Computational social neuroscience of interpersonal coordination dynamics
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Alignment in body & mind, Ludwig Maximilians University — May 7th, 2019
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Computational social neuroscience of interpersonal coordination dynamics
- 1. Computational Social Neuroscience of Interpersonal Coordination Dynamics Alignment in body & mind, Ludwig Maximilians University — May 7th, 2019 Guillaume Dumas, Ph.D ( @introspection) Human Genetics & Cognitive Functions laboratory, Institut Pasteur
- 2. The social cognition paradox Dumas, Kelso & Nadel, Front Psych 2014 Mentalizing Meta-cognition Representation Symbols … Mirroring Sensorimotor Interaction Meaning … • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/20192
- 3. Multiscale Neuroscience: Systems Biology beyond individuals • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/20193 Institute for Systems Biology
- 4. Multiscale Neuroscience: Systems Biology beyond individuals • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/20193 Institute for Systems Biology
- 5. Naturalising Social Interaction • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/20194
- 6. Naturalising Social Interaction • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/20195
- 7. 13 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Dual-Video in Developmental psychology Nadel (1999)
- 8. 14 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Combining Dual-Video & Dual-EEG Dumas et al., PLoS ONE 2010
- 9. 18 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Social Interaction ≠ Social Perception Guionnet et al. 2011; Dumas et al. 2012; Nadel & Dumas, J Cog Edu & Psych 2010
- 10. 18 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Social Interaction ≠ Social Perception Guionnet et al. 2011; Dumas et al. 2012; Nadel & Dumas, J Cog Edu & Psych 2010
- 11. 21 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Inter-Brain Synchronization during Social Interaction Dumas et al., PLoS ONE 2010 Brain-to-brain synchronization correlates with the social roles
- 12. 22 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Brain-to-brain coupling during handholding & pain reduction Goldstein, Weissman-Fogel, Dumas, Shamay-Tsoory, PNAS (2018) Pain reduction Inter-brain synchronization modulation
- 13. 33 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 If you want to setup an hyperscanning-EEG system … Barraza, Dumas, Liu, Blanco-Gomez, van den Heuvel, Baart, & Pérez (MethodX 2019)
- 15. Hope and hypes of Hyperscanning Year Publications in Pubmed
- 16. Hope and hypes of Hyperscanning Year Publications in Pubmed 1965?
- 17. Hope and hypes of Hyperscanning Year Publications in Pubmed 1965?
- 18. Hope and hypes of Hyperscanning Year Publications in Pubmed 1965?
- 19. Hope and hypes of Hyperscanning
- 20. Hope and hypes of Hyperscanning
- 21. Beyond social perception and unidirectional coupling • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201915 Dumas & Fairhurst (PsyArxiv) Similarity Behavioural Neurobiological Cultural Communication Unidirectional Reciprocal
- 22. Towards a computational Social Interactive Neuroscience • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201916 Kelso, Dumas, & Tognoli, Neural Networks 2013 Experimental
- 23. Towards a computational Social Interactive Neuroscience • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201916 Kelso, Dumas, & Tognoli, Neural Networks 2013 ExperimentalComputational
- 24. Coordination Dynamics within~between brains Kelso, JAS, Dumas, G, & Tognoli, E (2013) Outline of general theory of behavior and brain coordination. Neural Networks, 37,120-131
- 25. Coordination Dynamics: a common language between scales? Kelso, JAS, Dumas, G, & Tognoli, E (2013) Outline of general theory of behavior and brain coordination. Neural Networks, 37,120-131
- 26. Coordination between Models • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201919
- 27. Multiscale dynamics in the brain Adapted from Le Van Quyen
- 28. Is shared attention facilitating shared ‘mental models’? low frequency projected power correlations x high frequency imaginary coherence ! decrease | increase " projected power correlations 8 Hz !decrease|increase" imaginarycoherence20Hz -0.5 0 0.5 -0.5 0 0.5 β-coherence shared attentionstates shared attention states facilitate shared internal models low freq power correlations time (mins) Slide by Suzanne Dicker
- 29. Communication Through Coherence Fries (2005)
- 30. Cross-frequency coupling Subject 1 Low frequency (Delta/Theta) Subject 2 Low frequency (Delta/Theta)
