Skip to main navigation Skip to search Skip to main content

Fast heuristic approach for control of complex authentication systems

Research output: Contribution to journalArticlepeer-review

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 languageEnglish (US)
Pages (from-to)744-766
Number of pages23
JournalApplied Stochastic Models in Business and Industry
Volume37
Issue number4
DOIs
StatePublished - Jul 1 2021

All Science Journal Classification (ASJC) codes

  • Modeling and Simulation
  • General Business, Management and Accounting
  • Management Science and Operations Research

Fingerprint

Dive into the research topics of 'Fast heuristic approach for control of complex authentication systems'. Together they form a unique fingerprint.

Cite this