1
|
Wang X, Huang W. Examining students' music listening willingness and engagement to foster their musical achievement and development in higher educational institutions. Sci Rep 2024; 14:3036. [PMID: 38321043 PMCID: PMC10847488 DOI: 10.1038/s41598-024-52911-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 01/25/2024] [Indexed: 02/08/2024] Open
Abstract
Drawing upon self-determination theory, this study explores how listening music willingness (LMW) and music engagement (ME) impact musical development and achievement (MDA) via the mediating role of music aesthetic experience (MAE) and music listening behavior (MLB) among 299 university music students in Chinese higher educational institutions (HEIs). Employing structural equation modeling (SEM), the results reveal that LMW significantly influences MLB but not musical development and achievement. ME significantly affects both music aesthetic experience and MDA, with a significant correlation between MLB and MDA. Besides, the relationship between MAE and MDA is positively significant. Mediation analysis reveals that music listening behavior fully mediates the LMW-MDA relationship, while the relationship between ME and MDA is partially mediated by musical aesthetic experience. These findings offer insights for crafting music educational strategies emphasizing positive listening behavior, active engagement, and enriched aesthetic experiences to enhance effectiveness in HEIs. For policymakers particularly in China, understanding the pivotal role of MLB as a mediator between willingness and achievement suggests interventions targeting listening habits can positively influence overall MDA. Furthermore, recognizing the partial mediation by aesthetic experience in the relationship between engagement and MDA suggests programs enhancing musical aesthetic experiences could amplify the impact of music education initiatives.
Collapse
Affiliation(s)
- Xiaokang Wang
- College of Music and Dance, Guizhou Minzu University, Guiyang, Guizhou, China.
| | - Wenrong Huang
- College of Music and Dance, Guizhou Minzu University, Guiyang, Guizhou, China
| |
Collapse
|
2
|
Xiao X, Tan J, Liu X, Zheng M. The dual effect of background music on creativity: perspectives of music preference and cognitive interference. Front Psychol 2023; 14:1247133. [PMID: 37868605 PMCID: PMC10588669 DOI: 10.3389/fpsyg.2023.1247133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 09/19/2023] [Indexed: 10/24/2023] Open
Abstract
Music, an influential environmental factor, significantly shapes cognitive processing and everyday experiences, thus rendering its effects on creativity a dynamic topic within the field of cognitive science. However, debates continue about whether music bolsters, obstructs, or exerts a dual influence on individual creativity. Among the points of contention is the impact of contrasting musical emotions-both positive and negative-on creative tasks. In this study, we focused on traditional Chinese music, drawn from a culture known for its 'preference for sadness,' as our selected emotional stimulus and background music. This choice, underrepresented in previous research, was based on its uniqueness. We examined the effects of differing music genres (including vocal and instrumental), each characterized by a distinct emotional valence (positive or negative), on performance in the Alternative Uses Task (AUT). To conduct this study, we utilized an affective arousal paradigm, with a quiet background serving as a neutral control setting. A total of 114 participants were randomly assigned to three distinct groups after completing a music preference questionnaire: instrumental, vocal, and silent. Our findings showed that when compared to a quiet environment, both instrumental and vocal music as background stimuli significantly affected AUT performance. Notably, music with a negative emotional charge bolstered individual originality in creative performance. These results lend support to the dual role of background music in creativity, with instrumental music appearing to enhance creativity through factors such as emotional arousal, cognitive interference, music preference, and psychological restoration. This study challenges conventional understanding that only positive background music boosts creativity and provides empirical validation for the two-path model (positive and negative) of emotional influence on creativity.
