Comparison of the following intrinsic dimension (ID) estimators:
- Grassberger and Procaccia's Correlation Integral (CorrInt)
- Farahmand et al.'s Manifold-Adaptive Dimension estimation Algorithm (MADA)
- Levina and Bickel's and Haro et al.'s maximum likelihood-based estimators (Levina_Bickel and MLE)
- Rozza et al.'s Minimum Neighbour Distance-Maximum Likelihood estimators (MiND_ML)
- Facco et al.'s Two-Nearest Neighbour estimator (TwoNN)
- Amsaleg et al.'s method of moments estimator (MOM)
- Hein and Audibert's U-statistic-based estimator (Hein)
The ID estimates are performed on the latent representations of dynamical systems obtained using the model from Chen et al. here