GraphicalModelLearning.jl

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Parametric Regularizers

2

Figure out a clean way to make regularizers parametric, for example `regularizer*sqrt(log((num_spins^2)/0.05)/num_samples)`.

ccoffrin

Generic GMLFormulation

1

Consider adding a generic `GMLFormulation`, which includes functions that plug into the bigger JuMP model. Then `RISE`, `logRISE`, `RPLE` would be specific instances of this generic formulation.

ccoffrin

Proposal for Sample Data Structure

2

For now we assume discrete models. `(something)` indicates that `something` is optional, everything else is required. A Julia data-structure that can be serialized to JSON as follows, ``` { "variable_count":,...

ccoffrin

Correctness Thresholds

1

In testings can correctness thresholds be set programmatically based on the number of samples?

ccoffrin

Inverse ising formulations test

1

Use the value of `gibbs_test_samples` to correctly set the settings of `isapprox` on inverse ising formulations regression test.

ccoffrin