Enhancing intelligence source performance management through two-stage stochastic programming and machine learning techniques
The findings demonstrated that scenario-based probabilistic planning offers significant advantages over static heuristics in managing uncertainty in HUMINT operations. While the simulation results are promising, validation through field data is required before operational deployment.
Authors
- Lucas Wafula Wekesa
- Stephen Korir
Institutions
- Strathmore University (KE)
Publication Details
- Journal
- Frontiers in Big Data
- Published
- 2025-09-22
- DOI
- https://doi.org/10.3389/fdata.2025.1640539
- Primary Topic
- Machine Learning and Data Classification
- Type
- article
- Field-Weighted Citation Impact
- 0.00