Collapse
Affiliation(s)
- Xinyao Xiao
- China Institute of Music Mental Health, Chongqing, China
- School of Music, Southwest University, Chongqing, China
| | - Junying Tan
- Guizhou University of Finance and Economics, Guiyang, China
| | - Xiaolin Liu
- China Institute of Music Mental Health, Chongqing, China
- School of Psychology, Southwest University, Chongqing, China
| | - Maoping Zheng
- China Institute of Music Mental Health, Chongqing, China
- School of Music, Southwest University, Chongqing, China
| |
Collapse
|
3
|
MacGregor C, Ruth N, Müllensiefen D. Development and validation of the first adaptive test of emotion perception in music. Cogn Emot 2023; 37:284-302. [PMID: 36592153 DOI: 10.1080/02699931.2022.2162003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
ABSTRACTThe Musical Emotion Discrimination Task (MEDT) is a short, non-adaptive test of the ability to discriminate emotions in music. Test-takers hear two performances of the same melody, both played by the same performer but each trying to communicate a different basic emotion, and are asked to determine which one is "happier", for example. The goal of the current study was to construct a new version of the MEDT using a larger set of shorter, more diverse music clips and an adaptive framework to expand the ability range for which the test can deliver measurements. The first study analysed responses from a large sample of participants (N = 624) to determine how musical features contributed to item difficulty, which resulted in a quantitative model of musical emotion discrimination ability rooted in Item Response Theory (IRT). This model informed the construction of the adaptive MEDT. A second study contributed preliminary evidence for the validity and reliability of the adaptive MEDT, and demonstrated that the new version of the test is suitable for a wider range of abilities. This paper therefore presents the first adaptive musical emotion discrimination test, a new resource for investigating emotion processing which is freely available for research use.
Collapse
Affiliation(s)
- Chloe MacGregor
- Department of Psychology, Goldsmiths, University of London, London, England
| | - Nicolas Ruth
- Institute for Cultural Management and Media, University of Music and Performing Arts Munich, Munchen, Germany
| | | |
Collapse
|
4
|
Müllensiefen D, Elvers P, Frieler K. Musical development during adolescence: Perceptual skills, cognitive resources, and musical training. Ann N Y Acad Sci 2022; 1518:264-281. [PMID: 36251356 PMCID: PMC10092152 DOI: 10.1111/nyas.14911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Longitudinal studies on musical development can provide very valuable insights and potentially evidence for causal mechanisms driving the development of musical skills and cognitive resources, such as working memory and intelligence. Nonetheless, quantitative longitudinal studies on musical and cognitive development are very rare in the published literature. Hence, the aim of this paper is to document available longitudinal evidence on musical development from three different sources. In part I, data from a systematic literature review are presented in a graphical format, making developmental trends from five previous longitudinal studies comparable. Part II presents a model of musical development derived from music-related variables that are part of the British Millennium Cohort Study. In part III, data from the ongoing LongGold project are analyzed answering five questions on the change of musical skills and cognitive resources across adolescence and on the role that musical training and activities might play in these developmental processes. Results provide evidence for substantial near transfer effects (from musical training to musical skills) and weaker evidence for far-transfer to cognitive variables. But results also show evidence of cognitive profiles of high intelligence and working memory capacity that are conducive to strong subsequent growth rates of musical development.
Collapse
Affiliation(s)
- Daniel Müllensiefen
- Department of Psychology, Goldsmiths, University of London, London, UK.,Hanover Music Lab, University of Music, Drama, and Media, Hannover, Germany
| | | | - Klaus Frieler
- Max Planck Institute of Empirical Aesthetics, Frankfurt a. M., Germany
| |
Collapse
|
5
|
Understanding the Association between Musical Sophistication and Well-Being in Music Students. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19073867. [PMID: 35409548 PMCID: PMC8997621 DOI: 10.3390/ijerph19073867] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 03/04/2022] [Accepted: 03/12/2022] [Indexed: 02/05/2023]
Abstract
Quality of life and mental health are topics under discussion in the university environment that pose new educational challenges. Public policy in Chile establishes the need to track students who are starting university and who could find themselves at possible academic risk (Law 20. 903). These transition processes experienced by students therefore need to be guided to improve the students’ quality of life. Using a mixed design, the present study analyzes the association between musical sophistication (Ollen, 2006), students’ well-being, and the performance of first-year students training to be music teachers (n = 25). The Ollen Musical Sophistication questionnaire and the Spanish version of the PERMA-profiler, a questionnaire for assessing well-being, were applied. In order to obtain detailed information about learning processes and educational needs, seven interviews were conducted. Results indicate a negative correlation between musical sophistication on the one hand and negative emotions (anxiety and anger) and loneliness on the other. This is reflected in less consistent academic performance, difficulties in identity development, and reduced motivation to face new challenges besides musical learning. We concluded that knowledge and observation of students’ previous musical experience is crucial for understanding and supporting the educational transition process and well-being of student music teachers.
