To run the simulation experiments, utilize the following command lines as described below. 
--actionset: Specifies whether the action set is a basis vector (for the stochastic setting) or a random vector (for the contextual setting).
--info: Specifies whether the budget is known or unknown to the learner.

Command Lines: 
python .\Standard\Simulation_environment.py --actionset basis_vector
python .\Standard\Simulation.py --actionset basis_vector --info known
python .\Standard\Simulation.py --actionset basis_vector --info unknown

python .\Standard\Simulation_environment.py --actionset random
python .\Standard\Simulation.py --actionset random --info known
python .\Standard\Simulation.py --actionset random --info unknown