Antonio Candelieri

91 papers C 1Misc 4Journal 51Unranked 35

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Information Theoretic Bayesian Optimization over the Probability Simplex. CoRR Federico Pavesi, Antonio Candelieri, Noémie Jaquier
2026	J	`jnl`	Weighted Wasserstein Barycenter of Gaussian Processes for exotic Bayesian Optimization tasks. CoRR Antonio Candelieri, Francesco Archetti
2025	J	`jnl`	Bayesian optimization over the probability simplex. Ann. Math. Artif. Intell. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2025	—	`conf`	Decision Maker Preferences in Surrogate-Based Multi-objective Optimization: A Survey. LION (1) Sasan Amini, Antonio Candelieri, Inneke Van Nieuwenhuyse
2025	J	`jnl`	Distributionally Robust Bayesian Optimization via Sinkhorn-Based Wasserstein Barycenter. Mach. Learn. Knowl. Extr. Iman Seyedi Badeleh, Antonio Candelieri, Francesco Archetti
2025	J	`jnl`	Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. J. Glob. Optim. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2025	J	`jnl`	Gromov-Wasserstein and optimal transport: from assignment problems to probabilistic numeric. CoRR Iman Seyedi, Antonio Candelieri, Enza Messina, Francesco Archetti
2025	J	`jnl`	Transformers for Tabular Data: A Training Perspective of Self-Attention via Optimal Transport. CoRR Antonio Candelieri, Alessandro Quadrio
2025	J	`jnl`	Wasserstein Barycenter Gaussian Process based Bayesian Optimization. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2025	—	`conf`	e LION (1) Antonio Candelieri, Elena Signori
2024	—	`conf`	A Constrained-JKO Scheme for Effective and Efficient Wasserstein Gradient Flows. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2024	J	`jnl`	Bayesian Optimization Using Simulation-Based Multiple Information Sources over Combinatorial Structures. Mach. Learn. Knowl. Extr. Antonio Sabbatella, Andrea Ponti, Antonio Candelieri, Francesco Archetti
2024	J	`jnl`	Fair and green hyperparameter optimization via multi-objective and multiple information source Bayesian optimization. Mach. Learn. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2024	—	`conf`	MLE-Free Gaussian Process Based Bayesian Optimization. LION Antonio Candelieri, Elena Signori
2024	J	`jnl`	Towards Full Forward On-Tiny-Device Learning: A Guided Search for a Randomly Initialized Neural Network. Algorithms Danilo Pau, Andrea Pisani, Antonio Candelieri
2023	J	`jnl`	A Bayesian approach for prompt optimization in pre-trained language models. CoRR Antonio Sabbatella, Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2023	—	`conf`	A Leak Localization Algorithm in Water Distribution Networks Using Probabilistic Leak Representation and Optimal Transport Distance. LION Andrea Ponti, Ilaria Giordani, Antonio Candelieri, Francesco Archetti
2023	J	`jnl`	Distributional learning in multi-objective optimization of recommender systems. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Anna Bosio, Francesco Archetti
2023	—	`conf`	Generative Models via Optimal Transport and Gaussian Processes. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	J	`jnl`	Mastering the exploration-exploitation trade-off in Bayesian Optimization. CoRR Antonio Candelieri
2023	—	`conf`	Multi-Objective and Multiple Information Source Optimization for Fair & Green Machine Learning. NUMTA (1) Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	Misc	`conf`	On the Generalization of Projection-Based Gender Debiasing in Word Embedding. RANLP Elisabetta Fersini, Antonio Candelieri, Lorenzo Pastore
2023	J	`jnl`	On the use of Wasserstein distance in the distributional analysis of human decision making under uncertainty. Ann. Math. Artif. Intell. Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Francesco Archetti