Collapse
|
6
|
Ruth N, Müllensiefen D. Survival of musical activities. When do young people stop making music? PLoS One 2021; 16:e0259105. [PMID: 34818348 PMCID: PMC8612519 DOI: 10.1371/journal.pone.0259105] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 10/12/2021] [Indexed: 12/04/2022] Open
Abstract
Although making music is a popular leisure activity for children and adolescents, few stay musically engaged. Previous research has focused on finding reasons for quitting musical activities, pedagogical strategies to keep students engaged with music, and motivational factors of musical training. Nonetheless, we know very little about how the proportion of musically active children changes with age and what traits influence the survival of musical engagement. This study used longitudinal data from secondary school students in the UK and Germany aged between 10 and 17 years. A survival analysis was applied to investigate the trajectories of musical activities across this age span. Other factors like type of learned instrument, gender, personality and intelligence were taken into account for further analyses using generalized linear models. Results indicate that about 50% of all students drop out of music lessons and other musical activities by the time they turn 17 years old, with most students quitting between the ages of 15 and 17. Musical home environment is an important factor that is associated with lower drop out rates while conscientiousness and theory of musicality showed smaller significant associations.
Collapse
Affiliation(s)
- Nicolas Ruth
- Department of Psychology, Goldsmiths, University of London, New Cross, London, United Kingdom
- * E-mail:
| | - Daniel Müllensiefen
- Department of Psychology, Goldsmiths, University of London, New Cross, London, United Kingdom
| |
Collapse
|
7
|
Liu WC. Implicit Theories of Intelligence and Achievement Goals: A Look at Students' Intrinsic Motivation and Achievement in Mathematics. Front Psychol 2021; 12:593715. [PMID: 33692718 PMCID: PMC7937610 DOI: 10.3389/fpsyg.2021.593715] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 01/11/2021] [Indexed: 11/21/2022] Open
Abstract
The present research seeks to utilize Implicit Theories of Intelligence (mindsets) and Achievement Goal Theory to understand students' intrinsic motivation and academic performance in mathematics in Singapore. 1,201 lower-progress stream students (596 males, 580 females, 25 missing data), ages ranged from 13 to 17 years (M = 14.68 years old, SD = 0.57), from 17 secondary schools in Singapore took part in the study. Using structural equation modeling, results confirmed hypotheses that incremental mindset predicted mastery-approach goals and, in turn, predicted intrinsic motivation and mathematics performance. Entity mindset predicted performance-approach and performance-avoidance goals. Performance-approach goal was positively linked to intrinsic motivation and mathematics performance; performance-avoidance goal, however, negatively predicted intrinsic motivation and mathematics performance. The model accounted for 35.9% of variance in intrinsic motivation and 13.8% in mathematics performance. These findings suggest that intrinsic motivation toward mathematics and achievement scores might be enhanced through interventions that focus on incremental mindset and mastery-approach goal. In addition, performance-approach goal may enhance intrinsic motivation and achievement as well, but to a lesser extent. Finally, the study adds to the literature done in the Asian context and lends support to the contention that culture may affect students' mindsets and adoption of achievement goals, and their associated impact on motivation and achievement outcomes.
