqing Huang, Marianna Chatzakou, Kadri Medijainen, Pille Taba, Aaro Toomela, Sven Nõmm, Michael V. Ruzhansky:
A Light-weight CNN Model for Efficient Parkinson's Disease Diagnostics. CBMS 2023: 616-621
[c13]
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Elli Valla, Henry Laur, Sven Nõmm, Kadri Medijainen, Pille Taba, Aaro Toomela:
Deep Learning Based Segmentation of Luria's Alternating Series Test to Support Diagnostics of Parkinson's Disease. ICMLA 2023: 1066-1071
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  - journals/corr/abs-2302-00973
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Xuechao Wang, Junqing Huang, Marianna Chatzakou, Kadri Medijainen, Pille Taba, Aaro Toomela, Sven Nomm, Michael V. Ruzhansky:
A Light-weight CNN Model for Efficient Parkinson's Disease Diagnostics. CoRR abs/2302.00973 (2023)
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Xuechao Wang, Junqing Huang, Sven Nomm, Marianna Chatzakou, Kadri Medijainen, Aaro Toomela, Michael V. Ruzhansky:
LSTM-CNN: An efficient diagnostic network for Parkinson's disease utilizing dynamic handwriting analysis. CoRR abs/2311.11756 (2023)
2022
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Elli Valla, Sven Nõmm, Kadri Medijainen, Pille Taba, Aaro Toomela:
Tremor-related feature engineering for machine learning based Parkinson's disease diagnostics. Biomed. Signal Process. Control. 75: 103551 (2022)
2021
[j1]
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  - journals/vjcs/NetsunajevNTMT21
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Aleksei Netsunajev, Sven Nõmm, Aaro Toomela, Kadri Medijainen, Pille Taba:
Parkinson's Disease Diagnostics Based on the Analysis of Digital Sentence Writing Test. Vietnam. J. Comput. Sci. 8(4): 493-512 (2021)
[c12]
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Sergei Zarembo, Sven Nõmm, Kadri Medijainen, Pille Taba, Aaro Toomela:
CNN Based Analysis of the Luria's Alternating Series Test for Parkinson's Disease Diagnostics. ACIIDS (Companion) 2021: 3-13
2020
[c11]
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Aleksei Netsunajev, Sven Nõmm, Aaro Toomela, Kadri Medijainen, Pille Taba:
Sentence Writing Test for Parkinson Disease Modeling: Comparing Predictive Ability of Classifiers. ACIIDS (1) 2020: 345-357

2010 – 2019

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2019
[c10]
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  - conf/cw/NommKTMT19
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Sven Nomm, Tanel Kossas, Aaro Toomela, Kadri Medijainen, Pille Taba:
Determining Necessary Length of the Alternating Series Test for Parkinson's Disease Modelling. CW 2019: 261-266
2018
[c9]
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  - conf/icarcv/NommMTMT18
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Sven Nomm, Ilja Masharov, Aaro Toomela, Kadri Medijainen, Pille Taba:
Interpretable Quantitative Description of the Digital Clock Drawing Test for Parkinson's Disease Modelling. ICARCV 2018: 1839-1844
[c8]
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  - conf/icmla/NommBTMT18
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Sven Nomm, Konstantin Bardos, Aaro Toomela, Kadri Medijainen, Pille Taba:
Detailed Analysis of the Luria's Alternating SeriesTests for Parkinson's Disease Diagnostics. ICMLA 2018: 1347-1352
[c7]
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Anna Krajushkina, Sven Nomm, Aaro Toomela, Kadri Medijainen, Eveli Tamm, Martti Vaske, Dan Uvarov, Hedi Kahar, Marita Nugis, Pille Taba:
Gait Analysis Based Approach for Parkinson's Disease Modeling with Decision Tree Classifiers. SMC 2018: 3720-3725
2017
[c6]
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Sven Nõmm, Aaro Toomela, Ilia Gaichenja:
Towards the Notion of Average Trajectory of the Repeating Motion of Human Limbs. ACIIDS (2) 2017: 582-591
[c5]
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Sven Nõmm, Aaro Toomela, Jaroslav Kulikov:
Towards Modeling of Finger Motions in Virtual Reality Environment. AVR (1) 2017: 106-115
2016
[c4]
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Sven Nomm, Aaro Toomela, Julia Kozhenkina, Toomas Toomsoo:
Quantitative analysis in the digital Luria's alternating series tests. ICARCV 2016: 1-6
[c3]
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  - conf/icmla/NommBMKTT16
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Sven Nomm, Konstantin Bardos, Ilja Masarov, Julia Kozhenkina, Aaro Toomela, Toomas Toomsoo:
Recognition and Analysis of the Contours Drawn during the Poppelreuter's Test. ICMLA 2016: 170-175
[p1]
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  - books/sp/16/Toomela16
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Aaro Toomela:
The Ways of Scientific Anticipation: From Guesses to Probabilities and from There to Certainty. Anticipation Across Disciplines 2016: 255-273
2014
[c2]
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Sven Nõmm, Tiit Kõnnusaar, Aaro Toomela:
Towards Establishing Relationships between Human Arousal Level and Motion Mass. ICONIP (1) 2014: 19-26
2013
[c1]
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  - conf/ems/NommTB13
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Sven Nomm, Aaro Toomela, Jevgeni Borushko:
Alternative Approach to Model Changes of Human Motor Functions. EMS 2013: 169-174

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