Unsupervised statistical learning underpins computational, behavioural, and neural manifestations of musical expectation

NeuroImage

Volumn 50, Issue 1, 2010, Pages 302-313

  Pearce, Marcus T ^a,b   Ruiz, María Herrojo ^c   Kapasi, Selina ^a   Wiggins, Geraint A ^a   Bhattacharya, Joydeep ^a,d  

^a UNIVERSITY OF LONDON   (United Kingdom)

^b UNIVERSITY COLLEGE LONDON   (United Kingdom)

^c Hanover University of Music and Drama   (Germany)

^d ERICH SCHMID INSTITUTE OF MATERIALS SCIENCE   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AGED; ARTICLE; AUDITORY DISCRIMINATION; AUDITORY STIMULATION; CONTROLLED STUDY; CORTICAL SYNCHRONIZATION; EVENT RELATED POTENTIAL; EXPECTATION; FEMALE; HUMAN; HUMAN EXPERIMENT; MALE; MATHEMATICAL MODEL; MUSIC; NORMAL HUMAN; PARIETAL LOBE; PITCH; PREDICTION; PRIORITY JOURNAL;

ADULT; AGED; AUDITORY PERCEPTION; BETA RHYTHM; COMPUTER SIMULATION; CORTICAL SYNCHRONIZATION; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FEMALE; HUMANS; LEARNING; MALE; MENTAL PROCESSES; MIDDLE AGED; MODELS, NEUROLOGICAL; MUSIC; PERIODICITY; PROBABILITY; TIME FACTORS; YOUNG ADULT;

EID: 75249083260     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2009.12.019     Document Type: Article

References (89)

