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physics.data-an2023
Using Monte Carlo Tree Search to Calculate Mutual Information in High Dimensions
Nick Carrara, Jesse Ernst
Mutual information is an important measure of the dependence among variables. It has become widely used in statistics, machine learning, biology, etc. However, the standard techniq…
hep-ph2023
Visualization and Efficient Generation of Constrained High-dimensional Theoretical Parameter Spaces
Jason Baretz, Nicholas Carrara, Jacob Hollingsworth +1
We describe a set of novel methods for efficiently sampling high-dimensional parameter spaces of physical theories defined at high energies, but constrained by experimental measure…