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09/11/2023
Data efficiency, dimensionality reduction, and the generalized symmetric information bottleneck
The Symmetric Information Bottleneck (SIB), an extension of the more fam...
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07/09/2023
Bayesian estimation of the Kullback-Leibler divergence for categorical sytems using mixtures of Dirichlet priors
In many applications in biology, engineering and economics, identifying ...
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05/07/2023
Inferring Local Structure from Pairwise Correlations
To construct models of large, multivariate complex systems, such as thos...
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12/29/2022
Intrinsic Motivation in Dynamical Control Systems
Biological systems often choose actions without an explicit reward signa...
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07/03/2022
Low probability states, data statistics, and entropy estimation
A fundamental problem in analysis of complex systems is getting a reliab...
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11/08/2021
Statistical properties of large data sets with linear latent features
Analytical understanding of how low-dimensional latent features reveal t...
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11/05/2019
Thermodynamic Computing
The hardware and software foundations laid in the first half of the 20th...
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09/25/2018
Automated, predictive, and interpretable inference of C. elegans escape dynamics
The roundworm C. elegans exhibits robust escape behavior in response to ...
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04/24/2014
Automated adaptive inference of coarse-grained dynamical models in systems biology
Cellular regulatory dynamics is driven by large and intricate networks o...
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10/04/2013