Danilo Ardagna

187 papers A* 2A 3B 15C 13Misc 17Journal 80Unranked 50

Year	Rank	Type	Title / Venue / Authors
2026	B	`conf`	Energy-efficient Dynamic Partitioning and Tensors Compression of AI Applications in Smart Eyewears. ICPE Abednego Wamuhindo Kambale, Samin Shokrivahed, Giacomo Verticale, Francesca Palermo, Diana Trojaniello, Danilo Ardagna
2026	—	`conf`	Optimizing Agentic AI Applications Under Budget Constraints. ICPE Companion Hamta Sedghani, Federica Filippini, Zahra Seyedi, Blerina Spahiu, Michele Ciavotta, Danilo Ardagna
2026	J	`jnl`	Tabular Reinforcement Learning Methods for Artificial Intelligence Tasks Offloading in Smart Eye-Wears. ACM Trans. Auton. Adapt. Syst. Abednego Wamuhindo Kambale, Hamta Sedghani, Federica Filippini, Giacomo Verticale, Danilo Ardagna
2025	J	`jnl`	A Robust Game Approach for On Spot Price Cloud Markets in Microservice-Based Applications. IEEE Access Hamta Sedghani, Mauro Passacantando, Riccardo Lancellotti, Mina Zolfy Lighvan, Danilo Ardagna
2025	J	`jnl`	AI Applications Resource Allocation in Computing Continuum: A Stackelberg Game Approach. IEEE Trans. Cloud Comput. Roberto Sala, Hamta Sedghani, Mauro Passacantando, Giacomo Verticale, Danilo Ardagna
2025	B	`conf`	An Artificial Bee Colony algorithm with Machine Learning for Constrained Optimization in HPC. MASCOTS Roberto Sala, Nikita Litovchenko, Davide Gadioli, Gianluca Palermo, Danilo Ardagna
2025	J	`jnl`	Application Component Placement and Resource Optimization in Computing Continua. IEEE Trans. Serv. Comput. Hamta Sedghani, Mauro Passacantando, Danilo Ardagna
2025	—	`conf`	Deep Surrogate Models of Serverless Batch Processing Services. ESOCC Yicheng Gao, Roberto Sala, Danilo Ardagna, Giuliano Casale
2025	J	`jnl`	Discrete Bayesian Optimization via Machine Learning. Perform. Evaluation Roberto Sala, Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi
2025	J	`jnl`	Efficient parameter tuning for a structure-based virtual screening HPC application. J. Parallel Distributed Comput. Bruno Guindani, Davide Gadioli, Roberto Rocco, Danilo Ardagna, Gianluca Palermo
2025	B	`conf`	Federated Reinforcement Learning for Runtime Optimization of AI Applications in Smart Eyewears. MASCOTS Hamta Sedghani, Abednego Wamuhindo Kambale, Federica Filippini, Francesca Palermo, Diana Trojaniello, Danilo Ardagna
2025	J	`jnl`	Federated Reinforcement Learning for Runtime Optimization of AI Applications in Smart Eyewears. CoRR Hamta Sedghani, Abednego Wamuhindo Kambale, Federica Filippini, Francesca Palermo, Diana Trojaniello, Danilo Ardagna
2025	J	`jnl`	OSCAR-P and aMLLibrary: Profiling and predicting the performance of FaaS-based applications in computing continua. J. Syst. Softw. Roberto Sala, Bruno Guindani, Enrico Galimberti, Federica Filippini, Hamta Sedghani, Danilo Ardagna, Sebastián Risco, Germán Moltó, Miguel Caballer
2025	J	`jnl`	ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm. CoRR Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manual Roveri, Matteo Matteucci, Qingjiang Shi
2024	J	`jnl`	A Lightweight Neural Architecture Search Model for Medical Image Classification. CoRR Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manuel Roveri, Matteo Matteucci, Qingjiang Shi
