{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T01:17:41Z","timestamp":1774401461747,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":23,"publisher":"Springer Singapore","isbn-type":[{"value":"9789811616846","type":"print"},{"value":"9789811616853","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-981-16-1685-3_1","type":"book-chapter","created":{"date-parts":[[2021,4,5]],"date-time":"2021-04-05T07:03:03Z","timestamp":1617606183000},"page":"3-13","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["CNN Based Analysis of the Luria\u2019s Alternating Series Test for Parkinson\u2019s Disease Diagnostics"],"prefix":"10.1007","author":[{"given":"Sergei","family":"Zarembo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sven","family":"N\u00f5mm","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kadri","family":"Medijainen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pille","family":"Taba","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aaro","family":"Toomela","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,4,6]]},"reference":[{"key":"1_CR1","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1016\/j.humov.2018.08.003","volume":"65","author":"J Danna","year":"2019","unstructured":"Danna, J., et al.: Digitalized spiral drawing in Parkinson\u2019s disease: a tool for evaluating beyond the written trace. Hum. Move. Sci. 65, 80\u201388 (2019). https:\/\/doi.org\/10.1016\/j.humov.2018.08.003. Special issue: Articles on graphonomics","journal-title":"Hum. Move. Sci."},{"key":"1_CR2","doi-asserted-by":"publisher","unstructured":"Drotar, P., Mekyska, J., Smekal, Z., Rektorova, I., Masarova, L., Faundez-Zanuy, M.: Prediction potential of different handwriting tasks for diagnosis of Parkinson\u2019s. In: 2013 E-Health and Bioengineering Conference (EHB), pp. 1\u20134 (2013). https:\/\/doi.org\/10.1109\/EHB.2013.6707378","DOI":"10.1109\/EHB.2013.6707378"},{"key":"1_CR3","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.artmed.2016.01.004","volume":"67","author":"P Drot\u00e1r","year":"2016","unstructured":"Drot\u00e1r, P., Mekyska, J., Rektorov\u00e1, I., Masarov\u00e1, L., Sm\u00e9kal, Z., Faundez-Zanuy, M.: Evaluation of handwriting kinematics and pressure for differential diagnosis of Parkinson\u2019s disease. Artif. Intell. Med. 67, 39\u201346 (2016). https:\/\/doi.org\/10.1016\/j.artmed.2016.01.004","journal-title":"Artif. Intell. Med."},{"issue":"1","key":"1_CR4","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1097\/WNN.0b013e318165b120","volume":"21","author":"KN Fountoulakis","year":"2008","unstructured":"Fountoulakis, K.N., et al.: Development of a standardized scoring method for the graphic sequence test suitable for use in psychiatric populations. Cogn. Behav. Neurol. 21(1), 18\u201327 (2008)","journal-title":"Cogn. Behav. Neurol."},{"key":"1_CR5","doi-asserted-by":"publisher","first-page":"1641","DOI":"10.1016\/j.procs.2017.08.259","volume":"112","author":"Z Harbi","year":"2017","unstructured":"Harbi, Z., Hicks, Y., Setchi, R.: Clock drawing test interpretation system. Proc. Comput. Sci. 112, 1641\u20131650 (2017). https:\/\/doi.org\/10.1016\/j.procs.2017.08.259. Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 21st International Conference, KES-20176-8 September 2017, Marseille, France","journal-title":"Proc. Comput. Sci."},{"key":"1_CR6","unstructured":"Hodges, J.R.: Cognitive Assessment for Clinicians. 2 edn. Oxford Medicine (2007)"},{"issue":"9996","key":"1_CR7","doi-asserted-by":"publisher","first-page":"896","DOI":"10.1016\/S0140-6736(14)61393-3","volume":"386","author":"LV Kalia","year":"2015","unstructured":"Kalia, L.V., Lang, A.E.: Parkinson\u2019s disease. Lancet 386(9996), 896\u2013912 (2015)","journal-title":"Lancet"},{"key":"1_CR8","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1016\/j.bspc.2016.08.003","volume":"31","author":"C Kotsavasiloglou","year":"2017","unstructured":"Kotsavasiloglou, C., Kostikis, N., Hristu-Varsakelis, D., Arnaoutoglou, M.: Machine learning-based classification of simple drawing movements in Parkinson\u2019s disease. Biomed. Signal Process. Control 31, 174\u2013180 (2017). https:\/\/doi.org\/10.1016\/j.bspc.2016.08.003","journal-title":"Biomed. Signal Process. Control"},{"key":"1_CR9","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: ImageNet classification with deep convolutional neural networks. In: Advances in Neural Information Processing Systems, pp. 1097\u20131105 (2012)"},{"issue":"11","key":"1_CR10","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y Lecun","year":"1998","unstructured":"Lecun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. Proc. IEEE 86(11), 2278\u20132324 (1998)","journal-title":"Proc. IEEE"},{"issue":"7","key":"1_CR11","doi-asserted-by":"publisher","first-page":"729","DOI":"10.1016\/j.parkreldis.2015.04.019","volume":"21","author":"ED Louis","year":"2015","unstructured":"Louis, E.D., Machado, D.G.: Tremor-related quality of life: a comparison of essential tremor vs. Parkinson\u2019s disease patients. Parkinsonism Relat. Disord. 21(7), 729\u2013735 (2015)","journal-title":"Parkinsonism Relat. Disord."