Antonio Candelieri

Publication Activity (10 Years)

Years Active: 1997-2024
Publications (10 Years): 68

Top Topics

Water Distribution

Top Venues

J. Ambient Intell. Humaniz. 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)
Danilo Pau, Andrea Pisani, Antonio Candelieri
Towards Full Forward On-Tiny-Device Learning: A Guided Search for a Randomly Initialized Neural Network. Algorithms 17 (1) (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
Mastering the exploration-exploitation trade-off in Bayesian Optimization. CoRR (2023)
Silvia Terragni, Antonio Candelieri, Elisabetta Fersini
The role of hyper-parameters in relational topic models: Prediction capabilities vs topic quality. Inf. Sci. 632 (2023)
Elisabetta Fersini, Antonio Candelieri, Lorenzo Pastore
On the Generalization of Projection-Based Gender Debiasing in Word Embedding. RANLP (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)
Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
AutoTinyML for microcontrollers: Dealing with black-box deployability. Expert Syst. Appl. 207 (2022)
Alessandro Riboni, Antonio Candelieri, Matteo Borrotti
Deep Autonomous Agents Comparison for Self-driving Cars. LOD (2021)
Antonio Candelieri, Riccardo Perego, Francesco Archetti
Green machine learning via augmented Gaussian processes and multi-information source optimization. Soft Comput. 25 (19) (2021)
Antonio Candelieri, Andrea Ponti, Francesco Archetti
Risk Aware Optimization of Water Sensor Placement. CoRR (2021)
Silvia Terragni, Elisabetta Fersini, Bruno Giovanni Galuzzi, Pietro Tropeano, Antonio Candelieri
OCTIS: Comparing and Optimizing Topic models is Simple! EACL (System Demonstrations) (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, Francesco Archetti
MISO-wiLDCosts: Multi Information Source Optimization with Location Dependent Costs. CoRR (2021)
Antonio Candelieri
Sequential model based optimization of partially defined functions under unknown constraints. J. Glob. Optim. 79 (2) (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)
Alessandro Riboni, Nicolò Ghioldi, Antonio Candelieri, Matteo Borrotti
Bayesian Optimization and Deep Learning forsteering wheel angle prediction. CoRR (2021)
Antonio Candelieri, Giulia Pedrielli
Treed-Gaussian Processes with Support Vector Machines as Nodes For Nonstationary Bayesian Optimization. WSC (2021)
Antonio Candelieri
A Gentle Introduction to Bayesian Optimization. WSC (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)
Elisabetta Fersini, Luca Rosato, Antonio Candelieri, Francesco Archetti, Enza Messina
Deep Learning Representations in Automatic Misogyny Identification: What Do We Gain and What Do We Miss? CLiC-it (2021)
Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
Learning Optimal Control of Water Distribution Networks Through Sequential Model-Based Optimization. LION (2020)
Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Modelling human active search in optimizing black-box functions. Soft Comput. 24 (23) (2020)
Yaroslav D. Sergeyev, Antonio Candelieri, Dmitri E. Kvasov, Riccardo Perego
Safe global optimization of expensive noisy black-box functions in the δ-Lipschitz framework. Soft Comput. 24 (23) (2020)
Bruno G. Galuzzi, Ilaria Giordani, Antonio Candelieri, Riccardo Perego, Francesco Archetti
Hyperparameter optimization for recommender systems through Bayesian optimization. Comput. Manag. Sci. 17 (4) (2020)
Antonio Candelieri, Riccardo Perego, Francesco Archetti
Green Machine Learning via Augmented Gaussian Processes and Multi-Information Source Optimization. CoRR (2020)
Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
Tuning Deep Neural Network's Hyperparameters Constrained to Deployability on Tiny Systems. ICANN (2) (2020)
Antonio Candelieri, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Resilience in urban networked infrastructure: the case of Water Distribution Systems. CoRR (2020)
Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
Learning Optimal Control of Water Distribution Networks through Sequential Model-based Optimization. CoRR (2020)
Antonio Candelieri, Ilaria Giordani, Riccardo Perego, Francesco Archetti
Composition of kernel and acquisition functions for High Dimensional Bayesian Optimization. CoRR (2020)
Antonio Candelieri, Ilaria Giordani, Riccardo Perego, Francesco Archetti
Composition of Kernel and Acquisition Functions for High Dimensional Bayesian Optimization. LION (2020)
Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
Modelling Human Active Search in Optimizing Black-box Functions. CoRR (2020)
Bruno G. Galuzzi, Enza Messina, Antonio Candelieri, Francesco Archetti
Optimal Scenario-Tree Selection for Multistage Stochastic Programming. LOD (1) (2020)
Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Riccardo Perego, Francesco Archetti
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 (2019)
Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Francesco Archetti
Vulnerability of public transportation networks against directed attacks and cascading failures. Public Transp. 11 (1) (2019)
Yaroslav D. Sergeyev, Antonio Candelieri, Dmitri E. Kvasov, Riccardo Perego
Safe global optimization of expensive noisy black-box functions in the $δ$-Lipschitz framework. CoRR (2019)
Antonio Candelieri, Stanislav Fedorov, Vincenzina Messina
Efficient Kernel-based Subsequence Search for User Identification from Walking Activity. CoRR (2019)
Bruno Giovanni Galuzzi, Ilaria Giordani, Antonio Candelieri, Riccardo Perego, Francesco Archetti
Bayesian Optimization for Recommender System. WCGO (2019)
Antonio Candelieri, Ilaria Giordani, Francesco Archetti, Konstantin Barkalov, Iosif B. Meyerov, Alexey Polovinkin, Alexander Sysoyev, Nikolai Yu. Zolotykh
Tuning hyperparameters of a SVM-based water demand forecasting system through parallel global optimization. Comput. Oper. Res. 106 (2019)
Antonio Candelieri, Francesco Archetti
Global optimization in machine learning: the design of a predictive analytics application. Soft Comput. 23 (9) (2019)
Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Francesco Archetti
Are Humans Bayesian in the Optimization of Black-Box Functions? NUMTA (2) (2019)
Antonio Candelieri, Stanislav Fedorov, Enza Messina
Efficient Kernel-Based Subsequence Search for Enabling Health Monitoring Services in IoT-Based Home Setting. Sensors 19 (23) (2019)
Yi-An Tsai, Giulia Pedrielli, Logan Mathesen, Zelda B. Zabinsky, Hao Huang, Antonio Candelieri, Riccardo Perego
Stochastic Optimization for Feasibility determination: an Application to water pump Operation in water Distribution Network. WSC (2018)
Antonio Candelieri, Bruno G. Galuzzi, Ilaria Giordani, Riccardo Perego, Francesco Archetti
Business Information Systems for the Cost/Energy Management of Water Distribution Networks: A Critical Appraisal of Alternative Optimization Strategies. BIS (Workshops) (2018)
Alexandru Predescu, Catalin Negru, Mariana Mocanu, Ciprian Lupu, Antonio Candelieri
A Multiple-Layer Clustering Method for Real-Time Decision Support in a Water Distribution System. BIS (Workshops) (2018)
Stanislav Fedorov, Antonio Candelieri
Reachability-based safe learning for optimal control problem. CoRR (2018)
Antonio Candelieri, Wenbin Zhang, Enza Messina, Francesco Archetti
Automated Rehabilitation Exercises Assessment in Wearable Sensor Data Streams. IEEE BigData (2018)
Antonio Candelieri, Riccardo Perego, Francesco Archetti
Intelligent Pump Scheduling Optimization in Water Distribution Networks. LION (2018)
Antonio Candelieri, Raffaele Perego, Francesco Archetti
Bayesian optimization of pump operations in water distribution systems. J. Glob. Optim. 71 (1) (2018)
Antonio Candelieri, Ilaria Giordani, Francesco Archetti
Automatic Configuration of Kernel-Based Clustering: An Optimization Approach. LION (2017)
Antonio Candelieri, Ilaria Giordani, Francesco Archetti
Supporting Resilience Management of Water Distribution Networks through Network Analysis and Hydraulic Simulation. CSCS (2017)
Antonio Candelieri, Francesco Archetti
Detecting Events and Sentiment on Twitter for Improving Urban Mobility. ESSEM@AAMAS (2015)
Antonio Candelieri
A hyper-solution framework for classification problems via metaheuristic approaches. 4OR 9 (4) (2011)
Antonio Candelieri, F. Riganello, D. Cortese, W. G. Sannita
Functional Status and the Eye-tracking Response - A Data Mining Classification Study in the Vegetative and Minimaly Conscious States. HEALTHINF (2011)
F. Riganello, Antonio Candelieri
Data Mining and the Functional Relationship between Heart Rate Variability and Emotional Processing - Comparative Analyses, Validation and Application. HEALTHINF (2010)
Antonio Candelieri, Domenico Conforti, Angela Sciacqua, Francesco Perticone
Knowledge Discovery Approaches for Early Detection of Decompensation Conditions in Heart Failure Patients. ISDA (2009)
Sara Colantonio, Massimo Martinelli, Davide Moroni, Ovidio Salvetti, Antonio Candelieri, Domenico Conforti, Francesco Perticone, Angela Sciacqua, Christos Biniaris, Andy Marsh
A Decision Support Resource as a Kernel of a Semantic Web Based Platform Oriented to Heart Failure. SWWS (2008)
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
Medical Knowledge Representation within Heartfaid Platform. HEALTHINF (1) (2008)
Fabrizio Baiardi, Antonio Candelieri, Laura Ricci
Massively parallel execution of logic programs: A static approach. J. Syst. Archit. 43 (6-7) (1997)