1. Aarden B. Dynamic Melodic Expectancy (2003), Ohio State University, Columbus, OH
2. Basile L.F. Complex, multifocal, individual-specific attention-related cortical functional circuits. Biol. Res. 40 (2007) 451-470
3. Bell T.C., Cleary J.G., and Witten I.H. Text Compression (1990), Prentice Hall, Englewood Cliffs, N.J.
4. Besson M., and Faita F. Event-related potential (ERP) study of musical expectancy-comparison of musicians with nonmusicians. J. Exp. Psychol. Hum. Percept. Perform. 21 (1995) 1278-1296
5. Bharucha J.J., and Stoeckig K. Reaction time and musical expectancy: priming of chords. J. Exp. Psychol. Hum. Percept. Perform. 12 (1986) 403-410
6. Bhattacharya J., Petsche H., and Pereda E. Long-range synchrony in the gamma band: role in music perception. J. Neurosci. 21 (2001) 6329-6337
7. Bressler S.L., and Kelso J.A.S. Cortical coordination dynamics and cognition. Trends Cogn. Sci. 5 (2001) 26-36
8. Bunton S. Semantically motivated improvements for PPM variants. Comput. J. 40 (1997) 76-93
9. Castellanos N.P., and Makarov V.A. Recovering EEG brain signals: artifact suppression with wavelet enhanced independent component analysis. J. Neurosci. Methods 158 (2006) 300-312
10. Clarke E.F. Ways of Listening : An Ecological Approach to the Perception of Musical Meaning (2005), Oxford Univ. Press, Oxford, New York
11. Conklin D., and Witten I.H. Multiple viewpoint systems for music prediction. J. New Music Res. 24 (1995) 51-73
12. Dalal S.S., Baillet S., Adam C., Ducorps A., Schwartz D., Jerbi K., Bertrand O., Garnero L., Martinerie J., and Lachaux J.P. Simultaneous MEG and intracranial EEG recordings during attentive reading. NeuroImage 45 (2009) 1289-1304
13. Delorme A., and Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 134 (2004) 9-21
14. Dowling W.J. Simplicity and complexity in music and cognition. Contemp. Music Rev. 4 (1989) 247-253
15. Fries P. A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cogn. Sci. 9 (2005) 474-480
16. Friston K. A theory of cortical responses. Philos. Trans. R. Soc. B-Biol. Sci. 360 (2005) 815-836
17. Fujioka T., Trainor L.J., Large E.W., and Ross B. Beta and gamma rhythms in human auditory cortex during musical beat processing. Ann. N. Y. Acad. Sci. 1169 (2009) 89-92
18. Good P.I. Permutation, Parametric and Bootstrap Tests of Hypotheses. 3rd ed (2005), Springer, New York
19. Haenschel C., Baldeweg T., Croft R.J., Whittington M., and Gruzelier J. Gamma and beta frequency oscillations in response to novel auditory stimuli: a comparison of human electroencephalogram (EEG) data with in vitro models. Proc. Natl. Acad. Sci. U. S. A. 97 (2000) 7645-7650
20. Hale J. Uncertainty about the rest of the sentence. Cogn. Sci. 30 (2006) 643-672
21. Herholz S.C., Lappe C., Knief A., and Pantev C. Neural basis of music imagery and the effect of musical expertise. Eur. J. Neurosci. 28 (2008) 2352-2360
22. Huron D. Sweet anticipation : music and the psychology of expectation. MIT Press (2006), Cambridge, MA
23. Hurtado J.M., Rubchinsky L.L., and Sigvardt K.A. Statistical method for detection of phase-locking episodes in neural oscillations. J. Neurophysiol. 91 (2004) 1883-1898
24. Hyvarinen A., and Oja E. Independent component analysis: algorithms and applications. Neural Netw. 13 (2000) 411-430
25. Itti L., and Baldi P. Bayesian surprise attracts human attention. In: Weiss Y., Scholkopf B., and Platt J. (Eds). Advances in Neural Information Processing Systems (2006), MIT Press, Cambridge, MA 547-554
26. Iversen J.R., Repp B.H., and Patel A.D. Top-down control of rhythm perception modulates early auditory responses. Ann. N. Y. Acad. Sci. 1169 (2009) 58-73
27. Jasper H.H. Report of the committee on methods of clinical examination in electroencephalography. Electroencephal. Clin. Neurophys. 10 (1958) 371-375
28. Kisley M.A., and Cornwell Z.M. Gamma and beta neural activity evoked during a sensory gating paradigm: effects of auditory, somatosensory and cross-modal stimulation. Clin. Neurophysiol. 117 (2006) 2549-2563
29. Koelsch S., and Friederici A.D. Toward the neural basis of processing structure in music-comparative results of different neurophysiological investigation methods. Neurosci. Music 999 (2003) 15-28
30. Koelsch S., Gunter T., Friederici A.D., and Schroger E. Brain indices of music processing: "nonmusicians" are musical. J. Cogn. Neurosci. 12 (2000) 520-541
31. Koelsch S., Gunter T.C., von Cramon D.Y., Zysset S., Lohmann G., and Friederici A.D. Bach speaks: a cortical "language-network" serves the processing of music. NeuroImage 17 (2002) 956-966
