Table 4. Performance of Classification Models for DLMO Estimation in Forced Desynchrony (FD) Protocols.
Classification accuracy performance on four different FD protocols to test for generalization of these models originally fit to activity and light level data from the college student population.
Model | FD1 | FD2 | FD3 | FD4 |
---|---|---|---|---|
Single Layer | 54.1 | 52.3 | 51.8 | 57.2 |
Single Layer with Dropout | 54.9 | 53.1 | 51.0 | 56.7 |
Double Layer | 53.4 | 54.3 | 52.1 | 57.4 |
Double Layer with Dropout | 54.8 | 53.6 | 51.6 | 57.0 |