Andrea Pugnana

According to our database, Andrea Pugnana authored at least 11 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Solving imbalanced learning with outlier detection and features reduction.

Salvatore Lusito, Andrea Pugnana, Riccardo Guidotti

Mach. Learn., July, 2024

A Causal Framework for Evaluating Deferring Systems.

Filippo Palomba, Andrea Pugnana, José M. Álvarez, Salvatore Ruggieri

CoRR, 2024

Deep Neural Network Benchmarks for Selective Classification.

Andrea Pugnana, Lorenzo Perini, Jesse Davis, Salvatore Ruggieri

CoRR, 2024

Interpretable and Fair Mechanisms for Abstaining Classifiers.

Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2024

2023

Model Agnostic Explainable Selective Regression via Uncertainty Estimation.

Andrea Pugnana, Carlos Mougan, Dan Saattrup Nielsen

CoRR, 2023

Applied Data Science for Leasing Score Prediction.

Giuseppe Cianci, Roberto Goglia, Riccardo Guidotti, Matteo Kapllaj, Roberto Mosca, Andrea Pugnana, Franco Ricotti, Salvatore Ruggieri

Proceedings of the IEEE International Conference on Big Data, 2023

AUC-based Selective Classification.

Andrea Pugnana, Salvatore Ruggieri

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

Can We Trust Fair-AI?

Salvatore Ruggieri, José M. Álvarez, Andrea Pugnana, Laura State, Franco Turini

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

A Model-Agnostic Heuristics for Selective Classification.

Andrea Pugnana, Salvatore Ruggieri

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Topics in Selective Classification.

Andrea Pugnana

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Methods and tools for causal discovery and causal inference.

Ana Rita Nogueira, Andrea Pugnana, Salvatore Ruggieri, Dino Pedreschi, João Gama

WIREs Data Mining Knowl. Discov., 2022