2024	J	`jnl`	A Stochastic Approach for Scheduling AI Training Jobs in GPU-Based Systems. IEEE Trans. Cloud Comput. Federica Filippini, Jonatha Anselmi, Danilo Ardagna, Bruno Gaujal
2024	—	`conf`	AI-SPRINT: Design and Runtime Framework for Accelerating the Development of AI Applications in the Computing Continuum. AINA (5) Francesco Lattari, Matteo Matteucci, Danilo Ardagna
2024	B	`conf`	An Efficient Neural Architecture Search Model for Medical Image Classification. ESANN Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manuel Roveri, Matteo Matteucci, Qingjiang Shi
2024	J	`jnl`	Efficient Parameter Tuning for a Structure-Based Virtual Screening HPC Application. CoRR Bruno Guindani, Davide Gadioli, Roberto Rocco, Danilo Ardagna, Gianluca Palermo
2024	—	`conf`	Greening AI: A Framework for Energy-Aware Resource Allocation of ML Training Jobs with Performance Guarantees. AINA (5) Roberto Sala, Federica Filippini, Danilo Ardagna, Daniele Lezzi, Francesc Lordan, Patrick Thiem
2024	C	`conf`	Harnessing the Computing Continuum Across Personalized Healthcare, Maintenance and Inspection, and Farming 4.0. CLOSER Fatemeh Baghdadi, Davide Cirillo, Daniele Lezzi, Francesc Lordan, Fernando Vázquez, Eugenio Lomurno, Alberto Archetti, Danilo Ardagna, Matteo Matteucci
2024	J	`jnl`	Harnessing the Computing Continuum across Personalized Healthcare, Maintenance and Inspection, and Farming 4.0. CoRR Fatemeh Baghdadi, Davide Cirillo, Daniele Lezzi, Francesc Lordan, Fernando Vázquez, Eugenio Lomurno, Alberto Archetti, Danilo Ardagna, Matteo Matteucci
2024	J	`jnl`	Integrating Bayesian Optimization and Machine Learning for the Optimal Configuration of Cloud Systems. IEEE Trans. Cloud Comput. Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi, Roberto Rocco, Gianluca Palermo
2024	—	`conf`	LIGATE - LIgand Generator and portable drug discovery platform AT Exascale. CF (Companion) Gianluca Palermo, Gianmarco Accordi, Davide Gadioli, Yuedong Zhang, Emanuele Vitali, Bruno Guindani, Danilo Ardagna, Cristina Silvano, Andrea Rosario Beccari, Domenico Bonanni, Carmine Talarico, Filippo Lunghini, Akash Deep Biswas, Jan Martinovic, Martin Golasowski, Paulo Silva, Ada Böhm, Jakub Beránek, Jan Krenek, Branislav Jansik, Peter Thoman, Philip Salzmann, Thomas Fahringer, Torsten Schwede, Leila Tamara Alexander, Gerardo Tauriello, Janani Durairaj, Biagio Cosenza, Luigi Crisci, Andrew Emerson, Federico Ficarelli, Erik Lindahl, Sebastian Wingbermühle, Daniele Gregori, Silvano Coletti, Emanuele Sana, Philipp Gschwandtner
2024	—	`conf`	Machine Learning to Predict Risk Management Applications Performance. ACSOS-C Laura De Giorgi, Danilo Ardagna
2024	J	`jnl`	OSCAR-P and aMLLibrary: Profiling and Predicting the Performance of FaaS-based Applications in Computing Continua. CoRR Roberto Sala, Bruno Guindani, Enrico Galimberti, Federica Filippini, Hamta Sedghani, Danilo Ardagna, Sebastián Risco, Germán Moltó, Miguel Caballer
2024	—	`conf`	PAK-MAN: Enhancing Parallel Bayesian Optimization of Cloud and HPC Systems via Machine Learning. VALUETOOLS Leonardo Barone, Bruno Guindani, Roberto Sala, Davide Gadioli, Danilo Ardagna, Alessandra Guglielmi
2024	—	`conf`	Runtime Management of Artificial Intelligence Applications Through Hierarchical Reinforcement Learning. VALUETOOLS Riccardo Cavadini, Hamta Sedghani, Federica Filippini, Danilo Ardagna