- 31. Cross-frequency coupling Subject 1 Low frequency (Delta/Theta) Subject 2 Low frequency (Delta/Theta) Subject 1 High frequency (Beta/Gamma) Subject 2 High frequency (Beta/Gamma)
- 32. Computational Toy-Model No modulation Low modulation High modulation Lowcoupling Lowfrequency Highcoupling Lowfrequency d=1.7 (p<0.001)d=0.6 (p<0.01)n.s. N_simulations=100; Kruskal-Wallis; code available on Github
- 33. 25 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 More questions than answers … How does it relate to anatomical and physiological similarities? At the intra-individual level? At the inter-individual level? Dynamique+Structure
- 34. 26 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Social Computational Neuroscience Dumas et al., PLoS ONE 2012 + x 2 = Dual-brain model (Kuramoto oscillators, realistic brain areas, realistic connectivity) and their interbrain sensorimotor coupling
- 35. 27 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 From Cortical Sources to Scalp EEG Traces Dumas et al., PLoS ONE 2012 FFTBrainAreaSignals Cortical Level Scalp Level Cintra CintraFFTEEGSignals
- 36. 28 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Probing the Impact of the Anatomical Topology Dumas et al., PLoS ONE 2012 Normal Shuffle
- 37. 29 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 At the Intra-Individual Level γ-PLV at ROI level Order parameter (instantaneous synchronization index) Dumas et al., PLoS ONE 2012
- 38. 29 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 At the Intra-Individual Level γ-PLV at ROI level Order parameter (instantaneous synchronization index) Same real anatomy Dumas et al., PLoS ONE 2012
- 39. 29 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 At the Intra-Individual Level γ-PLV at ROI level Order parameter (instantaneous synchronization index) Same real anatomy Same shuffled anatomy Dumas et al., PLoS ONE 2012
- 40. 29 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 At the Intra-Individual Level γ-PLV at ROI level Order parameter (instantaneous synchronization index) Same real anatomy Same shuffled anatomy Different shuffled anatomy Dumas et al., PLoS ONE 2012
- 41. 30 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Scalp PLV in Low- & High-Frequencies Dumas et al., PLoS ONE 2012 γ-PLV at ROI level Order parameter (instantaneous synchronization index) α-PLV at scalp level γ-PLV at scalp level
- 42. 30 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Scalp PLV in Low- & High-Frequencies Dumas et al., PLoS ONE 2012 γ-PLV at ROI level Order parameter (instantaneous synchronization index) α-PLV at scalp level γ-PLV at scalp level
- 43. 31 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 The Many Faces of Inter-Brain Synchronization Dumas et al., PLoS ONE 2012
- 44. 31 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 The Many Faces of Inter-Brain Synchronization Dumas et al., PLoS ONE 2012 Real connectivity facilitates inter-brain synchronization
- 45. 31 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 The Many Faces of Inter-Brain Synchronization Dumas et al., PLoS ONE 2012 Real connectivity facilitates inter-brain synchronization Residual synchronization
- 46. 31 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 The Many Faces of Inter-Brain Synchronization Dumas et al., PLoS ONE 2012 Real connectivity facilitates inter-brain synchronization Residual synchronization Anatomical structure facilitates:
- 47. 32 • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/2019 Diversity (in biology) seems problematic The ASD ”idiosyncratic brain” Hahamy et al., Nature Neuroscience 2015
- 48. Autism as a Family of Multi-scale Disorders • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201933 Comorbidities intellectual disability epilepsy motor control problems ADHD Tics Anxiety sleep disorders gastrointestinal problems. Epidemiology 0.7–1.1% of the population 4/1 male/female ratio Huguet, Ey & Bourgeron, Ann Rev Genom & Hum Gen 2013
- 49. Autism as a Family of Multi-scale Disorders • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201933 Comorbidities intellectual disability epilepsy motor control problems ADHD Tics Anxiety sleep disorders gastrointestinal problems. Epidemiology 0.7–1.1% of the population 4/1 male/female ratio Huguet, Ey & Bourgeron, Ann Rev Genom & Hum Gen 2013
- 50. Autism as a Family of Multi-scale Disorders • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201933 Comorbidities intellectual disability epilepsy motor control problems ADHD Tics Anxiety sleep disorders gastrointestinal problems. Epidemiology 0.7–1.1% of the population 4/1 male/female ratio Huguet, Ey & Bourgeron, Ann Rev Genom & Hum Gen 2013 CONDITIONSCONDITIONS