2023	—	`conf`	Resource Allocation via Bayesian Optimization: an Efficient Alternative to Semi-Bandit Feedback. NUMTA (1) Antonio Candelieri
2023	J	`jnl`	The role of hyper-parameters in relational topic models: Prediction capabilities vs topic quality. Inf. Sci. Silvia Terragni, Antonio Candelieri, Elisabetta Fersini
2023	J	`jnl`	Uncertainty quantification and exploration-exploitation trade-off in humans. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	J	`jnl`	Wasserstein enabled Bayesian optimization of composite functions. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	AutoTinyML for microcontrollers: Dealing with black-box deployability. Expert Syst. Appl. Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
2022	J	`jnl`	BORA: Bayesian Optimization for Resource Allocation. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	—	`conf`	Bayesian Optimization in Wasserstein Spaces. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Explaining Exploration-Exploitation in Humans. Big Data Cogn. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	—	`conf`	Network Vulnerability Analysis in Wasserstein Spaces. LION Andrea Ponti, Antonio Irpino, Antonio Candelieri, Anna Bosio, Ilaria Giordani, Francesco Archetti
2022	—	`conf`	Safe-Exploration of Control Policies from Safe-Experience via Gaussian Processes. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	The "Unreasonable" Effectiveness of the Wasserstein Distance in Analyzing Key Performance Indicators of a Network of Stores. Big Data Cogn. Comput. Andrea Ponti, Ilaria Giordani, Matteo Mistri, Antonio Candelieri, Francesco Archetti
2021	Misc	`conf`	A Gentle Introduction to Bayesian Optimization. WSC Antonio Candelieri
2021	J	`jnl`	A Wasserstein distance based multiobjective evolutionary algorithm for the risk aware optimization of sensor placement. Intell. Syst. Appl. Andrea Ponti, Antonio Candelieri, Francesco Archetti
2021	J	`jnl`	Bayesian Optimization and Deep Learning forsteering wheel angle prediction. CoRR Alessandro Riboni, Nicolò Ghioldi, Antonio Candelieri, Matteo Borrotti
2021	—	`conf`	Data efficient learning of implicit control strategies in Water Distribution Networks. CASE Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	—	`conf`	Deep Autonomous Agents Comparison for Self-driving Cars. LOD Alessandro Riboni, Antonio Candelieri, Matteo Borrotti
2021	—	`conf`	Deep Learning Representations in Automatic Misogyny Identification: What Do We Gain and What Do We Miss? CLiC-it Elisabetta Fersini, Luca Rosato, Antonio Candelieri, Francesco Archetti, Enza Messina
2021	J	`jnl`	Gamifying optimization: a Wasserstein distance-based analysis of human search. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	J	`jnl`	Green machine learning via augmented Gaussian processes and multi-information source optimization. Soft Comput. Antonio Candelieri, Riccardo Perego, Francesco Archetti
2021	J	`jnl`	MISO-wiLDCosts: Multi Information Source Optimization with Location Dependent Costs. CoRR Antonio Candelieri, Francesco Archetti
2021	—	`conf`	OCTIS: Comparing and Optimizing Topic models is Simple! EACL (System Demonstrations) Silvia Terragni, Elisabetta Fersini, Bruno Giovanni Galuzzi, Pietro Tropeano, Antonio Candelieri
2021	—	`conf`	Optimal Sensor Placement by Distribution Based Multiobjective Evolutionary Optimization. LION Andrea Ponti, Antonio Candelieri, Francesco Archetti
2021	J	`jnl`	Probabilistic measures of edge criticality in graphs: a study in water distribution networks. Appl. Netw. Sci. Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2021	J	`jnl`	Risk Aware Optimization of Water Sensor Placement. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	—	`conf`	Risk aware optimization of water sensor placement. GECCO Companion Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	J	`jnl`	Sequential model based optimization of partially defined functions under unknown constraints. J. Glob. Optim. Antonio Candelieri