32. Koelsch S., Schroger E., and Gunter T.C. Music matters: preattentive musicality of the human brain. Psychophysiology 39 (2002) 38-48
33. Koelsch S., Kilches S., Steinbeis N., and Schelinski S. Effects of unexpected chords and of performer's expression on brain responses and electrodermal activity. PLoS ONE. e2631 (2008) 3
34. Kopell N., Ermentrout G.B., Whittington M.A., and Traub R.D. Gamma rhythms and beta rhythms have different synchronization properties. Proc. Natl. Acad. Sci. U. S. A. 97 (2000) 1867-1872
35. Krumhansl C.L. Cognitive Foundations of Musical Pitch (1990), Oxford Univ. Press, New York
36. Krumhansl C.L. Experimental strategies for understanding the role of experience in music cognition. In: Avanzini G., Faienza C., Minciacchi D., and Lopez L.M.M. (Eds). The Neuroscience of Music (2003), The New York Academy of Sciences, New York 414-428
37. Krumhansl C.L., and Kessler E.J. Tracing the dynamic changes in perceived tonal organization in a spatial representation of musical keys. Psychol. Rev. 89 (1982) 334-368
38. Kuhn A.A., Williams D., Kupsch A., Limousin P., Hariz M., Schneider G.H., Yarrow K., and Brown P. Event-related beta desynchronization in human subthalamic nucleus correlates with motor performance. Brain 127 (2004) 735-746
39. Kukleta M., Bob P., Brazdil M., Roman R., and Rektor I. Beta-2 band synchronization during a visual oddball task. Physiol. Meas. 58 (2009) 725-732
40. Lachaux J.P., Rodriguez E., Martinerie J., and Varela F.J. Measuring phase synchrony in brain signals. Hum. Brain. Mapp. 8 (1999) 194-208
41. Lagerlund T.D., Sharbrough F.W., Busacker N.E., and Cicora K.M. Interelectrode coherences from nearest-neighbor and spherical harmonic expansion computation of Laplacian of scalp potential. Electroencephalogr. Clin. Neurophysiol. 95 (1995) 178-188
42. Leino S., Brattico E., Tervaniemi M., and Vuust P. Representation of harmony rules in the human brain: further evidence from event-related potentials. Brain. Res. 1142 (2007) 169-177
43. Lerdahl F., and Jackendoff R. A Generative Theory of Tonal Music (1983), MIT Press, Cambridge Mass.
44. Levy R. Expectation-based syntactic comprehension. Cognition 106 (2008) 1126-1177
45. Loui P., Grent-'t-Jong T., Torpey D., and Woldorff M. Effects of attention on the neural processing of harmonic syntax in Western music. Brain Res. Cogn. Brain Res. 25 (2005) 678-687
46. MacKay D.J.C. Information Theory, Inference, and Learning Algorithms (2003), Cambridge University Press, Cambridge, U.K. ; New York
47. Maess B., Koelsch S., Gunter T.C., and Friederici A.D. Musical syntax is processed in Broca's area: an MEG study. Nat. Neurosci. 4 (2001) 540-545
48. Manning C.D., and Schütze H. Foundations of Statistical Natural Language Processing (1999), MIT Press, Cambridge, MA
49. Meyer L.B. Emotion and Meaning in Music (1956), The University of Chicago Press, Chicago
50. Miranda R.A., and Ullman M.T. Double dissociation between rules and memory in music: an event-related potential study. NeuroImage 38 (2007) 331-345
51. Molnar-Szakacs I., and Overy K. Music and mirror neurons: from motion to 'e'motion. Soc. Cogn. Affect. Neurosci. 1 (2006) 235-241
52. Muller G.R., Neuper C., Rupp R., Keinrath C., Gerner H.J., and Pfurtscheller G. Event-related beta EEG changes during wrist movements induced by functional electrical stimulation of forearm muscles in man. Neurosci. Lett. 340 (2003) 143-147
53. Muller-Putz G.R., Zimmermann D., Graimann B., Nestinger K., Korisek G., and Pfurtscheller G. Event-related beta EEG-changes during passive and attempted foot movements in paraplegic patients. Brain. Res. 1137 (2007) 84-91
54. Narmour E. The Analysis and Cognition of Basic Melodic Structures: The Implication-Realization Model (1990), University of Chicago Press, Chicago
55. In: Nicholson S., Knight G.H., and Dykes Bower J. (Eds). Ancient and Modern Revised (1950), William Clowes and Sons, Suffolk, UK
56. Nittono H., Bito T., Hayashi M., Sakata S., and Hori T. Event-related potentials elicited by wrong terminal notes: effects of temporal disruption. Biol. Psychol. 52 (2000) 1-16
57. Nunez P.L., Srinivasan R., Westdorp A.F., Wijesinghe R.S., Tucker D.M., Silberstein R.B., and Cadusch P.J. EEG coherency: 1. Statistics, reference electrode, volume conduction, Laplacians, cortical imaging, and interpretation at multiple scales. Electroencephalogr. Clin. Neurophysiol. 103 (1997) 499-515
58. Overath T., Cusack R., Kumar S., Von Kriegstein K., Warren J.D., Grube M., Carlyon R.P., and Griffiths T.D. An information theoretic characterisation of auditory encoding. Plos. Biol. 5 (2007) 2723-2732
