516 citations · 1.3k across the 21 of their papers we have counts for
22 papers
Unifying Theories in High-Dimensional Biology: Approaches, Challenges and Opportunities
Marianne Bauer, Akshit Goyal, Sidhartha Goyal +19
Across biological subdisciplines, the last decade has seen an explosion of high-dimensional datasets, including datasets for cells, species, immune systems, neurons and behaviour.…
Maximally predictive states: from partial observations to long timescales
Antonio Carlos Costa, Tosif Ahamed, David Jordan +1
Isolating slower dynamics from fast fluctuations has proven remarkably powerful, but how do we proceed from partial observations of dynamical systems for which we lack underlying e…
Capturing the Continuous Complexity of Behavior in C. elegans
Tosif Ahamed, Antonio Carlos Costa, Greg J. Stephens
Animal behavior is often quantified through subjective, incomplete variables that may mask essential dynamics. Here, we develop a behavioral state space in which the full instantan…
Pixel personality for dense object tracking in a 2D honeybee hive
Katarzyna Bozek, Laetitia Hebert, Alexander S Mikheyev +1
Tracking large numbers of densely-arranged, interacting objects is challenging due to occlusions and the resulting complexity of possible trajectory combinations, as well as the sp…
Energy consumption and cooperation for optimal sensing
Vudtiwat Ngampruetikorn, David J. Schwab, Greg J. Stephens
The reliable detection of environmental molecules in the presence of noise is an important cellular function, yet the underlying computational mechanisms are not well understood. W…
Adaptive, locally-linear models of complex dynamics
Antonio Carlos Costa, Tosif Ahamed, Greg J. Stephens
The dynamics of complex systems generally include high-dimensional, non-stationary and non-linear behavior, all of which pose fundamental challenges to quantitative understanding.…