2021	Misc	`conf`	Treed-Gaussian Processes with Support Vector Machines as Nodes For Nonstationary Bayesian Optimization. WSC Antonio Candelieri, Giulia Pedrielli
2021	J	`jnl`	Uncertainty quantification and exploration-exploitation trade-off in humans. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2020	—	`conf`	Composition of Kernel and Acquisition Functions for High Dimensional Bayesian Optimization. LION Antonio Candelieri, Ilaria Giordani, Riccardo Perego, Francesco Archetti
2020	J	`jnl`	Composition of kernel and acquisition functions for High Dimensional Bayesian Optimization. CoRR Antonio Candelieri, Ilaria Giordani, Riccardo Perego, Francesco Archetti
2020	J	`jnl`	Green Machine Learning via Augmented Gaussian Processes and Multi-Information Source Optimization. CoRR Antonio Candelieri, Riccardo Perego, Francesco Archetti
2020	J	`jnl`	Hyperparameter optimization for recommender systems through Bayesian optimization. Comput. Manag. Sci. Bruno G. Galuzzi, Ilaria Giordani, Antonio Candelieri, Riccardo Perego, Francesco Archetti
2020	—	`conf`	Learning Optimal Control of Water Distribution Networks Through Sequential Model-Based Optimization. LION Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
2020	J	`jnl`	Learning Optimal Control of Water Distribution Networks through Sequential Model-based Optimization. CoRR Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
2020	J	`jnl`	Modelling Human Active Search in Optimizing Black-box Functions. CoRR Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
2020	J	`jnl`	Modelling human active search in optimizing black-box functions. Soft Comput. Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
2020	—	`conf`	Optimal Scenario-Tree Selection for Multistage Stochastic Programming. LOD (1) Bruno G. Galuzzi, Enza Messina, Antonio Candelieri, Francesco Archetti
2020	J	`jnl`	Resilience in urban networked infrastructure: the case of Water Distribution Systems. CoRR Antonio Candelieri, Ilaria Giordani, Andrea Ponti, Francesco Archetti
2020	J	`jnl`	Safe global optimization of expensive noisy black-box functions in the δ-Lipschitz framework. Soft Comput. Yaroslav D. Sergeyev, Antonio Candelieri, Dmitri E. Kvasov, Riccardo Perego
2020	—	`conf`	Tuning Deep Neural Network's Hyperparameters Constrained to Deployability on Tiny Systems. ICANN (2) Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
2019	—	`conf`	Are Humans Bayesian in the Optimization of Black-Box Functions? NUMTA (2) Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Francesco Archetti
2019	—	`conf`	Bayesian Optimization for Recommender System. WCGO Bruno Giovanni Galuzzi, Ilaria Giordani, Antonio Candelieri, Riccardo Perego, Francesco Archetti
2019	J	`jnl`	Efficient Kernel-Based Subsequence Search for Enabling Health Monitoring Services in IoT-Based Home Setting. Sensors Antonio Candelieri, Stanislav Fedorov, Enza Messina
2019	J	`jnl`	Efficient Kernel-based Subsequence Search for User Identification from Walking Activity. CoRR Antonio Candelieri, Stanislav Fedorov, Vincenzina Messina
2019	J	`jnl`	Global optimization in machine learning: the design of a predictive analytics application. Soft Comput. Antonio Candelieri, Francesco Archetti
2019	—	`conf`	Optimizing Partially Defined Black-Box Functions Under Unknown Constraints via Sequential Model Based Optimization: An Application to Pump Scheduling Optimization in Water Distribution Networks. LION Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Riccardo Perego, Francesco Archetti
2019	J	`jnl`	Safe global optimization of expensive noisy black-box functions in the $δ$-Lipschitz framework. CoRR Yaroslav D. Sergeyev, Antonio Candelieri, Dmitri E. Kvasov, Riccardo Perego
