PhD Thesis
Human-Machine Intelligence Integration for Data-Intensive Applications
Ph.D. in Computer Science · Université Claude Bernard Lyon 1 (LIRIS) · 2023–Present Supervisors: Prof. Angela Bonifati, Dr. Andrea Mauri
My thesis investigates how machine intelligence and human expertise can be combined to manage and repair data-intensive systems. It centers on graph data: predicting where graph data is hard to repair, deciding when to spend a limited budget on human input, and building interactive systems that let people steer property graph repair and graph-based causal analysis.
Topics: Graph Neural Networks · Human–AI collaboration · property graph repair · budget-aware optimization · graph-based causal analysis · data-centric AI