TY - JOUR AU - Thenganatt, M. A. AU - Jankovic, J. PY - 2016 DA - 2016// TI - The relationship between essential tremor and Parkinson's disease JO - Parkinsonism Relat Disord VL - 22 UR - https://doi.org/10.1016/j.parkreldis.2015.09.032 DO - 10.1016/j.parkreldis.2015.09.032 ID - Thenganatt2016 ER - TY - JOUR AU - Louis, E. D. PY - 2005 DA - 2005// TI - Essential tremor JO - Lancet Neurol VL - 4 UR - https://doi.org/10.1016/S1474-4422(05)00991-9 DO - 10.1016/S1474-4422(05)00991-9 ID - Louis2005 ER - TY - JOUR AU - Thenganatt, M. A. AU - Louis, E. D. PY - 2012 DA - 2012// TI - Distinguishing essential tremor from Parkinson's disease: bedside tests and laboratory evaluations JO - Expert Rev Neurother VL - 12 UR - https://doi.org/10.1586/ern.12.49 DO - 10.1586/ern.12.49 ID - Thenganatt2012 ER - TY - JOUR AU - Bermejo-Pareja, F. PY - 2011 DA - 2011// TI - Essential tremor - a neurodegenerative disorder associated with cognitive defects? JO - Nat Rev Neurol VL - 7 UR - https://doi.org/10.1038/nrneurol.2011.44 DO - 10.1038/nrneurol.2011.44 ID - Bermejo-Pareja2011 ER - TY - JOUR AU - Jain, S. AU - Lo, S. E. AU - Louis, E. D. PY - 2006 DA - 2006// TI - Common misdiagnosis of a common neurological disorder: how are we misdiagnosing essential tremor? JO - Arch Neurol VL - 63 UR - https://doi.org/10.1001/archneur.63.8.1100 DO - 10.1001/archneur.63.8.1100 ID - Jain2006 ER - TY - STD TI - Brodie MA, et al. Gait as a biomarker? Accelerometers reveal that reduced movement quality while walking is associated with Parkinson's disease, ageing and fall risk. In: International Conference on Biomedical Engineering and Biotechnology: IEEE; 2014. https://pubmed.ncbi.nlm.nih.gov/25571356/. UR - https://www.pubmed.ncbi.nlm.nih.gov/25571356/ ID - ref6 ER - TY - JOUR AU - Shah, J. AU - Virmani, T. PY - 2017 DA - 2017// TI - Objective gait parameters as a noninvasive biomarker for freezing of gait in Parkinson disease (P1.016) JO - Neurology VL - 88 ID - Shah2017 ER - TY - JOUR AU - Kourtis, L. C. PY - 2019 DA - 2019// TI - Digital biomarkers for Alzheimer’s disease: the mobile/wearable devices opportunity JO - NPJ Digit VL - 2 UR - https://doi.org/10.1038/s41746-018-0076-7 DO - 10.1038/s41746-018-0076-7 ID - Kourtis2019 ER - TY - JOUR AU - Heesen, C. PY - 2008 DA - 2008// TI - Patient perception of bodily functions in multiple sclerosis: gait and visual function are the most valuable JO - Mult Scler J VL - 14 UR - https://doi.org/10.1177/1352458508088916 DO - 10.1177/1352458508088916 ID - Heesen2008 ER - TY - JOUR AU - Hoskovcová, M. PY - 2013 DA - 2013// TI - Disorders of balance and gait in essential tremor are associated with midline tremor and age JO - Cerebellum VL - 12 UR - https://doi.org/10.1007/s12311-012-0384-4 DO - 10.1007/s12311-012-0384-4 ID - Hoskovcová2013 ER - TY - JOUR AU - Earhart, G. M. PY - 2009 DA - 2009// TI - Gait and balance in essential tremor: variable effects of bilateral thalamic stimulation JO - Mov Disord VL - 24 UR - https://doi.org/10.1002/mds.22356 DO - 10.1002/mds.22356 ID - Earhart2009 ER - TY - JOUR AU - Rao, A. K. AU - Gillman, A. AU - Louis, E. D. PY - 2011 DA - 2011// TI - Quantitative gait analysis in essential tremor reveals impairments that are maintained into advanced age JO - Gait Posture VL - 34 UR - https://doi.org/10.1016/j.gaitpost.2011.03.013 DO - 10.1016/j.gaitpost.2011.03.013 ID - Rao2011 ER - TY - JOUR AU - Singer, C. AU - Sanchez-Ramos, J. AU - Weiner, W. J. PY - 1994 DA - 1994// TI - Gait abnormality in essential tremor JO - Mov Disord VL - 9 UR - https://doi.org/10.1002/mds.870090212 DO - 10.1002/mds.870090212 ID - Singer1994 ER - TY - JOUR AU - Stolze, H. PY - 2001 DA - 2001// TI - The gait disorder of advanced essential tremor JO - Brain VL - 124 UR - https://doi.org/10.1093/brain/124.11.2278 DO - 10.1093/brain/124.11.2278 ID - Stolze2001 ER - TY - JOUR AU - Kronenbuerger, M. PY - 2009 DA - 2009// TI - Balance and motor speech impairment in essential tremor JO - Cerebellum VL - 8 UR - https://doi.org/10.1007/s12311-009-0111-y DO - 10.1007/s12311-009-0111-y ID - Kronenbuerger2009 ER - TY - JOUR AU - Parisi, S. L. PY - 2006 DA - 2006// TI - Functional mobility and postural control in essential tremor JO - Arch Phys Med Rehabil VL - 87 UR - https://doi.org/10.1016/j.apmr.2006.07.255 DO - 10.1016/j.apmr.2006.07.255 ID - Parisi2006 ER - TY - JOUR AU - Lonini, L. PY - 2018 DA - 2018// TI - Wearable sensors for Parkinson’s disease: which data are worth collecting for training symptom detection models JO - NPJ Digit VL - 1 UR - https://doi.org/10.1038/s41746-018-0071-z DO - 10.1038/s41746-018-0071-z ID - Lonini2018 ER - TY - CHAP AU - Blumrosen, G. PY - 2010 DA - 2010// TI - Tremor Acquisition System Based on UWB Wireless Sensor Network BT - 2010 International Conference on Body Sensor Networks ID - Blumrosen2010 ER - TY - JOUR AU - Blumrosen, G. PY - 2016 DA - 2016// TI - A Real-Time Kinect Signature-Based Patient Home Monitoring System JO - Sensors (Basel) VL - 16 UR - https://doi.org/10.3390/s16111965 DO - 10.3390/s16111965 ID - Blumrosen2016 ER - TY - JOUR AU - Winstein, C. AU - Requejo, P. PY - 2015 DA - 2015// TI - Innovative technologies for rehabilitation and health promotion: what is the evidence? JO - Phys Ther VL - 95 UR - https://doi.org/10.2522/ptj.2015.95.2.294 DO - 10.2522/ptj.2015.95.2.294 ID - Winstein2015 ER - TY - JOUR AU - Brognara, L. PY - 2019 DA - 2019// TI - Assessing gait in Parkinson's disease using wearable motion sensors: a systematic review JO - Diseases (Basel) VL - 7 UR - https://doi.org/10.3390/diseases7010018 DO - 10.3390/diseases7010018 ID - Brognara2019 ER - TY - JOUR AU - Zago, M. PY - 2018 DA - 2018// TI - Gait evaluation using inertial measurement units in subjects with Parkinson's disease JO - J Electromyogr Kinesiol VL - 42 UR - https://doi.org/10.1016/j.jelekin.2018.06.009 DO - 10.1016/j.jelekin.2018.06.009 ID - Zago2018 ER - TY - JOUR AU - Beam, A. L. AU - Kohane, I. S. PY - 2018 DA - 2018// TI - Big data and machine learning in health care JO - JAMA VL - 319 UR - https://doi.org/10.1001/jama.2017.18391 DO - 10.1001/jama.2017.18391 ID - Beam2018 ER - TY - STD TI - Tsoulos IG, et al. Application of machine learning in a Parkinson's disease digital biomarker dataset using neural network construction (NNC) methodology discriminates patient motor status. Front ICT. 2019;6(10). https://www.frontiersin.org/articles/10.3389/fict.2019.00010/full. UR - https://www.frontiersin.org/articles/10.3389/fict.2019.00010/full ID - ref24 ER - TY - JOUR AU - Hssayeni, M. D. PY - 2019 DA - 2019// TI - Wearable sensors for estimation of Parkinsonian tremor severity during free body movements JO - Sensors (Basel) VL - 19 UR - https://doi.org/10.3390/s19194215 DO - 10.3390/s19194215 ID - Hssayeni2019 ER - TY - JOUR AU - Ahmadi Rastegar, D. PY - 2019 DA - 2019// TI - Parkinson’s progression prediction using machine learning and serum cytokines JO - NPJ Parkinsons Dis VL - 5 UR - https://doi.org/10.1038/s41531-019-0086-4 DO - 10.1038/s41531-019-0086-4 ID - Ahmadi Rastegar2019 ER - TY - STD TI - Moon S, et al. Artificial neural networks in neurorehabilitation: A scoping review. NeuroRehabilitation. 