From: Tensor extrapolation: an adaptation to data sets with missing entries
Method | Fraction of missing values | ||||||
---|---|---|---|---|---|---|---|
- | 5% | 10% | 20% | 30% | 40% | 50% | |
 | MAPE |  |  |  |  |  |  |
Baseline | Â | Â | Â | Â | Â | Â | Â |
ETSModel | 229.216 | 229.472 | 231.271 | 237.175 | 238.353 | 243.600 | 244.766 |
Tensor extr. | Â | Â | Â | Â | Â | Â | Â |
\(R=3\) | 185.401 | 185.852 | 185.971 | 186.892 | 185.449 | 187.114 | 186.936 |
\(R=4\) | 179.852 | 180.387 | 180.647 | 181.473 | 179.836 | 187.041 | 184.915 |
\(R=5\) | 181.227 | 180.432 | 182.375 | 183.499 | 179.717 | 181.763 | 180.465 |
\(R=6\) | 181.171 | 180.361 | 181.318 | 182.286 | 179.604 | 184.152 | 180.426 |
\(R=7\) | 180.548 | 182.183 | 181.131 | 181.483 | 179.523 | 182.712 | 180.630 |
Ensemble | Â | Â | Â | Â | Â | Â | Â |
\(R=4-6\) | 180.738 | 180.424 | 182.027 | 182.587 | 180.870 | 183.901 | 181.857 |
\(R=3-7\) | 181.573 | 181.813 | 182.851 | 182.585 | 182.167 | 182.966 | 183.291 |
 | sMAPE   |  |  |  |  |  |  |
Baseline | Â | Â | Â | Â | Â | Â | Â |
ETSModel | 45.356 | 45.894 | 46.526 | 48.002 | 49.953 | 52.029 | 53.910 |
Tensor extr. | Â | Â | Â | Â | Â | Â | Â |
\(R=3\) | 46.985 | 47.050 | 47.058 | 47.073 | 47.138 | 47.146 | 47.660 |
\(R=4\) | 46.849 | 46.900 | 46.914 | 46.945 | 47.144 | 47.153 | 47.644 |
\(R=5\) | 46.789 | 46.902 | 46.823 | 46.850 | 47.014 | 47.041 | 47.633 |
\(R=6\) | 46.794 | 46.912 | 46.897 | 46.935 | 47.032 | 46.919 | 46.636 |
\(R=7\) | 46.812 | 46.814 | 46.907 | 49.945 | 46.996 | 47.029 | 47.609 |
Ensemble | Â | Â | Â | Â | Â | Â | Â |
\(R=4-6\) | 46.796 | 46.901 | 46.854 | 46.900 | 46.968 | 46.955 | 47.548 |
\(R=3-7\) | 46.761 | 46.825 | 46.828 | 46.917 | 46.930 | 46.965 | 47.500 |