Kristian Agasøster Haaga

Fix deprecated syntax

2

Running the test suite for v3.6.4 gives the following warnings. The fix is easy: replace instances where we use that syntax, either in `Vararg`s or `Union`s. ```julia ┌ ComplexityMeasures │...

Fluctuation complexity, restrict possibilites to formally defined self-informations

7

## What's this? Here I address #410 and restrict the fluctuation complexity to information measures for which it is possible to define "self-information" in the following sense. Given an information...

On `main` (v3.6), the doctoring doesn't reflect the actual keyword arguments to the constructor.

Good-Turing probabilities estimator

2

**Describe the feature you'd like to have** At some point, I had implemented the Good-Turing probabilities estimator. I'm not sure if it disappeared from the list of estimators, or if...

[This paper](https://proceedings.neurips.cc/paper_files/paper/2015/hash/d759175de8ea5b1d9a2660e45554894f-Abstract.html) and references therein can be used.

**Describe the feature you'd like to have** [This paper](https://www.biorxiv.org/content/10.1101/2024.05.26.595969v1) introduces the "amplitude entropy". As for many of the other methods, this isn't any new entropy, but a new `OutcomeSpace`. Specifically,...

In the file `methods/information/definitions/mutual_informations/MIShannon.jl`: The `cts = counts(est.discretization, x, y)` line is completely unnecessary. The counts are automatically computed when calling `probabilities` on the line below. This extra line essentially...

Azadkia-Chatterjee coefficient

1

Implements #380. The docs are [here](https://juliadynamics.github.io/Associations.jl/previews/PR385/). # This PR contains - The `AzadkiaChatterjeeCoefficient` struct, which dispatches to `association` with either two or three input datasets (corresponding to pairwise or conditional...

**Describe the feature you'd like to have** [This paper](https://arxiv.org/pdf/2403.17670) explores a new class of correlation coefficients inspired by the Chatterjee correlation coefficient, of which the Chatterjee correlation coefficient is a...

Conditional Chatterjee coefficient

1

## Describe the feature you'd like to have [This paper](https://arxiv.org/pdf/1910.12327 ) presents a conditional version of the Chatterjee coefficient (see feature request in #379). [This paper](https://arxiv.org/pdf/2108.06827) presents some more elaborate...