23 citations · 25 across the 5 of their papers we have counts for
5 papers
Optimizing Reservoir Computing for Reconstructing Ergodic Properties
Akira Kawano, Ilia Soroka, Greg J. Stephens
Reservoir computing is a powerful framework for modeling dynamical systems due to its universality and computational efficiency. However, a major challenge is achieving a forecast…
Statistics of C. elegans turning behavior reveals optimality under biasing constraints
W. Mathijs Rozemuller, Steffen Werner, Antonio Carlos Costa +3
Animal locomotion is often subject to constraints arising from anatomical/physiological asymmetries. We use the nematode C.~elegans as a minimal model system to ask whether such co…
A Markovian dynamics for C. elegans behavior across scales
Antonio C. Costa, Tosif Ahamed, David Jordan +1
How do we capture the breadth of behavior in animal movement, from rapid body twitches to aging? Using high-resolution videos of the nematode worm , we show that a sing…
Functional modules from variable genes: Leveraging percolation to analyze noisy, high-dimensional data
Steffen Werner, W Mathijs Rozemuller, Annabel Ebbing +7
While measurement advances now allow extensive surveys of gene activity (large numbers of genes across many samples), interpretation of these data is often confounded by noise -- e…
Modeling the ballistic-to-diffusive transition in nematode motility reveals variation in exploratory behavior across species
Stephen J. Helms, W. Mathijs Rozemuller, Antonio Carlos Costa +3
A quantitative understanding of organism-level behavior requires predictive models that can capture the richness of behavioral phenotypes, yet are simple enough to connect with und…