TY - GEN A1 - Hecker, Pascal A1 - Steckhan, Nico A1 - Eyben, Florian A1 - Schuller, Björn Wolfgang A1 - Arnrich, Bert T1 - Voice Analysis for Neurological Disorder Recognition – A Systematic Review and Perspective on Emerging Trends T2 - Zweitveröffentlichungen der Universität Potsdam : Reihe der Digital Engineering Fakultät N2 - Quantifying neurological disorders from voice is a rapidly growing field of research and holds promise for unobtrusive and large-scale disorder monitoring. The data recording setup and data analysis pipelines are both crucial aspects to effectively obtain relevant information from participants. Therefore, we performed a systematic review to provide a high-level overview of practices across various neurological disorders and highlight emerging trends. PRISMA-based literature searches were conducted through PubMed, Web of Science, and IEEE Xplore to identify publications in which original (i.e., newly recorded) datasets were collected. Disorders of interest were psychiatric as well as neurodegenerative disorders, such as bipolar disorder, depression, and stress, as well as amyotrophic lateral sclerosis amyotrophic lateral sclerosis, Alzheimer's, and Parkinson's disease, and speech impairments (aphasia, dysarthria, and dysphonia). Of the 43 retrieved studies, Parkinson's disease is represented most prominently with 19 discovered datasets. Free speech and read speech tasks are most commonly used across disorders. Besides popular feature extraction toolkits, many studies utilise custom-built feature sets. Correlations of acoustic features with psychiatric and neurodegenerative disorders are presented. In terms of analysis, statistical analysis for significance of individual features is commonly used, as well as predictive modeling approaches, especially with support vector machines and a small number of artificial neural networks. An emerging trend and recommendation for future studies is to collect data in everyday life to facilitate longitudinal data collection and to capture the behavior of participants more naturally. Another emerging trend is to record additional modalities to voice, which can potentially increase analytical performance. T3 - Zweitveröffentlichungen der Universität Potsdam : Reihe der Digital Engineering Fakultät - 13 KW - neurological disorders KW - voice KW - speech KW - everyday life KW - multiple modalities KW - machine learning KW - disorder recognition Y1 - 2023 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-581019 IS - 13 ER - TY - BOOK ED - Heller, Wilfried ED - Niemczik-Arambaşa, Mihaela Narcisa T1 - Am östlichen Rand der Europäischen Union BT - geopolitische, ethnische und nationale sowie ökonomische und soziale Probleme und ihre Folgen für die Grenzraumbevölkerung T3 - Potsdamer Geographische Forschungen N2 - Die Artikel dieses Bandes wollen anhand ausgewählter Grenzräume und Themen einen Beitrag zur Darstellung der Situation an der neuen östlichen Außengrenze der EU leisten. Im Zentrum steht dabei der Grenzraum zwischen der Republik Moldau und Rumänien. Analysen der geopolitischen, ethnischen und nationalen sowie ökonomischen und sozialen Probleme dieser Länder sollen die Rahmenbedingungen für das Leben der Bevölkerung in diesem Grenzraum verdeutlichen. Diese Probleme wirken sich auf den Alltag der Grenzraumbevölkerung, besonders auf ihre grenzüberschreitenden Aktivitäten aus. Politik und Wissenschaft müssen sich gerade auch der Probleme der Grenzräume annehmen, weil in Europa das Bemühen um eine friedliche "Einheit in der Vielfalt" nicht an den Außengrenzen der EU enden kann. T3 - Potsdamer Geographische Forschungen - 28 KW - Republik Moldau KW - Rumänien KW - Grenzraum KW - Alltag KW - Außengrenze der EU KW - grenzüberschreitende Aktivitäten KW - Republic of Moldova KW - Romania KW - Border area KW - everyday life KW - border of the EU KW - cross-border activities Y1 - 2009 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-31647 SN - 978-3-940793-97-3 SN - 0940-9688 IS - 28 PB - Universitätsverlag Potsdam CY - Potsdam ER -