On Finite-Time Convergence of Actor-Critic Algorithm

Keyphrases

• Actor-critic Algorithm 100%
• Finite-time Convergence 100%
• Convergence Analysis 60%
• Online Environment 40%
• Average Reward 40%
• System Dynamics 20%
• Theoretical Understanding 20%
• Decision-making Problem 20%
• Non-convexity 20%
• Data Sampling 20%
• Ordinary Differential Equations 20%
• Linear Function 20%
• Stationary Point 20%
• Asymptotic Convergence 20%
• Infinite Horizon 20%
• Value Function Approximation 20%
• Dependent Data 20%
• Actor-critic 20%
• TD Learning 20%
• Parameterized Policy 20%
• TD(0) 20%

Mathematics

• Finite Time 100%
• Convergence Analysis 75%
• Asymptotics 25%
• Function Value 25%
• Ordinary Differential Equation 25%
• Sampling Data 25%
• Linear Function 25%
• Approximation Function 25%
• Stationary Point 25%
• Dependent Data 25%

Computer Science

• Mathematical Convergence 100%
• Function Approximation 33%
• Decision-Making 33%
• System Dynamics 33%
• Sampling Data 33%
• Linear Function 33%
• Stationary Point 33%