My Adventure

Fabio Berberi — Computer Science, Algorithms & Artificial Intelligence

I design and develop algorithmic solutions to complex problems, combining mathematical modeling, optimization techniques, and artificial intelligence.

Publications

Optimal Vaccination Strategies for Pandemic Control: A Cost-Driven SIR Model with Domain-as-Particle PSO Optimization

Fabio Berberi, Paolo Mercorelli

Pandemic Control • Optimization • SIR Models

This work introduces a cost-driven optimization framework for pandemic control based on an extended SIR model. A domain-as-particle Particle Swarm Optimization strategy is employed to efficiently explore the parameter space, improving convergence and robustness. The method enables the identification of vaccination strategies that minimize both intervention cost and time to herd immunity.

Read full paper →

Domain-as-Particle with PSO Methods for Neural-Network Feature Weighting

Fabio Berberi, Paolo Mercorelli

FedCSIS 2025 • Data Science • Neural Networks

This paper presents a novel framework for feature weighting in neural networks based on a domain-as-particle Particle Swarm Optimization strategy. The approach partitions the search space into independent subdomains and integrates surrogate modeling with cross-validation, significantly reducing computational cost while maintaining strong performance on real-world datasets.

Read full paper →

Contact

f.berberi@student.unisi.it