Please be aware that we have two different versions of the code belonging to this project:
- The originally provided code by Plumb. et al, upgraded to TensorFlow 2.x
- For the (by Plumb et al.) pre-trained models that are simply evaluated, head to
ELDR-TF2.x_(pre_trained_models)for further instructions - For the (by us) re-trained models, using the upgraded existing code, head to
ELDR-TF2.x_(newly_trained_models)for further instructions
- For the (by Plumb et al.) pre-trained models that are simply evaluated, head to
- Our new, from-scratch, implementation which includes additional dimensionality reduction algorithms and datasets - head to
ELDR-NEW
We have been able to successfully reproduce experiments and results by running the pre-loaded models; after re-training these models; and by rewriting the algorithm from scratch. Concrete performance results are provided within the readme of the ELDR-NEW section.
| Seeds | Glass | Wine | Heart | Iris | Housing | RNA | |
|---|---|---|---|---|---|---|---|
| Data Set Characteristics | Multivariate | Multivariate | Multivariate | Multivariate | Multivariate | Multivariate | Multivariate |
| Attribute Characteristics | Real | Real | Integer, Real | Categorical, Integer, Real | Real | Real | Real |
| Associated Tasks | Classification, Clustering | Classification | Classification | Classification | Classification | Classification | Classification |
| Number of Instances | 210 | 214 | 178 | 303 | 150 | 506 | 25000 |
| Number of Attributes | 7 | 13 | 10 | 75* | 4 | 13 | 13166 |
| Missing Values | N/A | No | No | Yes | No | No | No |
| Area | Life | Physical | Physical | Life | Life | Physical | Life |
*only 14 attributes used