Reconstructing Network Dynamics from Data: Applications to Neuroscience and Beyond - IPAM

Reconstructing Network Dynamics from Data: Applications to Neuroscience and Beyond

August 29 - September 2, 2022

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, August 29, 2022

Morning Session

08:00-08:55
Check-In/Breakfast (Hosted by IPAM)
08:55-09:00
Welcome & Opening Remarks: Dean Miguel García-Garibay (Dean of Physical Sciences, UCLA) and Dima Shlyakhtenko (Director, IPAM)
Session Chair: Sebastian van Strien (Imperial College)
09:00-09:45
Klaus Lehnertz (University of Bonn)
Virtual Talk: From local to global: correspondences between structural and functional networks
09:55-10:10
Break
10:10-11:00
Tiago Pereira (University of São Paulo (USP))
Ergodic basis pursuit induces robust network reconstruction
11:10-11:25
Break
11:25-12:15
Heather Shappell (Wake Forest University)
Improved state change estimation in dynamic functional connectivity using hidden semi-Markov models

Afternoon Session

12:25-14:00
Lunch (on your own)
14:00-14:50
Matteo Tanzi (New York University)
Self-consistent transfer operators for high-dimensional expanding coupled maps
15:00-15:15
Break
15:15-16:05
Panel #1 (Pereira, Shappell, Tanzi)
16:15-16:30
Lightning Poster Presentations
16:30-18:00
Poster Session & Reception (Hosted by IPAM)

Tuesday, August 30, 2022

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:00
Session Chair: Tiago Pereira (University of São Paulo)
09:00-09:45
Peter Tass (Stanford University)
Virtual Talk: Using Maths and Physics to Treat Parkinson’s With a Vibrating Glove
09:55-10:10
Break
10:10-11:00
Erik Bollt (Clarkson University)
Identifying Interactions in Complex Networked Dynamical Systems through Causation Entropy
11:10-11:25
Break
11:25-12:15
Gary Froyland (University of New South Wales)
Extracting cycles from spatiotemporal data and coherent sets across multiple dynamic regimes

Afternoon Session

12:25-14:00
Lunch (on your own)
14:00-14:50
Arkady Pikovsky (Universität Potsdam)
Inferring coupled oscillatory dynamics from data
15:00-15:15
Break
15:15-16:05
Panel #2 (Bollt, Froyland, Pikovsky)

Wednesday, August 31, 2022

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:00
Session Chair: Erik Bollt (Clarkson University)
09:00-09:45
Ernesto Estrada (University of the Balearic Islands (Illes Balears))
Virtual Talk: Network bypasses sustain complexity
09:55-10:10
Break
10:10-11:00
Aneta Stefanovska (Lancaster University)
Time: How it matters?
11:10-11:25
Break
11:25-12:15
Maxime Lucas (CENTAI (Center for Artificial Intelligence))
Synchronisation of oscillators with group interactions

Afternoon Session

12:25-14:00
Lunch (on your own)
14:00-14:50
Andrey Shilnikov (Georgia State University)
Reconstructed rhythm-generation by neural circuits in two sea slugs
15:00-15:15
Break
15:15-16:05
Maria D'Orsogna (California State University, Northridge (CSU Northridge))
A mathematical model of reward-mediated learning in drug addiction

Thursday, September 1, 2022

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
Session Chair: Aneta Stefanovska (Lancaster Univ.)
09:00-09:45
Danielle Bassett (University of Pennsylvania)
Virtual Talk: Probing the costly dynamics of cognitive effort
09:55-10:10
Break
10:10-11:00
Sandro Vaienti (Université de Toulon et du Var)
Thermodynamic formalism for open random dynamical systems.
11:10-11:25
Break
11:25-12:15
Deniz Eroglu (Kadir Has University)
Emergent hypernetworks in weakly coupled oscillators

Afternoon Session

12:25-14:00
Lunch (on your own)
Session Chair: Sebastian van Strien (Imperial College)
14:00-14:50
Jeroen Lamb (Imperial College London)
Towards a bifurcation theory of random dynamical systems.
15:00-15:15
Break
15:15-16:05
Panel #4 (Eroglu, Lamb, Vaienti, Stefanovska, Lucas, Shilnikov, D'Orsogna)

Friday, September 2, 2022

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
Session Chair: Matteo Tanzi (NYU)
09:00-09:45
Ginestra Bianconi (Queen Mary, University of London)
Virtual Talk: The dynamics of higher-order networks: the effect of topology and triadic interactions
09:55-10:10
Break
10:10-11:00
Sarah Muldoon (SUNY Buffalo)
Characterizing differences in structural network changes resulting from traumatic brain injury
11:10-11:25
Break
11:25-12:15
Serhiy Yanchuk (Humboldt-Universität)
Adaptive dynamical networks: from multiclusters to recurrent synchronization

Afternoon Session

12:25-14:00
Lunch (on your own)
14:00-14:50
Tomislav Stankovski (Cyril and Methodius University of Skopje)
Neural Cross-frequency Coupling Functions: delta-alpha coupling in resting state, anesthesia and sleep
15:00-15:15
Break
15:15-16:05
Panel #5 (Muldoon, Stankovski, Yanchuk)
16:15-16:15
Conclusion
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