},{"key":"1_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4684-7741-2","volume-title":"Higher Cortical Functions in Man","author":"AR Luria","year":"1995","unstructured":"Luria, A.R.: Higher Cortical Functions in Man. Springer, Heidelberg (1995). https:\/\/doi.org\/10.1007\/978-1-4684-7741-2"},{"issue":"1","key":"1_CR13","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/0165-0270(94)90053-1","volume":"52","author":"C Marquardt","year":"1994","unstructured":"Marquardt, C., Mai, N.: A computational procedure for movement analysis in handwriting. J. Neurosci. Methods 52(1), 39\u201345 (1994). https:\/\/doi.org\/10.1016\/0165-0270(94)90053-1","journal-title":"J. Neurosci. Methods"},{"key":"1_CR14","doi-asserted-by":"publisher","unstructured":"N\u00f5mm, S., Bard\u00f5\u0161, K., Ma\u0161arov, I., Kozhenkina, J., Toomela, A., Toomsoo, T.: Recognition and analysis of the contours drawn during the Poppelreuter\u2019s test. In: 2016 15th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 170\u2013175, December 2016. https:\/\/doi.org\/10.1109\/ICMLA.2016.0036","DOI":"10.1109\/ICMLA.2016.0036"},{"key":"1_CR15","doi-asserted-by":"publisher","unstructured":"N\u00f5mm, S., Bard\u00f5\u0161, K., Toomela, A., Medijainen, K., Taba, P.: Detailed analysis of the Luria\u2019s alternating seriestests for Parkinson\u2019s disease diagnostics. In: 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 1347\u20131352, December 2018. https:\/\/doi.org\/10.1109\/ICMLA.2018.00219","DOI":"10.1109\/ICMLA.2018.00219"},{"key":"1_CR16","doi-asserted-by":"crossref","unstructured":"Nomm, S., Kossas, T., Toomela, A., Medijainen, K., Taba, P.: Determining necessary length of the alternating series test for Parkinson\u2019s disease modelling. In: 2019 International Conference on Cyberworlds (CW), pp. 261\u2013266 (2019)","DOI":"10.1109\/CW.2019.00050"},{"key":"1_CR17","doi-asserted-by":"publisher","unstructured":"N\u00f5mm, S., Toomela, A., Kozhenkina, J., Toomsoo, T.: Quantitative analysis in the digital Luria\u2019s alternating series tests. In: 2016 14th International Conference on Control, Automation, Robotics and Vision (ICARCV), pp. 1\u20136, November 2016. https:\/\/doi.org\/10.1109\/ICARCV.2016.7838746","DOI":"10.1109\/ICARCV.2016.7838746"},{"key":"1_CR18","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/j.cmpb.2019.03.005","volume":"173","author":"C Rios-Urrego","year":"2019","unstructured":"Rios-Urrego, C., V\u00e1squez-Correa, J., Vargas-Bonilla, J., N\u00f6th, E., Lopera, F., Orozco-Arroyave, J.: Analysis and evaluation of handwriting in patients with Parkinson\u2019s disease using kinematic, geometrical, and non-linear features. Comput. Methods Program. Biomed. 173, 43\u201352 (2019). https:\/\/doi.org\/10.1016\/j.cmpb.2019.03.005","journal-title":"Comput. Methods Program. Biomed."},{"key":"1_CR19","unstructured":"Shi, J., et al.: Good features to track. In: Computer Vision and Pattern Recognition. In: 1994 Proceedings of IEEE Computer Society Conference on CVPR 1994, pp. 593\u2013600. IEEE (1994)"},{"issue":"1","key":"1_CR20","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1186\/s40537-019-0197-0","volume":"6","author":"C Shorten","year":"2019","unstructured":"Shorten, C., Khoshgoftaar, T.M.: A survey on image data augmentation for deep learning. J. Big Data 6(1), 60 (2019)","journal-title":"J. Big Data"},{"key":"1_CR21","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. In: Bengio, Y., LeCun, Y. (eds.) 3rd International Conference on Learning Representations, ICLR 2015, San Diego, CA, USA, 7\u20139 May 2015. Conference Track Proceedings (2015). http:\/\/arxiv.org\/abs\/1409.1556"},{"key":"1_CR22","doi-asserted-by":"publisher","first-page":"561","DOI":"10.1007\/978-3-319-91211-0-49","volume-title":"Information Technology in Biomedicine","author":"P Stepien","year":"2019","unstructured":"Stepien, P., Kawa, J., Wieczorek, D., Dabrowska, M., Slawek, J., Sitek, E.J.: Computer aided feature extraction in the paper version of Luria\u2019s alternating series test in progressive supranuclear palsy. In: Pietka, E., Badura, P., Kawa, J., Wieclawek, W. (eds.) Information Technology in Biomedicine, pp. 561\u2013570. Springer, Heidelberg (2019). https:\/\/doi.org\/10.1007\/978-3-319-91211-0-49"},{"issue":"21","key":"1_CR23","doi-asserted-by":"publisher","first-page":"4666","DOI":"10.3390\/app9214666","volume":"9","author":"G Vessio","year":"2019","unstructured":"Vessio, G.: Dynamic handwriting analysis for neurodegenerative disease assessment: a literary review. Appl. Sci. 9(21), 4666 (2019)","journal-title":"Appl. Sci."}],"container-title":["Communications in Computer and Information Science","Recent Challenges in Intelligent Information and Database Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-16-1685-3_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,5]],"date-time":"2021-04-05T07:03:14Z","timestamp":1617606194000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-981-16-1685-3_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9789811616846","9789811616853"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-981-16-1685-3_1","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"6 April 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACIIDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asian Conference on Intelligent Information and Database Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Phuket","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Thailand","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 April 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10 April 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aciids2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/aciids.pwr.edu.pl\/2021\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}