Table 3. The Three Best Models for Choice Data in Experiment 1 in Terms of Count of Lowest BIC Values across Participants and Sessions.
No. | Transformations of objective value and time |
Core theory | Stochastic specification | No. free parameters |
Count of lowest BIC values |
---|---|---|---|---|---|
1 | Power | Attribute-wise with direct differences | Diffusion model with varied σ | 4 | 7 |
2 | Power | Attribute-wise with direct differences | Probit model with fixed σ | 4 | 5 |
3 | Power | Alternative-wise with exponential discount function |
Logistic model | 4 | 4 |