Table 4:
Comparison of the results from our proposed method with other existing methods on longitudinal multi modal data. The error has been reported using RMSE metric in six different future time points.
| Method | Modality | Time Points | |||||
|---|---|---|---|---|---|---|---|
| T1 | T6 | T12 | T24 | T36 | T48 | ||
| Ridge | MRI, PET, COG, CSF | 1.90±0.47 | 2.33±0.68 | 2.43±0.74 | 3.17±0.73 | 3.20±0.83 | 4.05±0.90 |
| Lasso | MRI, PET, COG, CSF | 1.83±0.37 | 2.34±0.64 | 2.45±0.53 | 3.11±0.70 | 3.15±0.74 | 4.00±0.76 |
| TGL | MRI, PET, COG, CSF | 1.93±0.43 | 2.32±0.45 | 2.42±0.55 | 3.22±0.67 | 3.10±0.82 | 3.87±0.93 |
| nCFGL1 | MRI, PET, COG, CSF | 1.81±0.55 | 2.31±0.58 | 2.41±0.67 | 3.28±0.46 | 3.49±0.59 | 4.06±0.70 |
| cFSGL | MRI, PET, COG, CSF | 1.88±0.85 | 2.33±0.64 | 2.40±0.73 | 3.20±0.68 | 3.03±0.86 | 3.61±0.78 |
| MRI, PET, COG, CSF | 1.89±0.75 | 2.34±0.52 | 2.38±0.76 | 3.24±0.59 | 3.08±0.67 | 3.64±0.69 | |
| Zhu et al., 2016 | MRI, PET, COG, CSF | 1.87±0.52 | 2.31±0.66 | 2.32±0.50 | 3.27±0.62 | 2.98±0.96 | 3.56±0.87 |
| Zhu et al., 2018 | MRI, PET, COG, CSF | 1.86±0.53 | 2.27±0.61 | 2.38±0.64 | 3.23±0.57 | 3.02±0.84 | 3.42±0.64 |
| Proposed | MRI, PET | 2.02±0.26 | 2.30±0.32 | 2.88±0.36 | 3.06±0.35 | 2.51±0.31 | 2.60±0.32 |
| MRI, PET, CSF | 1.95±0.39 | 2.22±0.31 | 2.81±0.30 | 2.92±0.33 | 2.51±0.37 | 2.72±0.30 | |
| MRI, PET, COG | 1.60±0.27 | 1.79±0.23 | 2.30±0.23 | 2.41±0.35 | 2.53±0.32 | 2.20±0.30 | |
| PET, COG, CSF | 1.63±0.20 | 1.80±0.28 | 2.25±0.20 | 2.38±0.25 | 2.41±0.26 | 2.38±0.29 | |
| MRI, PET, COG, CSF | 1.62±0.24 | 1.78±0.22 | 2.24±0.24 | 2.38±0.21 | 2.28±0.22 | 2.19±0.15 | |