Collapse
Affiliation(s)
- Woon Chia Liu
- National Institute of Education, Nanyang Technological University, Singapore, Singapore
| |
Collapse
|
8
|
Preckel F, Golle J, Grabner R, Jarvin L, Kozbelt A, Müllensiefen D, Olszewski-Kubilius P, Schneider W, Subotnik R, Vock M, Worrell FC. Talent Development in Achievement Domains: A Psychological Framework for Within- and Cross-Domain Research. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2020; 15:691-722. [DOI: 10.1177/1745691619895030] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Achievement in different domains, such as academics, music, or visual arts, plays a central role in all modern societies. Different psychological models aim to describe and explain achievement and its development in different domains. However, there remains a need for a framework that guides empirical research within and across different domains. With the talent-development-in-achievement-domains (TAD) framework, we provide a general talent-development framework applicable to a wide range of achievement domains. The overarching aim of this framework is to support empirical research by focusing on measurable psychological constructs and their meaning at different levels of talent development. Furthermore, the TAD framework can be used for constructing domain-specific talent-development models. With examples for the application of the TAD framework to the domains of mathematics, music, and visual arts, the review provided supports the suitability of the TAD framework for domain-specific model construction and indicates numerous research gaps and open questions that should be addressed in future research.
Collapse
Affiliation(s)
| | - Jessika Golle
- Hector Research Institute of Education Sciences and Psychology, University of Tuebingen
| | | | | | - Aaron Kozbelt
- Department of Psychology, Brooklyn College, City University of New York
| | | | - Paula Olszewski-Kubilius
- Center for Talent Development and School of Education and Social Policy, Northwestern University
| | | | - Rena Subotnik
- Center for Psychology in Schools and Education, American Psychological Association, Washington, DC
| | - Miriam Vock
- Department of Educational Sciences, University of Potsdam
| | - Frank C. Worrell
- Graduate School of Education, University of California, Berkeley
| |
Collapse
|
9
|
Jia X, Li W, Cao L. The Role of Metacognitive Components in Creative Thinking. Front Psychol 2019; 10:2404. [PMID: 31708842 PMCID: PMC6821789 DOI: 10.3389/fpsyg.2019.02404] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Accepted: 10/08/2019] [Indexed: 11/21/2022] Open
Abstract
Metacognition refers to the knowledge and regulation of one’s own cognitive processes, which has been regarded as a critical component of creative thinking. However, the current literature on the association between metacognition and creative thinking remains controversial, and the underlying role of metacognition in the creative process appears to be insufficiently explored and explained. This review focuses on the roles of three aspects of metacognition (i.e., metacognitive knowledge, metacognitive experience, and metacognitive monitoring and control) in creative thinking and offers a primary summary of the neurocognitive mechanisms that support metacognition during creative thinking. Future research is needed to explore the interactive effects of the metacognitive components on creative thinking and to elucidate the function of metacognition during different stages of the creative process.
Collapse
Affiliation(s)
- Xiaoyu Jia
- Center for Studies of Education and Psychology of Ethnic Minorities in Southwest China, Southwest University, Chongqing, China
| | - Weijian Li
- Institute of Psychology, Zhejiang Normal University, Jinhua, China
| | - Liren Cao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| |
Collapse
|
10
|
Abstract
An important aspect of the perceived quality of vocal music is the degree to which the vocalist sings in tune. Although most listeners seem sensitive to vocal mistuning, little is known about the development of this perceptual ability or how it differs between listeners. Motivated by a lack of suitable preexisting measures, we introduce in this article an adaptive and ecologically valid test of mistuning perception ability. The stimulus material consisted of short excerpts (6 to 12 s in length) from pop music performances (obtained from MedleyDB; Bittner et al., 2014) for which the vocal track was pitch-shifted relative to the instrumental tracks. In a first experiment, 333 listeners were tested on a two-alternative forced choice task that tested discrimination between a pitch-shifted and an unaltered version of the same audio clip. Explanatory item response modeling was then used to calibrate an adaptive version of the test. A subsequent validation experiment applied this adaptive test to 66 participants with a broad range of musical expertise, producing evidence of the test's reliability, convergent validity, and divergent validity. The test is ready to be deployed as an experimental tool and should make an important contribution to our understanding of the human ability to judge mistuning.
