Muhammad Shajid Shahriar

Compositional Co-Design of Traffic Law Reform: Integrating Citizen-Sourced Data with Strategic Game-Theoretic Analysis

The study applies transformer-based sentiment classification and a domain-specific emotion lexicon to filter and rank traffic law violations and proposes a two-step recommendation framework that guides the contextual screening of feasible enforcement options.