POMDP-BCI: A Benchmark of (Re)Active BCI Using POMDP to Issue Commands.
Juan Jesús Torre TresolsCaroline P. C. ChanelFrédéric DehaisPublished in: IEEE Trans. Biomed. Eng. (2024)
Keyphrases
- brain computer interface
- motor imagery
- reinforcement learning
- signal processing
- model free reinforcement learning
- partially observable markov decision processes
- continuous state
- partially observable markov decision process
- belief state
- brain wave
- finite state
- state space
- belief space
- dynamical systems
- partially observable
- dec pomdps
- brain signals
- spinal cord injury
- hidden state
- partial observability
- markov decision processes
- evoked potentials
- optimal policy
- markov decision process
- policy evaluation
- healthy subjects
- point based value iteration
- markov decision problems
- dynamic programming
- multi agent
- least squares
- planning under uncertainty
- event related
- real world
- hidden markov models
- infinite horizon
- predictive state representations
- decision theoretic
- independent component analysis
- belief revision
- image processing