Collapse
|
11
|
Harrison PMC, Müllensiefen D. Development and Validation of the Computerised Adaptive Beat Alignment Test (CA-BAT). Sci Rep 2018; 8:12395. [PMID: 30120265 PMCID: PMC6097996 DOI: 10.1038/s41598-018-30318-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Accepted: 07/26/2018] [Indexed: 01/20/2023] Open
Abstract
Beat perception is increasingly being recognised as a fundamental musical ability. A number of psychometric instruments have been developed to assess this ability, but these tests do not take advantage of modern psychometric techniques, and rarely receive systematic validation. The present research addresses this gap in the literature by developing and validating a new test, the Computerised Adaptive Beat Alignment Test (CA-BAT), a variant of the Beat Alignment Test (BAT) that leverages recent advances in psychometric theory, including item response theory, adaptive testing, and automatic item generation. The test is constructed and validated in four empirical studies. The results support the reliability and validity of the CA-BAT for laboratory testing, but suggest that the test is not well-suited to online testing, owing to its reliance on fine perceptual discrimination.
Collapse
Affiliation(s)
- Peter M C Harrison
- School of Electronic Engineering and Computer Science, Queen Mary University of London, London, E1 4NS, United Kingdom.
| | - Daniel Müllensiefen
- Department of Psychology, Goldsmiths, University of London, London, SE14 6NW, United Kingdom.,University of Music, Drama, and Media, Hanover, Germany
| |
Collapse
|
12
|
Costa A, Faria L. Implicit Theories of Intelligence and Academic Achievement: A Meta-Analytic Review. Front Psychol 2018; 9:829. [PMID: 29922195 PMCID: PMC5996155 DOI: 10.3389/fpsyg.2018.00829] [Citation(s) in RCA: 109] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2018] [Accepted: 05/08/2018] [Indexed: 11/13/2022] Open
Abstract
The current study intended to model the link between implicit theories of intelligence (ITI) and students' academic achievement, within a meta-analytic review procedure. To assess studies' effect size, the Pearson's correlation coefficient (r) was used. The review of 46 studies (94 effect sizes) with 412,022 students presented a low-to-moderate association between the ITI and students' academic achievement. The results indicated that incremental theorists are more likely to have higher grades in specific subjects (verbal and quantitative) and in overall achievement. The entity beliefs were positively associated with students' specific verbal and quantitative domains but at a lower magnitude than incremental beliefs. Moreover, the moderator effect analyses results indicated that the link between ITI and students' achievement was not moderated by gender, but there was a moderate association in student's middle school grade. Additionally, the ITI assessment based on the most recent versions of Dweck's scales, the use of specific academic scales instead of general ITI scales, and the use of the original measures rather than adapted versions strongly moderated the link between ITI and achievement. Moreover, students from Eastern continents (Asia and Oceania) reported a positive association between incremental beliefs and achievement, Europe displayed a positive link between entity beliefs and achievement, whereas North America presented negative correlations between entity perspectives and academic achievement. This meta-analysis updates the current evidence supporting the direct link of ITI and students' academic achievement and acknowledges specific effects that ITI could have in different academic outcomes.
