PhD research
Explainable decision intelligence with graph-based information systems.
I develop mathematical and computational frameworks that combine graph-based information systems, rough set theory, interpretable rules and decision models.
The work investigates discernibility, reducts, relational structure, evidence and classification, with the aim of decision support that can explain which attributes and relationships led to each conclusion.
PhD Mathematics, Bahauddin Zakariya University, Multan, 2020 to present.