Abstract
In secure networks, the authentication process, which verifies a user's identity, is a sensitive operation. Balancing the authentication process's security and usability while keeping operating costs low is a major challenge. We investigate this process in a secure system that has multiple authentication methods available. The goal is to find a fast and easy-to-implement approach to assign incoming requests to authentication methods in a way that balances cost, usability, and security. We model the system as a continuous-time, infinite-horizon Markov Decision Process. Then, we propose a new, fast heuristic approach to solve the problem, as the curse of dimensionality limits the effectiveness of exact methods. The proposed heuristic uses closed-form approximations to define threshold policies that are easily implementable. Numerical experiments show that our approach yields robust, near-optimal solutions, with high accuracy, for a wide range of problem instances.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 744-766 |
| Number of pages | 23 |
| Journal | Applied Stochastic Models in Business and Industry |
| Volume | 37 |
| Issue number | 4 |
| DOIs | |
| State | Published - Jul 1 2021 |
All Science Journal Classification (ASJC) codes
- Modeling and Simulation
- General Business, Management and Accounting
- Management Science and Operations Research
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