Table 9. The Three Best Attribute-wise Models for Both Choice and Response Time Data in Experiments 2 and 3 in Terms of Count of Lowest BIC values across Participants.
| Exp. | No. | Transformations of objective value and time |
Core theory | Stochastic specification | No. free parameters |
Count of lowest BIC values |
|---|---|---|---|---|---|---|
| 2 | 1 | Power | Attribute-wise with direct differences | Diffusion model with fixed σ | 6 | 15 |
| 2 | Power | Attribute-wise with direct differences | Diffusion model with varied σ | 5 | 12 | |
| 3 | Power | Attribute-wise with relative differences | Diffusion model with varied σ | 5 | 4 | |
| 3 | 1 | Power | Attribute-wise with direct differences | Diffusion model with varied σ | 5 | 14 |
| 2 | Power | Attribute-wise with direct differences | Diffusion model with fixed σ | 6 | 9 | |
| 3 | Identity | Attribute-wise with direct differences | Diffusion model with varied σ | 4 | 4 |