notesum.ai
Published at November 27Machine learning-based classification for Single Photon Space Debris Light Curves
astro-ph.IM
cs.LG
Released Date: November 27, 2024
Authors: Nadine M. Trummer1, Amit Reza1, Michael A. Steindorfer1, Christiane Helling1
Aff.: 1Space Research Institute, Austrian Academy of Sciences, Graz, Austria

| Classifier | Uniques [%] | Families [%] | Types [%] |
|---|---|---|---|
| 1-NN+ED | 48.14 5.85 | 53.757.08 | 57.645.56 |
| 1-NN+DTW | 76.28 2.68 | 80.324.27 | 81.569.43 |
| RDF | 65.345.34 | 68.625.12 | 67.457.03 |
| XGB | 58.235.32 | 63.974.59 | 61.377.80 |
| Features+RDF | 87.554.99 | 90.705.42 | 86.676.43 |
| Features+XGB | 88.174.82 | 89.895.30 | 86.277.44 |