Complex systems modeling, state estimation, dynamical systems.
Pinned Loading
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bayesian_parameter_estimation
bayesian_parameter_estimation PublicMarkov Chain Monte Carlo (MCMC) Bayesian parameter estimation using pymc3.
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nonlinear_dynamics
nonlinear_dynamics PublicCodes for analyzing and visualizing nonlinear dynamical systems. Based on the systems in the textbook by S. Strogatz.
Python 1
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time_domain_signal_variance
time_domain_signal_variance PublicCode and explanation of Allan variance applied to time series data.
Jupyter Notebook 1
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box-jenkins_method
box-jenkins_method PublicBox-Jenkins model identification method applied to the S&P 500.
Jupyter Notebook
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free_energy_principle
free_energy_principle PublicSimulation code and detailed exposition of the free energy princple (FEP).
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markov_decision_processes
markov_decision_processes PublicImplementations of several solution methods for Markov decision processes (MDPs).
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