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08/21/2023
Analyzing Complex Systems with Cascades Using Continuous-Time Bayesian Networks
Interacting systems of events may exhibit cascading behavior where event...
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02/24/2023
Weak equivalence of local independence graphs
Classical graphical modeling of multivariate random vectors uses graphs ...
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11/01/2022
Instrumental Processes Using Integrated Covariances
Instrumental variable methods are often used for parameter estimation in...
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02/12/2022
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning
Questions in causality, control, and reinforcement learning go beyond th...
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05/15/2020
Graphical modeling of stochastic processes driven by correlated errors
We study a class of graphs that represent local independence structures ...
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05/07/2018
Soft Maximin Aggregation of Heterogeneous Array Data
The extraction of a common signal across many recordings is difficult wh...
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02/27/2018