Multi-Variate EEG Analysis as a Novel Tool to Examine Brain Responses to Naturalistic Music Stimuli

被引:30
作者
Sturm, Irene [1 ,2 ,3 ]
Daehne, Sven [2 ]
Blankertz, Benjamin [2 ,4 ]
Curio, Gabriel [1 ,3 ,4 ,5 ]
机构
[1] Humboldt Univ, Berlin Sch Mind & Brain, D-10099 Berlin, Germany
[2] Tech Univ Berlin, Neurotechnol Grp, Berlin, Germany
[3] Charite, Dept Neurol, Neurophys Grp, D-13353 Berlin, Germany
[4] Bernstein Focus Neurotechnol, Berlin, Germany
[5] Bernstein Ctr Computat Neurosci, Berlin, Germany
关键词
SPEECH; ENVELOPE; TENSION; TIMBRE; SOUND; COMPONENTS; NETWORKS; MOVEMENT; FEATURES; RHYTHM;
D O I
10.1371/journal.pone.0141281
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Note onsets in music are acoustic landmarks providing auditory cues that underlie the perception of more complex phenomena such as beat, rhythm, and meter. For naturalistic ongoing sounds a detailed view on the neural representation of onset structure is hard to obtain, since, typically, stimulus-related EEG signatures are derived by averaging a high number of identical stimulus presentations. Here, we propose a novel multivariate regression-based method extracting onset-related brain responses from the ongoing EEG. We analyse EEG recordings of nine subjects who passively listened to stimuli from various sound categories encompassing simple tone sequences, full-length romantic piano pieces and natural (non-music) soundscapes. The regression approach reduces the 61-channel EEG to one time course optimally reflecting note onsets. The neural signatures derived by this procedure indeed resemble canonical onset-related ERPs, such as the N1-P2 complex. This EEG projection was then utilized to determine the Cortico-Acoustic Correlation (CACor), a measure of synchronization between EEG signal and stimulus. We demonstrate that a significant CACor (i) can be detected in an individual listener's EEG of a single presentation of a full-length complex naturalistic music stimulus, and (ii) it co-varies with the stimuli's average magnitudes of sharpness, spectral centroid, and rhythmic complexity. In particular, the subset of stimuli eliciting a strong CACor also produces strongly coordinated tension ratings obtained from an independent listener group in a separate behavioral experiment. Thus musical features that lead to a marked physiological reflection of tone onsets also contribute to perceived tension in music.
引用
收藏
页数:30
相关论文
共 69 条
[1]   Human cortical responses to the speech envelope [J].
Aiken, Steven J. ;
Picton, Terence W. .
EAR AND HEARING, 2008, 29 (02) :139-157
[2]   Envelope following responses to natural vowels [J].
Aiken, Steven J. ;
Picton, Terence W. .
AUDIOLOGY AND NEURO-OTOLOGY, 2006, 11 (04) :213-232
[3]   Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm [J].
Alluri, Vinoo ;
Toiviainen, Petri ;
Jaaskelainen, Iiro P. ;
Glerean, Enrico ;
Sams, Mikko ;
Brattico, Elvira .
NEUROIMAGE, 2012, 59 (04) :3677-3689
[4]  
[Anonymous], INFERENCE RELATIONSH
[5]  
[Anonymous], 2008, P ISMIR 2008 9 INT C
[6]  
Askenfelt A., 1993, STLQPSR, V34, P15
[7]   Temporal kernel CCA and its application in multimodal neuronal data analysis [J].
Biessmann, Felix ;
Meinecke, Frank C. ;
Gretton, Arthur ;
Rauch, Alexander ;
Rainer, Gregor ;
Logothetis, Nikos K. ;
Mueller, Klaus-Robert .
MACHINE LEARNING, 2010, 79 (1-2) :5-27
[8]   Single-trial analysis and classification of ERP components - A tutorial [J].
Blankertz, Benjamin ;
Lemm, Steven ;
Treder, Matthias ;
Haufe, Stefan ;
Mueller, Klaus-Robert .
NEUROIMAGE, 2011, 56 (02) :814-825
[9]   Influences of rhythm- and timbre-related musical features on characteristics of music-induced movement [J].
Burger, Birgitta ;
Thompson, Marc R. ;
Luck, Geoff ;
Saarikallio, Suvi ;
Toiviainen, Petri .
FRONTIERS IN PSYCHOLOGY, 2013, 4
[10]  
Cong FY, 2012, EUR SIGNAL PR CONF, P494