Collapse
Affiliation(s)
| | - Luísa Faria
- Faculty of Psychology and Education Sciences, University of Porto, Porto, Portugal
| |
Collapse
|
13
|
Harrison PMC, Collins T, Müllensiefen D. Applying modern psychometric techniques to melodic discrimination testing: Item response theory, computerised adaptive testing, and automatic item generation. Sci Rep 2017; 7:3618. [PMID: 28620165 PMCID: PMC5472621 DOI: 10.1038/s41598-017-03586-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Accepted: 05/02/2017] [Indexed: 11/30/2022] Open
Abstract
Modern psychometric theory provides many useful tools for ability testing, such as item response theory, computerised adaptive testing, and automatic item generation. However, these techniques have yet to be integrated into mainstream psychological practice. This is unfortunate, because modern psychometric techniques can bring many benefits, including sophisticated reliability measures, improved construct validity, avoidance of exposure effects, and improved efficiency. In the present research we therefore use these techniques to develop a new test of a well-studied psychological capacity: melodic discrimination, the ability to detect differences between melodies. We calibrate and validate this test in a series of studies. Studies 1 and 2 respectively calibrate and validate an initial test version, while Studies 3 and 4 calibrate and validate an updated test version incorporating additional easy items. The results support the new test’s viability, with evidence for strong reliability and construct validity. We discuss how these modern psychometric techniques may also be profitably applied to other areas of music psychology and psychological science in general.
Collapse
Affiliation(s)
- Peter M C Harrison
- Queen Mary University of London, School of Electronic Engineering and Computer Science, London, E1 4NS, United Kingdom. .,Goldsmiths, University of London, Department of Psychology, London, SE14 6NW, United Kingdom.
| | - Tom Collins
- Lehigh University, Department of Psychology, Bethlehem, PA, 18015, USA.,Music Artificial Intelligence Algorithms, Inc., Davis, CA, 95617, USA
| | - Daniel Müllensiefen
- Goldsmiths, University of London, Department of Psychology, London, SE14 6NW, United Kingdom
| |
Collapse
|
14
|
Siedenburg K, Müllensiefen D. Modeling Timbre Similarity of Short Music Clips. Front Psychol 2017; 8:639. [PMID: 28491045 PMCID: PMC5405345 DOI: 10.3389/fpsyg.2017.00639] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Accepted: 04/10/2017] [Indexed: 11/20/2022] Open
Abstract
There is evidence from a number of recent studies that most listeners are able to extract information related to song identity, emotion, or genre from music excerpts with durations in the range of tenths of seconds. Because of these very short durations, timbre as a multifaceted auditory attribute appears as a plausible candidate for the type of features that listeners make use of when processing short music excerpts. However, the importance of timbre in listening tasks that involve short excerpts has not yet been demonstrated empirically. Hence, the goal of this study was to develop a method that allows to explore to what degree similarity judgments of short music clips can be modeled with low-level acoustic features related to timbre. We utilized the similarity data from two large samples of participants: Sample I was obtained via an online survey, used 16 clips of 400 ms length, and contained responses of 137,339 participants. Sample II was collected in a lab environment, used 16 clips of 800 ms length, and contained responses from 648 participants. Our model used two sets of audio features which included commonly used timbre descriptors and the well-known Mel-frequency cepstral coefficients as well as their temporal derivates. In order to predict pairwise similarities, the resulting distances between clips in terms of their audio features were used as predictor variables with partial least-squares regression. We found that a sparse selection of three to seven features from both descriptor sets—mainly encoding the coarse shape of the spectrum as well as spectrotemporal variability—best predicted similarities across the two sets of sounds. Notably, the inclusion of non-acoustic predictors of musical genre and record release date allowed much better generalization performance and explained up to 50% of shared variance (R2) between observations and model predictions. Overall, the results of this study empirically demonstrate that both acoustic features related to timbre as well as higher level categorical features such as musical genre play a major role in the perception of short music clips.
Collapse
Affiliation(s)
- Kai Siedenburg
- Department of Medical Physics and Acoustics, Carl von Ossietzky University of OldenburgOldenburg, Germany
| | | |
Collapse
|