2019	J	`jnl`	Tuning hyperparameters of a SVM-based water demand forecasting system through parallel global optimization. Comput. Oper. Res. Antonio Candelieri, Ilaria Giordani, Francesco Archetti, Konstantin Barkalov, Iosif B. Meyerov, Alexey Polovinkin, Alexander Sysoyev, Nikolai Yu. Zolotykh
2019	J	`jnl`	Vulnerability of public transportation networks against directed attacks and cascading failures. Public Transp. Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
2018	—	`conf`	A Multiple-Layer Clustering Method for Real-Time Decision Support in a Water Distribution System. BIS (Workshops) Alexandru Predescu, Catalin Negru, Mariana Mocanu, Ciprian Lupu, Antonio Candelieri
2018	—	`conf`	Automated Rehabilitation Exercises Assessment in Wearable Sensor Data Streams. IEEE BigData Antonio Candelieri, Wenbin Zhang, Enza Messina, Francesco Archetti
2018	J	`jnl`	Bayesian optimization of pump operations in water distribution systems. J. Glob. Optim. Antonio Candelieri, Raffaele Perego, Francesco Archetti
2018	—	`conf`	Business Information Systems for the Cost/Energy Management of Water Distribution Networks: A Critical Appraisal of Alternative Optimization Strategies. BIS (Workshops) Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Riccardo Perego, Francesco Archetti
2018	—	`conf`	Intelligent Pump Scheduling Optimization in Water Distribution Networks. LION Antonio Candelieri, Riccardo Perego, Francesco Archetti
2018	J	`jnl`	Reachability-based safe learning for optimal control problem. CoRR Stanislav Fedorov, Antonio Candelieri
2018	Misc	`conf`	Stochastic Optimization for Feasibility determination: an Application to water pump Operation in water Distribution Network. WSC Yi-An Tsai, Giulia Pedrielli, Logan Mathesen, Zelda B. Zabinsky, Hao Huang, Antonio Candelieri, Riccardo Perego
2017	—	`conf`	Automatic Configuration of Kernel-Based Clustering: An Optimization Approach. LION Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2017	—	`conf`	Supporting Resilience Management of Water Distribution Networks through Network Analysis and Hydraulic Simulation. CSCS Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2015	—	`conf`	Detecting Events and Sentiment on Twitter for Improving Urban Mobility. ESSEM@AAMAS Antonio Candelieri, Francesco Archetti
2011	J	`jnl`	A hyper-solution framework for classification problems via metaheuristic approaches. 4OR Antonio Candelieri
2011	—	`conf`	Functional Status and the Eye-tracking Response - A Data Mining Classification Study in the Vegetative and Minimaly Conscious States. HEALTHINF Antonio Candelieri, F. Riganello, D. Cortese, W. G. Sannita
2010	—	`conf`	Data Mining and the Functional Relationship between Heart Rate Variability and Emotional Processing - Comparative Analyses, Validation and Application. HEALTHINF F. Riganello, Antonio Candelieri
2009	C	`conf`	Knowledge Discovery Approaches for Early Detection of Decompensation Conditions in Heart Failure Patients. ISDA Antonio Candelieri, Domenico Conforti, Angela Sciacqua, Francesco Perticone
2008	—	`conf`	A Decision Support Resource as a Kernel of a Semantic Web Based Platform Oriented to Heart Failure. SWWS Sara Colantonio, Massimo Martinelli, Davide Moroni, Ovidio Salvetti, Antonio Candelieri, Domenico Conforti, Francesco Perticone, Angela Sciacqua, Christos Biniaris, Andy Marsh
2008	—	`conf`	Medical Knowledge Representation within Heartfaid Platform. HEALTHINF (1) Dragan Gamberger, Marin Prcela, Alan Jovic, Tomislav Smuc, Gianfranco Parati, Mariaconsuelo Valentini, Kalina Kawecka-Jaszcz, Katarzyna Styczkiewicz, Andrzej A. Kononowicz, Antonio Candelieri, Domenico Conforti, Rosita Guido
1997	J	`jnl`	Massively parallel execution of logic programs: A static approach. J. Syst. Archit. Fabrizio Baiardi, Antonio Candelieri, Laura Ricci