TY - JOUR A1 - Greb, Fabian A1 - Steffens, Jochen A1 - Schlotz, Wolff T1 - Understanding music-selection behavior via statistical learning JF - Music & Science KW - daily life KW - lasso regression KW - music listening behavior KW - music selection behavior KW - percentile-lasso KW - situational influences KW - Statistical learning Y1 - 2018 U6 - https://doi.org/10.1177/2059204318755950 VL - 1 IS - 2 SP - 1 EP - 17 PB - Sage ER - TY - JOUR A1 - Greb, Fabian A1 - Steffens, Jochen A1 - Schlotz, Wolff T1 - Modeling Music-Selection Behavior in Everyday Life: A Multilevel Statistical Learning Approach and Mediation Analysis of Experience Sampling Data JF - Frontiers in psychology N2 - Music listening has become a highly individualized activity with smartphones and music streaming services providing listeners with absolute freedom to listen to any kind of music in any situation. Until now, little has been written about the processes underlying the selection of music in daily life. The present study aimed to disentangle some of the complex processes among the listener, situation, and functions of music listening involved in music selection. Utilizing the experience sampling method, data were collected from 119 participants using a smartphone application. For 10 consecutive days, participants received 14 prompts using stratified-random sampling throughout the day and reported on their music-listening behavior. Statistical learning procedures on multilevel regression models and multilevel structural equation modeling were used to determine the most important predictors and analyze mediation processes between person, situation, functions of listening, and music selection. Results revealed that the features of music selected in daily life were predominantly determined by situational characteristics, whereas consistent individual differences were of minor importance. Functions of music listening were found to act as a mediator between characteristics of the situation and music-selection behavior. We further observed several significant random effects, which indicated that individuals differed in how situational variables affected their music selection behavior. Our findings suggest a need to shift the focus of music-listening research from individual differences to situational influences, including potential person-situation interactions. KW - music-listening behavior KW - music-selection behavior KW - machine learning Y1 - 2019 U6 - https://doi.org/10.3389/fpsyg.2019.00390 N1 - This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). VL - 10 PB - Frontiers ER - TY - CHAP A1 - Steffens, Jochen A1 - Greb, Fabian A1 - Schlotz, Wolff T1 - Why listen to music right now? – Towards an inventory measuring the functions of music listening under situational influences T2 - Proceedings of the 14th International Conference on Music Perception and Cognition (ICMPC), San Francisco (CA), USA Y1 - 2016 UR - http://www.icmpc.org/icmpc14/files/ICMPC14_Proceedings.pdf SN - 1-876346-65-5 SP - 842 CY - San Francisco, UA ER - TY - CHAP A1 - Steffens, Jochen A1 - Greb, Fabian A1 - Schlotz, Wolff T1 - Patterns of situational cues and characteristics contributing to music listening in daily life: Towards a taxonomy of music listening situations T2 - Proceedings of the 15th International Conference on Music Perception and Cognition (ICMPC), Graz, Austria. Y1 - 2018 CY - Graz ER - TY - CHAP A1 - Greb, Fabian A1 - Schlotz, Wolff A1 - Steffens, Jochen ED - Burger, B. ED - Bamford, J. ED - Carlson, E. T1 - How do the functions of music listening vary across situations and persons? T2 - SysMus 2016: Proceedings of the International Conference of Students of Systematic Musicology 16: Programme, abstracts & proceedings Y1 - 2016 PB - Department of Music, University of Jyväskylä & Finnish Centre for Interdisciplinary Music Research CY - Jyväskylä ER - TY - CHAP A1 - Greb, Fabian A1 - Steffens, Jochen A1 - Schlotz, Wolff T1 - Wer hört wann was? – Modellierung des Musikauswahlverhaltens unter Berücksichtigung von Person und Situation T2 - 33. Abstract-Band zur Jahrestagung der Deutschen Gesellschaft für Musikpsychologie (DGM) Y1 - 2017 UR - Greb, Steffens et al. 2017 - Wer hört wann was.pptx CY - Hamburg ER - TY - CHAP A1 - Greb, Fabian A1 - Schlotz, Wolff A1 - Steffens, Jochen ED - Ginsborg, Jane ED - Lamont, Alexandra T1 - Situational and dispositional influences on the functions of music listening T2 - Proceedings of the 25th Anniversary Conference of the European Society for the Cognitive Sciences of Music (ESCOM): “The expressive interaction with music” (Ghent, Belgium) Y1 - 2017 CY - Ghent ER - TY - CHAP A1 - Greb, Fabian A1 - Schlotz, Wolff A1 - Steffens, Jochen T1 - Situational and dispositional influences on the functions of music listening T2 - Proceedings of the 14th International Conference on Music Perception and Cognition (ICMPC), San Francisco (CA), USA KW - Functions of music Y1 - 2016 SN - 1-876346-65-5 ER - TY - CHAP A1 - Greb, Fabian A1 - Schlotz, Wolff A1 - Steffens, Jochen T1 - Wie hören wir Musik? Situative und personenbezogene Einflussfaktoren auf die Funktionen des Musikhörens T2 - Abstract-Band zur Jahrestagung der Deutschen Gesellschaft für Musikpsychologie Y1 - 2016 ER - TY - CHAP A1 - Greb, Fabian A1 - Steffens, Jochen T1 - The Impact of Music Preference on the Physiological Activation of the Human Body due to Music Reception T2 - Fortschritte der Akustik 2013, DAGA-AIA, Merano, Italy, CD-ROM Y1 - 2013 CY - Merano ER - TY - CHAP A1 - Schlotz, Wolff A1 - Greb, Fabian A1 - Steffens, Jochen T1 - Smartphones as research tools in ambulatory assessment: Effects of own or loan devices on adherence, response attrition, usability, and reactivity T2 - Proceedings of the 5th Conference of the Society for Ambulatory Assessment (SAA 2017), Luxembourg Y1 - 2017 CY - Luxembourg ER - TY - CHAP A1 - Greb, Fabian A1 - Steffens, Jochen A1 - Schlotz, Wolff T1 - Situational influences on music selection behavior in daily life: An experience sampling study T2 - Proceedings of the 15th International Conference on Music Perception and Cognition (ICMPC), Graz, Austria. Y1 - 2018 CY - San Francisco, UA ER -