Non-asymptotic error bounds for constant stepsize stochastic approximation for tracking mobile agents.
Bhumesh KumarVivek S. BorkarAkhil ShettyPublished in: Math. Control. Signals Syst. (2019)
Keyphrases
- mobile agents
- error bounds
- stochastic approximation
- step size
- worst case
- theoretical analysis
- client server
- monte carlo
- distributed systems
- mobile agent technology
- theoretical guarantees
- convergence rate
- cost function
- particle filter
- intelligent agents
- agent technology
- convergence speed
- temporal difference
- machine learning
- upper bound
- lower bound
- sufficient conditions
- special case
- np hard
- linear programming
- temporal difference learning
- mobile agent system