Table 4. The Three Best Attribute-wise Models for Both Choice and Response Time Data in Experiment 1 in Terms of Overall BIC Value across Participants and Sessions.
| No. | Transformatio ns of objective value and time |
Core theory | Stochastic specification | No. free parameters |
Overall BIC value |
|---|---|---|---|---|---|
| 1 | Power | Attribute-wise with direct differences | Diffusion model with varied σ | 5 | 57344 |
| 2 | Power | Attribute-wise with direct differences | Diffusion model with fixed σ | 6 | 57717 |
| 3 | Identity | Attribute-wise with direct differences | Diffusion model with fixed σ | 4 | 59324 |