Andrea Ponti

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 29

Top Topics

Evolutionary Optimization

Gaussian Process

Probability Measures

Water Distribution Networks

Top Venues

J. Ambient Intell. Humaniz. Comput.

Big Data Cogn. Comput.

Publications

Antonio Candelieri, Andrea Ponti, Francesco Archetti
Fair and green hyperparameter optimization via multi-objective and multiple information source Bayesian optimization. Mach. Learn. 113 (5) (2024)
Andrea Ponti
Graph data augmentation with Gromow-Wasserstein Barycenters. CoRR (2024)
Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Anna Bosio, Francesco Archetti
Distributional learning in multi-objective optimization of recommender systems. J. Ambient Intell. Humaniz. Comput. 14 (8) (2023)
Antonio Sabbatella, Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
A Bayesian approach for prompt optimization in pre-trained language models. CoRR (2023)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Wasserstein enabled Bayesian optimization of composite functions. J. Ambient Intell. Humaniz. Comput. 14 (8) (2023)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Uncertainty quantification and exploration-exploitation trade-off in humans. J. Ambient Intell. Humaniz. Comput. 14 (6) (2023)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Generative Models via Optimal Transport and Gaussian Processes. LION (2023)
Andrea Ponti, Ilaria Giordani, Antonio Candelieri, Francesco Archetti
A Leak Localization Algorithm in Water Distribution Networks Using Probabilistic Leak Representation and Optimal Transport Distance. LION (2023)
Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Francesco Archetti
On the use of Wasserstein distance in the distributional analysis of human decision making under uncertainty. Ann. Math. Artif. Intell. 91 (2) (2023)
Andrea Ponti, Ilaria Giordani, Matteo Mistri, Antonio Candelieri, Francesco Archetti
The "Unreasonable" Effectiveness of the Wasserstein Distance in Analyzing Key Performance Indicators of a Network of Stores. Big Data Cogn. Comput. 6 (4) (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Explaining Exploration-Exploitation in Humans. Big Data Cogn. Comput. 6 (4) (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization. CoRR (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. CoRR (2022)
Andrea Ponti, Antonio Irpino, Antonio Candelieri, Anna Bosio, Ilaria Giordani, Francesco Archetti
Network Vulnerability Analysis in Wasserstein Spaces. LION (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Bayesian Optimization in Wasserstein Spaces. LION (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
BORA: Bayesian Optimization for Resource Allocation. CoRR (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Safe-Exploration of Control Policies from Safe-Experience via Gaussian Processes. LION (2022)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Risk Aware Optimization of Water Sensor Placement. CoRR (2021)
Andrea Ponti
Multi-Task Learning on Networks. CoRR (2021)
Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
Probabilistic measures of edge criticality in graphs: a study in water distribution networks. Appl. Netw. Sci. 6 (1) (2021)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Risk aware optimization of water sensor placement. GECCO Companion (2021)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Uncertainty quantification and exploration-exploitation trade-off in humans. CoRR (2021)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Gamifying optimization: a Wasserstein distance-based analysis of human search. CoRR (2021)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Data efficient learning of implicit control strategies in Water Distribution Networks. CASE (2021)
Andrea Ponti, Antonio Candelieri, Francesco Archetti
Optimal Sensor Placement by Distribution Based Multiobjective Evolutionary Optimization. LION (2021)
Andrea Ponti, Antonio Candelieri, Francesco Archetti
A Wasserstein distance based multiobjective evolutionary algorithm for the risk aware optimization of sensor placement. Intell. Syst. Appl. (2021)
Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Modelling human active search in optimizing black-box functions. Soft Comput. 24 (23) (2020)
Antonio Candelieri, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Resilience in urban networked infrastructure: the case of Water Distribution Systems. CoRR (2020)
Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Modelling Human Active Search in Optimizing Black-box Functions. CoRR (2020)