2020;46(3):259–26. https://content.iospress.com/articles/neurorehabilitation/nre192996. UR - https://www.content.iospress.com/articles/neurorehabilitation/nre192996 ID - ref27 ER - TY - JOUR AU - Keijsers, N. L. PY - 2000 DA - 2000// TI - Detection and assessment of the severity of levodopa-induced dyskinesia in patients with Parkinson's disease by neural networks JO - Mov Disord VL - 15 UR - https://doi.org/3.0.CO;2-E DO - 3.0.CO;2-E ID - Keijsers2000 ER - TY - JOUR AU - Keijsers, N. L. AU - Horstink, M. W. AU - Gielen, S. C. PY - 2003 DA - 2003// TI - Automatic assessment of levodopa-induced dyskinesias in daily life by neural networks JO - Mov Disord VL - 18 UR - https://doi.org/10.1002/mds.10310 DO - 10.1002/mds.10310 ID - Keijsers2003 ER - TY - BOOK AU - Manap, H. H. AU - Tahir, N. M. AU - Yassin, A. I. M. PY - 2011 DA - 2011// TI - Statistical analysis of parkinson disease gait classification using artificial neural network. in International Symposium on Signal Processing and Information Technology (ISSPIT) PB - IEEE CY - Bilbao ID - Manap2011 ER - TY - BOOK AU - Muniz, A. M. PY - 2009 DA - 2009// TI - Assessment of the effects of subthalamic stimulation in Parkinson disease patients by artificial neural network. in International Conference on Biomedical Engineering and Biotechnology PB - IEEE CY - Minneapolis ID - Muniz2009 ER - TY - JOUR AU - Hossen, A. PY - 2013 DA - 2013// TI - A neural network approach for feature extraction and discrimination between Parkinsonian tremor and essential tremor JO - Technol Health Care VL - 21 UR - https://doi.org/10.3233/THC-130735 DO - 10.3233/THC-130735 ID - Hossen2013 ER - TY - JOUR AU - Geman, O. AU - Costin, H. PY - 2014 DA - 2014// TI - Automatic assessing of tremor severity using nonlinear dynamics, artificial neural networks and neuro-fuzzy classifier JO - Adv Electr Comput En VL - 14 UR - https://doi.org/10.4316/AECE.2014.01020 DO - 10.4316/AECE.2014.01020 ID - Geman2014 ER - TY - JOUR AU - Vásquez-Correa, J. C. PY - 2019 DA - 2019// TI - Multimodal assessment of Parkinson's disease: a deep learning approach JO - IEEE J Biomed Health Info VL - 23 UR - https://doi.org/10.1109/JBHI.2018.2866873 DO - 10.1109/JBHI.2018.2866873 ID - Vásquez-Correa2019 ER - TY - JOUR AU - Abrami, A. PY - 2020 DA - 2020// TI - Using an unbiased symbolic movement representation to characterize Parkinson’s disease states JO - Sci Rep VL - 10 UR - https://doi.org/10.1038/s41598-020-64181-3 DO - 10.1038/s41598-020-64181-3 ID - Abrami2020 ER - TY - STD TI - Aubin PM, Serackis A, Griskevicius J. Support vector machine classification of Parkinson's disease, essential tremor and healthy control subjects based on upper extremity motion. In: International Conference on Biomedical Engineering and Biotechnology: IEEE; 2012. https://ieeexplore.ieee.org/document/6245267. UR - https://www.ieeexplore.ieee.org/document/6245267 ID - ref36 ER - TY - CHAP AU - Loaiza Duque, J. D. PY - 2019 DA - 2019// TI - Using machine learning and accelerometry data for differential diagnosis of Parkinson’s disease and essential tremor BT - Applied Computer Sciences in Engineering PB - Springer International Publishing CY - Cham ID - Loaiza Duque2019 ER - TY - STD TI - Surangsrirat D, et al. Support vector machine classification of Parkinson's disease and essential tremor subjects based on temporal fluctuation. In: International Conference on Biomedical Engineering and Biotechnology: United States: IEEE; 2016. https://pubmed.ncbi.nlm.nih.gov/28269710/. UR - https://www.pubmed.ncbi.nlm.nih.gov/28269710/ ID - ref38 ER - TY - JOUR AU - Woods, A. M. PY - 2014 DA - 2014// TI - Parkinson’s disease and essential tremor classification on mobile device JO - Pervasive Mob Comput VL - 13 UR - https://doi.org/10.1016/j.pmcj.2013.10.002 DO - 10.1016/j.pmcj.2013.10.002 ID - Woods2014 ER - TY - JOUR AU - Horak, F. AU - King, L. AU - Mancini, M. PY - 2015 DA - 2015// TI - Role of body-worn movement monitor technology for balance and gait rehabilitation JO - Phys Ther VL - 95 UR - https://doi.org/10.2522/ptj.20140253 DO - 10.2522/ptj.20140253 ID - Horak2015 ER - TY - JOUR AU - Horak, F. B. PY - 2016 DA - 2016// TI - Balance and gait represent independent domains of mobility in Parkinson disease JO - Phys Ther VL - 96 UR - https://doi.org/10.2522/ptj.20150580 DO - 10.2522/ptj.20150580 ID - Horak2016 ER - TY - STD TI - Mancini M, et al. Mobility lab to assess nalance and gait with synchronized body-worn sensors. J Bioeng Biomed Sci. 2011;(Suppl 1):007–7. https://pubmed.ncbi.nlm.nih.gov/24955286/. UR - https://pubmed.ncbi.nlm.nih.gov/24955286/ ID - ref42 ER - TY - JOUR AU - Morris, R. PY - 2019 DA - 2019// TI - Validity of mobility lab (version 2) for gait assessment in young adults, older adults and Parkinson's disease JO - Physiol Meas VL - 40 UR - https://doi.org/10.1088/1361-6579/ab4023 DO - 10.1088/1361-6579/ab4023 ID - Morris2019 ER - TY - BOOK AU - Simoes, M. A. PY - 2011 DA - 2011// TI - Feasibility of wearable sensors to determine gait parameters PB - University of South Florida CY - Tampa ID - Simoes2011 ER - TY - JOUR AU - Muro-de-la-Herran, A. AU - Garcia-Zapirain, B. AU - Mendez-Zorrilla, A. PY - 2014 DA - 2014// TI - Gait analysis methods: an overview of wearable and non-wearable systems, highlighting clinical applications JO - Sensors (Basel) VL - 14 UR - https://doi.org/10.3390/s140203362 DO - 10.3390/s140203362 ID - Muro-de-la-Herran2014 ER - TY - STD TI - APDM. Whitepaper for mobility lab by APDM. Portland; 2015. ID - ref46 ER - TY - JOUR AU - Chawla, N. V. PY - 2002 DA - 2002// TI - SMOTE: synthetic minority over-sampling technique JO - J Artif Intell Res VL - 16 UR - https://doi.org/10.1613/jair.953 DO - 10.1613/jair.953 ID - Chawla2002 ER - TY - STD TI - He H, Ma Y. Imbalanced learning: foundations, algorithms, and applications: Wiley; 2013. https://onlinelibrary.wiley.com/doi/book/10.1002/9781118646106. UR - https://www.onlinelibrary.wiley.com/doi/book/10.1002/9781118646106 ID - ref48 ER - TY - JOUR AU - Hripcsak, G. AU - Rothschild, A. S. PY - 2005 DA - 2005// TI - Agreement, the F-measure, and reliability in information retrieval JO - J Am Med Inform Assn VL - 12 UR - https://doi.org/10.1197/jamia.M1733 DO - 10.1197/jamia.M1733 ID - Hripcsak2005 ER - TY - JOUR AU - Ohno-Machado, L. AU - Rowland, T. PY - 1999 DA - 1999// TI - Neural network applications in physical medicine and rehabilitation JO - Am J Phys Med Rehabil VL - 78 UR - https://doi.org/10.1097/00002060-199907000-00022 DO - 10.1097/00002060-199907000-00022 ID - Ohno-Machado1999 ER - TY - BOOK AU - Derczynski, L. PY - 2016 DA - 2016// TI - Complementarity, F-score, and NLP Evaluation. in Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC'16) ID - Derczynski2016 ER - TY - BOOK AU - Tharwat, A. PY - 2018 DA - 2018// TI - Classification assessment methods ID - Tharwat2018 ER - TY - JOUR AU - Blagus, R. AU - Lusa, L. PY - 2013 DA - 2013// TI - SMOTE for high-dimensional class-imbalanced data JO - BMC Bioinformatics VL - 14 UR - https://doi.org/10.1186/1471-2105-14-106 DO - 10.1186/1471-2105-14-106 ID - Blagus2013 ER - TY - STD TI - Jović A, Brkić K, Bogunović N. A review of feature selection methods with applications. In: 2015 38th international convention on information and communication technology, electronics and microelectronics (MIPRO): Ieee; 2015. https://ieeexplore.ieee.org/document/7160458. UR - https://www.ieeexplore.ieee.org/document/7160458 ID - ref54 ER - TY - STD TI - Zednik C. Solving the black box problem: a normative framework for explainable artificial intelligence. Philos Technol. 2019. https://link.springer.com/article/10.1007/s13347-019-00382-7. UR - https://www.link.springer.com/article/10.1007/s13347-019-00382-7 ID - ref55 ER -