59. Paller K.A., McCarthy G., and Wood C.C. Event-related potentials elicited by deviant endings to melodies. Psychophysiology 29 (1992) 202-206
60. Patel A.D., Gibson E., Ratner J., Besson M., and Holcomb P.J. Processing syntactic relations in language and music: an event-related potential study. J. Cogn. Neurosci. 10 (1998) 717-733
61. Pearce M.T., and Wiggins G.A. Improved methods for statistical modelling of monophonic music. J. New Music Res. 33 (2004) 367-385
62. Pearce M.T., and Wiggins G.A. Expectation in melody: the influence of context and learning. Music Percept. 23 (2006) 377-405
63. Pearce M.T., Conklin D., and Wiggins G.A. Methods for combining statistical models of music. In: Wiil U.K. (Ed). Computer Music Modelling and Retrieval (2005), Springer-Verlag, Heidelberg, Germany 295-312
64. Pereda E., Quiroga R.Q., and Bhattacharya J. Nonlinear multivariate analysis of neurophysiological signals. Prog. Neurobiol. 77 (2005) 1-37
65. Peretz I. Brain specialization for music. New evidence from congenital amusia. Ann. N. Y. Acad. Sci. 930 (2001) 153-165
66. Peretz I. Brain specialization for music. Neuroscientist 8 (2002) 372-380
67. Peretz I., and Hebert S. Toward a biological account of music experience. Brain. Cogn. 42 (2000) 131-134
68. Pfurtscheller G., Stancak A., and Edlinger G. On the existence of different types of central beta rhythms below 30 Hz. Electroencephalogr. Clin. Neurophysiol. 102 (1997) 316-325
69. Pfurtscheller G., Neuper C., Brunner C., and da Silva F.L. Beta rebound after different types of motor imagery in man. Neurosci. Lett. 378 (2005) 156-159
70. Rodriguez E., George N., Lachaux J.P., Martinerie J., Renault B., and Varela F.J. Perception's shadow: long-distance synchronization of human brain activity. Nature 397 (1999) 430-433
71. Salmelin R., Hamalainen M., Kajola M., and Hari R. Functional segregation of movement-related rhythmic activity in the human brain. NeuroImage 2 (1995) 237-243
72. Schellenberg E.G. Expectancy in melody: tests of the implication-realization model. Cognition 58 (1996) 75-125
73. Schellenberg E.G. Simplifying the implication-realization model of melodic expectancy. Music Percept. 14 (1997) 295-318
74. Schellenberg E.G., Adachi M., Purdy K.T., and McKinnon M.C. Expectancy in melody: tests of children and adults. J. Exp. Psychol. Gen. 131 (2002) 511-537
75. Schnitzler A., and Gross J. Normal and pathological oscillatory communication in the brain. Nat. Rev. Neurosci. 6 (2005) 285-296
76. Schon D., and Besson M. Visually induced auditory expectancy in music reading: a behavioral and electrophysiological study. J. Cogn. Neurosci. 17 (2005) 694-705
77. Schultz W., Dayan P., and Montague P.R. A neural substrate of prediction and reward. Science 275 (1997) 1593-1599
78. Shannon C.E. A mathematical theory of communication. Bell Syst. Tech. J. 27 (1948) 623-656
79. Sheth B.R., Sandkuhler S., and Bhattacharya J. Posterior beta and anterior gamma oscillations predict cognitive insight. J. Cogn. Neurosci. 21 (2009) 1269-1279
80. Snyder J.S., and Large E.W. gamma-band Activity reflects the metric structure of rhythmic tone sequences. Brain Res. Cogn. Brain Res. 24 (2005) 117-126
81. Stam C.J., Nolte G., and Daffertshofer A. Phase lag index: assessment of functional connectivity from multi channel EEG and MEG with diminished bias from common sources. Hum. Brain Mapp. 28 (2007) 1178-1193
82. Steiger J.H. Tests for comparing elements of a correlation matrix. Psychol. Bull. 87 (1980) 245-251
83. Steinbeis N., Koelsch S., and Sloboda J.A. The role of harmonic expectancy violations in musical emotions: evidence from subjective, physiological, and neural responses. J. Cogn. Neurosci. 18 (2006) 1380-1393
84. Tallon-Baudry C., Bertrand O., Delpuech C., and Permier J. Oscillatory gamma-band (30-70 Hz) activity induced by a visual search task in humans. J. Neurosci. 17 (1997) 722-734
85. Tass P., Rosenblum M.G., Weule J., Kurths J., Pikovsky A., Volkmann J., Schnitzler A., and Freund H.J. Detection of n : m phase locking from noisy data: application to magnetoencephalography. Phys. Rev. Lett. 81 (1998) 3291-3294
86. Temperley D. The cognition of basic musical structures. MIT Press (2001), Cambridge, Mass
87. Varela F., Lachaux J.P., Rodriguez E., and Martinerie J. The brainweb: phase synchronization and large-scale integration. Nat. Rev., Neurosci. 2 (2001) 229-239
88. Verleger R. P3-evoking wrong notes: unexpected, awaited, or arousing?. Int. J. Neurosci. 55 (1990) 171-179
89. Yasui T., Kaga K., and Sakai K.L. Language and music: differential hemispheric dominance in detecting unexpected errors in the lyrics and melody of memorized songs. Hum. Brain Mapp. 30 (2009) 588-601