1k Peripheral blood mononuclear cells
Raw
Scaled
| Rank | Name | Mean score | Mean-squared error | Mean-squared error | Poisson loss | Poisson loss | Memory (GB) | Runtime (min) | CPU (%) | Paper | Year | Library |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | MAGIC (approximate, reversed normalization) | 0.64 | 0.19 | 0.30 | 0.05 | 0.98 | 0.43 | 1.03 | 256.20 | 2018 | v3.0.0 | |
| 2 | MAGIC (reversed normalization) | 0.64 | 0.19 | 0.30 | 0.05 | 0.98 | 0.72 | 1.17 | 229.30 | 2018 | v3.0.0 | |
| 3 | ALRA (sqrt norm) | 0.50 | 0.26 | 0.03 | 0.05 | 0.98 | 2.10 | 1.88 | 82.50 | 2018 | v1.0.0 | |
| 4 | MAGIC (approximate) | 0.42 | 0.19 | 0.30 | 0.16 | 0.54 | 0.43 | 0.82 | 267.70 | 2018 | v3.0.0 | |
| 5 | MAGIC | 0.42 | 0.19 | 0.30 | 0.16 | 0.54 | 0.44 | 0.75 | 288.80 | 2018 | v3.0.0 | |
| 6 | DCA | 0.08 | 0.22 | 0.20 | 0.31 | -0.04 | 2.70 | 1.85 | 451.20 | 2019 | v0.3.4 | |
| 7 | KNN smoothing | 0.07 | 0.23 | 0.16 | 0.31 | -0.03 | 0.71 | 0.55 | 229.50 | 2022 | v3.0.0 | |
| 8 | ALRA (log norm) | -0.27 | 0.28 | -0.04 | 0.43 | -0.49 | 2.10 | 1.62 | 89.20 | 2018 | v1.0.0 | |
| 9 | Iterative KNN smoothing | -4.60 | 0.22 | 0.17 | 2.72 | -9.38 | 1.10 | 0.47 | 503.20 | 2018 | v2.0 |