- 51. Socio-cultural Cognitive-behavioral Biological • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201934 Autism as a Dialectical Misattunement Beyond Autism: Introducing the Dialectical Misattunement Hypothesis and a Bayesian Account of Intersubjectivity. Bolis et al. 2017
- 52. Modeling Dialectical Misattunement • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201935 Dumas, Zillekens et al., (in preps) Imme ZILLEKENS Leonard SCHILBACH Juha LAHNAKOSKI TYP-TYP TYP-ASD ASD-ASD
- 53. Modeling Dialectical Misattunement • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201936 Dumas, Zillekens et al., (in preps) Imme ZILLEKENS Leonard SCHILBACH Juha LAHNAKOSKI Coupling at Inter-individual levelCouplingatIntra-individuallevel
- 54. Modeling Dialectical Misattunement • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201937 Dumas, Zillekens et al., (in preps) Imme ZILLEKENS Leonard SCHILBACH Juha LAHNAKOSKI
- 55. From Models with Models to Models with Humans Stable coordination maintained when baseline is shifted Stable coordination maintained when movement amplitude decreased Kelso JAS, de Guzman GC, Reveley C, Tognoli E (2009) Virtual Partner Interaction: Exploring Novel Behaviors via Coordination Dynamics. PLoS ONE 4(6)
- 56. Principle-based social machines • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201939
- 57. Virtual Partner Interaction Kelso JAS, de Guzman GC, Reveley C, Tognoli E (2009) Virtual Partner Interaction: Exploring Novel Behaviors via Coordination Dynamics. PLoS ONE 4(6) Dumas, G., de Guzman, G. C., Tognoli, E., & Kelso, J. S. (2014). The Human Dynamic Clamp as a Paradigm for Social Interaction. PNAS, 111(35), E3726–E3734.
- 58. Virtual Partner Interaction Kelso JAS, de Guzman GC, Reveley C, Tognoli E (2009) Virtual Partner Interaction: Exploring Novel Behaviors via Coordination Dynamics. PLoS ONE 4(6) Dumas, G., de Guzman, G. C., Tognoli, E., & Kelso, J. S. (2014). The Human Dynamic Clamp as a Paradigm for Social Interaction. PNAS, 111(35), E3726–E3734.
- 59. Virtual Partner Interaction Kelso JAS, de Guzman GC, Reveley C, Tognoli E (2009) Virtual Partner Interaction: Exploring Novel Behaviors via Coordination Dynamics. PLoS ONE 4(6) Dumas, G., de Guzman, G. C., Tognoli, E., & Kelso, J. S. (2014). The Human Dynamic Clamp as a Paradigm for Social Interaction. PNAS, 111(35), E3726–E3734.
- 60. The Human Dynamic Clamp: computational models Dumas, de Guzman, Tognoli & Kelso (PNAS, 2014). The Human Dynamic Clamp as a Paradigm for Social Interaction
- 61. The Human Dynamic Clamp: computational models Dumas, de Guzman, Tognoli & Kelso (PNAS, 2014). The Human Dynamic Clamp as a Paradigm for Social Interaction
- 62. The Human Dynamic Clamp: computational models Adaptive Excitator for Movement Frequency (metaparameter) Dumas, de Guzman, Tognoli & Kelso (PNAS, 2014). The Human Dynamic Clamp as a Paradigm for Social Interaction
- 63. The Human Dynamic Clamp: computational models Adaptive Excitator for Movement Frequency (metaparameter) Intentional Coordination: VP becomes VT (Virtual Teacher) Dumas, de Guzman, Tognoli & Kelso (PNAS, 2014). The Human Dynamic Clamp as a Paradigm for Social Interaction
- 64. The Human Dynamic Clamp: behavioural data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 65. The Human Dynamic Clamp: neurophysiological data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 66. The Human Dynamic Clamp: neurophysiological data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 67. The Human Dynamic Clamp: neurophysiological data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 68. The Human Dynamic Clamp: neurophysiological data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 69. The Human Dynamic Clamp: neurophysiological data Dumas, Moreau, Tognoli & Kelso (in preps) Transient coupling of neural networks for self and other underlies attribution of intention and humanness
- 70. From Virtual Partner to Virtual Teacher Dumas, et al. PNAS 2014
- 71. Learning Coordinative Patterns trough Interaction Kostrubiec, Dumas, et al. PLoS ONE 2015
- 72. • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201952 Social Neuroscience for Therapeutic Approaches in Autism V0 V9 UMR
- 73. • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201953 Social Neuroscience for Therapeutic Approaches in Autism
- 74. From laboratory to hospital: HDC-EEG in autism Lefebvre et al. (INSAR 2019)
- 75. “What am I doing with this wiggling finger?” ???
