85 citations · 117 across the 4 of their papers we have counts for
4 papers
A Physics-Based Approach to Unsupervised Discovery of Coherent Structures in Spatiotemporal Systems
A. Rupe, J. P. Crutchfield, K. Kashinath +1
Given that observational and numerical climate data are being produced at ever more prodigious rates, increasingly sophisticated and automated analysis techniques have become essen…
Patterns of patterns of synchronization: Noise induced attractor switching in rings of coupled nonlinear oscillators
Jeffrey Emenheiser, Airlie Chapman, Márton Pósfai +3
Following the long-lived qualitative-dynamics tradition of explaining behavior in complex systems via the architecture of their attractors and basins, we investigate the patterns o…
Objects That Make Objects: The Population Dynamics of Structural Complexity
James P. Crutchfield, Olof Gornerup
To analyze the evolutionary emergence of structural complexity in physical processes we introduce a general, but tractable, model of objects that interact to produce new objects. S…
An Algorithm for Pattern Discovery in Time Series
Cosma Rohilla Shalizi, Kristina Lisa Shalizi, James P. Crutchfield
We present a new algorithm for discovering patterns in time series and other sequential data. We exhibit a reliable procedure for building the minimal set of hidden, Markovian stat…