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New #complexsystems paper published today!
We compared over 230 pairwise dependence measures on >1000 multivariate time series.
"Unifying pairwise interactions in complex dynamics".
(Nat Comp Sci published version): https://www.nature.com/articles/s43588-023-00519-x
(open version as arXiv preprint): https://arxiv.org/abs/2201.11941
(GitHub code): https://github.com/DynamicsAndNeuralSystems/pyspi
7 views
New preprint:
"On the information-theoretic formulation of network participation".
We develop on an information theoretic formulation of nodal
connection diversity.
https://arxiv.org/abs/2307.12556
#networks #complexsystems
5 views
Latest preprint
https://www.biorxiv.org/content/10.1101/2024.01.10.573372v1
Multivariate time series are studied across neuroimaging (fMRI, MEG, …) but how can we best extract the most relevant dynamical patterns in a given dataset? FC (Pearson or alternative)? Local dynamics (fALFF or alternative)? Both??
Annie has developed a systematic way to quantify different types of local dynamical struct
4 views
New preprint!:
"Tracking the distance to criticality in systems with unknown noise"
By Brendan Harris, w/ Leonardo Gollo.
We identify new, noise-robust time-series features for tracking the distance to criticality.
Paper: arxiv.org/abs/2310.14791
Code: https://github.com/brendanjohnharris/Criticality
#ComplexSystems #TImeSeries #Criticality
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🔥 Top post: New #complexsystems paper published today! We compared over 230 · 8 likes + reposts
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🔥 Top post
New #complexsystems paper published today!
We compared over 230 pairwise dependence measures on >1000 multivariate time series.
"Unifying pairwise interactions in complex dynamics".
(Nat Comp Sci published version): https://www.nature.com/articles/s43588-023-00519-x
(open versio…
Latest preprint: "Parameter Inference from a Non-stationary Unknown Process" (PINUP)
We unify a previously disjoint literature on algorithms for this important problem and introduce new benchmarking results.
https://arxiv.org/abs/2407.0898…
Latest preprint
https://www.biorxiv.org/content/10.1101/2024.01.10.573372v1
Multivariate time series are studied across neuroimaging (fMRI, MEG, …) but how can we best extract the most relevant dynamical patterns in a given dataset? FC (…
Will be hosting Marija Markicevic
to speak on "Neuromodulation of striatal D1 cells shapes BOLD fluctuations in anatomically connected thalamic and cortical regions" on Jan 19.
If you're interested to join online, details (and local timez…
New preprint!:
"Tracking the distance to criticality in systems with unknown noise"
By Brendan Harris, w/ Leonardo Gollo.
We identify new, noise-robust time-series features for tracking the distance to criticality.
Paper: arxiv.org/abs/231…
State estimation of a physical system with unknown governing equations | Nature
"We present a reparametrization trick for stochastic variational inference with Markov Gaussian processes that enables an approximate Bayesian approach for sta…
In Pang et al. (2023), Nature, we demonstrated the explanatory power of the highly simplified assumptions of neural field theory for capturing whole-brain dynamical patterns.
Our response to a critique of our work is now out on bioRxiv:
ht…
New *continuing* faculty position in the physics of complex systems at @sydney_physics @Sydney_Science. It's a great environment with great colleagues (including me!) and a very competitive salary and benefits.
Please boost! 🤓😀
#complexsys…
New preprint:
"On the information-theoretic formulation of network participation".
We develop on an information theoretic formulation of nodal
connection diversity.
https://arxiv.org/abs/2307.12556
#networks #complexsystems
How far can we get by ignoring heterogeneous, long-range brain connectivity (the 'connectome') and instead treating brain dynamics as evolving according to isotropic, homogeneous neural field equations (~like waves across a surface of wate…
I've finally made it! My CV could soon include being an editoral board member for "Nature Cell and Science". A couple of cheeky commas could do some serious work here…
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