- 76. From hospital to home: mixed reality video games Illustration of Pop’Balloons (Actimage, 2018)
- 77. From hospital to home: mixed reality video games Video of Pop’Balloons (Actimage, 2018)
- 78. Computational Psychiatry at Scale Dumas et al. (in preps.) Heartbeat + LSTM Movement + ConvNet First person perspective Profiles Code AutoEncoder (AE) Latent space
- 79. Computational Psychiatry at Scale Dumas et al. (in preps.) Latent space Developmental trajectory
- 80. Computational Psychiatry at Scale Dumas et al. (in preps.) Latent space Developmental trajectory Stratification
- 81. Systems Biology meets Social Neuroscience 1 gene Whole Genome 1 trait Whole Phenotype Epigenome Dumas et al. (in preps.)
- 82. Systems Biology meets Social Neuroscience 1 gene Whole Genome 1 trait Whole Phenotype Epigenome Dumas et al. (in preps.)
- 83. Systems Biology meets Social Neuroscience 1 gene Whole Genome 1 trait Whole Phenotype Epigenome Dumas et al. (in preps.)
- 84. Systems Biology meets Social Neuroscience 1 gene Whole Genome 1 trait Whole Phenotype Epigenome Dumas et al. (in preps.)
- 85. Bzdok, Front Neuroimag Meth 2017; Bzdok et al., Nature Methods 2017 … 1200 500 000 1 000 000
- 86. Acquisition Computational Psychiatry at Scale
- 87. Acquisition Proteomics Biochemistry / Expression Epidémiology Data Processing Computational Psychiatry at Scale
- 88. Acquisition Proteomics Biochemistry / Expression Epidémiology Data Processing Analyses / Models Patients Genes k k Computational Psychiatry at Scale
- 89. Acquisition Proteomics Biochemistry / Expression Epidémiology Data Processing Analyses / Models Patients Genes k k Computational Psychiatry at Scale
- 90. Old Paris Team Jacqueline Nadel Jacques Martinerie Robert Soussignan Mario Chavez Boca Raton TeamCurrent Paris Team Collaborators Merle Fairhurst Quentin Moreau Anna Banki J.-A. Micoulaud-Franchi Leonhard Schilbach Imme Zillekens Juha Lahnakoski Dimitris Bolis Pavel Goldstein Thomas Bourgeron Richard Delorme Jean-Pierre Changeux Yang-Min Kim Aline Lefebvre Florence Baillin Amandine Pedoux Frederique Amsellem Thomas Rolland Freddy Cliquet Alexandre Mathieu J.A. Scott Kelso Emmanuelle Tognoli Armin Fuchs Mengsen Zhang Eva Loth Jumana Ahmad Danilo Bzdok Denis Engemann Alexandre Lehmann Julien Laroche Suzanne Dikker Rebecca Jones Viviane Kostrubiec Interdisciplinarity Open Science Art~Science Alius Team David Dupuis Matthieu Koroma Raphaël Millière Martin Fortier Baptiste Gilles … and all the associated researchers! Fundings • Guillaume Dumas • Computational Social Neuroscience of Interpersonal Coordination Dynamics • 07/05/201963
- 91. Thanks for your attention Contact: guillaume.dumas@pasteur.fr Web: Extrospection.eu • Twitter: @introspection Phi
- 92. Thanks for your attention Contact: guillaume.dumas@pasteur.fr Web: Extrospection.eu • Twitter: @introspection PhiPhi