Useful Links
Statistics
Stochastic Processes
1. Foundations of Probability Theory
2. Introduction to Stochastic Processes
3. Discrete-Time Markov Chains
4. Poisson Processes
5. Continuous-Time Markov Chains
6. Renewal Theory
7. Martingales
8. Brownian Motion
9. Stochastic Calculus
10. Stationary Processes
11. Applications in Queueing Theory
12. Applications in Finance
13. Applications in Biology and Population Dynamics
14. Applications in Physics and Engineering
Renewal Theory
Renewal Processes
Definition and Examples
Inter-renewal Times
Renewal Counting Process
Sample Path Properties
Renewal Function
Definition and Properties
Renewal Equation
Solution Methods
Asymptotic Behavior
Limit Theorems
Elementary Renewal Theorem
Statement and Proof
Rate of Renewals
Blackwell's Renewal Theorem
Statement and Conditions
Key Renewal Theorem
Statement and Applications
Directly Riemann Integrable Functions
Renewal-Reward Processes
Definition and Setup
Reward Structure
Long-Run Average Reward
Renewal-Reward Theorem
Age and Residual Life
Current Age Process
Residual Life Process
Limiting Distributions
Inspection Paradox
Applications
Replacement Models
Inventory Theory
Reliability Analysis
Generalizations
Alternating Renewal Processes
Delayed Renewal Processes
Stationary Renewal Processes
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5. Continuous-Time Markov Chains
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7. Martingales