PerceptualDecisionMaking-v0
- class neurogym.envs.perceptualdecisionmaking.PerceptualDecisionMaking(dt=100, rewards=None, timing=None, cohs=None, sigma=1.0, dim_ring=2)[source]
Two-alternative forced choice task in which the subject has to integrate two stimuli to decide which one is higher on average.
A noisy stimulus is shown during the stimulus period. The strength ( coherence) of the stimulus is randomly sampled every trial. Because the stimulus is noisy, the agent is encouraged to integrate the stimulus over time.
- Parameters:
cohs – list of float, coherence levels controlling the difficulty of the task
sigma – float, input noise level
dim_ring – int, dimension of ring input and output
- Reference paper
The analysis of visual motion: a comparison of neuronal and psychophysical performance
- Tags
- Supervised learning and analysis of this task
- Reinforcement learning and analysis of this task
- Sample run