2024	J	`jnl`	SPACE4AI-D: A Design-Time Tool for AI Applications Resource Selection in Computing Continua. IEEE Trans. Serv. Comput. Hamta Sedghani, Federica Filippini, Danilo Ardagna
2024	B	`conf`	d-MALIBOO: a Bayesian Optimization framework for dealing with Discrete Variables. MASCOTS Roberto Sala, Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi
2023	J	`jnl`	A Path Relinking Method for the Joint Online Scheduling and Capacity Allocation of DL Training Workloads in GPU as a Service Systems. IEEE Trans. Serv. Comput. Federica Filippini, Marco Lattuada, Michele Ciavotta, Arezoo Jahani, Danilo Ardagna, Edoardo Amaldi
2023	J	`jnl`	Erratum to: A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications. Comput. J. Ehsan Ataie, Athanasia Evangelinou, Eugenio Gianniti, Danilo Ardagna
2023	Misc	`conf`	FIGARO: reinForcement learnInG mAnagement acRoss the computing cOntinuum. UCC Federica Filippini, Riccardo Cavadini, Danilo Ardagna, Riccardo Lancellotti, Gabriele Russo Russo, Valeria Cardellini, Francesco Lo Presti
2023	J	`jnl`	Fixed-Point Iteration Approach to Spark Scalable Performance Modeling and Evaluation. IEEE Trans. Cloud Comput. Soroush Karimian Aliabadi, Mohammad-Mohsen Aseman-Manzar, Reza Entezari-Maleki, Danilo Ardagna, Bernhard Egger, Ali Movaghar
2023	—	`conf`	ICPE'23 Fast Continuum Workshop Chairs' Welcome. ICPE (Companion) Danilo Ardagna, Elisabetta Di Nitto, Lorenzo Blasi, Francesc Lordan
2023	—	`conf`	OSCAR-P and aMLLibrary: Performance Profiling and Prediction of Computing Continua Applications. ICPE (Companion) Enrico Galimberti, Bruno Guindani, Federica Filippini, Hamta Sedghani, Danilo Ardagna, Germán Moltó, Miguel Caballer
2023	J	`jnl`	POPNASv3: A pareto-optimal neural architecture search solution for image and time series classification. Appl. Soft Comput. Andrea Falanti, Eugenio Lomurno, Danilo Ardagna, Matteo Matteucci
2023	B	`conf`	Performance Models for Distributed Deep Learning Training Jobs on Ray. SEAA Federica Filippini, Boris Lublinsky, Maximilien de Bayser, Danilo Ardagna
2023	Misc	`conf`	Runtime Management of Artificial Intelligence Applications for Smart Eyewears. UCC Abednego Wamuhindo Kambale, Hamta Sedghani, Federica Filippini, Giacomo Verticale, Danilo Ardagna
2023	Misc	`conf`	SPACE4AI-R: a Runtime Management Tool for AI Applications Component Placement and Resource Scaling in Computing Continua. UCC Federica Filippini, Hamta Sedghani, Danilo Ardagna
2023	—	`conf`	Tunable and Portable Extreme-Scale Drug Discovery Platform at Exascale: the LIGATE Approach. CF Gianluca Palermo, Gianmarco Accordi, Davide Gadioli, Emanuele Vitali, Cristina Silvano, Bruno Guindani, Danilo Ardagna, Andrea Rosario Beccari, Domenico Bonanni, Carmine Talarico, Filippo Lunghini, Jan Martinovic, Paulo Silva, Ada Bohm, Jakub Beránek, Jan Krenek, Branislav Jansik, Biagio Cosenza, Luigi Crisci, Peter Thoman, Philip Salzmann, Thomas Fahringer, Leila T. Alexander, Gerardo Tauriello, Torsten Schwede, Janani Durairaj, Andrew Emerson, Federico Ficarelli, Sebastian Wingbermühle, Erik Lindahl, Daniele Gregori, Emanuele Sana, Silvano Coletti, Philipp Gschwandtner
2023	J	`jnl`	Tunable and Portable Extreme-Scale Drug Discovery Platform at Exascale: the LIGATE Approach. CoRR Gianluca Palermo, Gianmarco Accordi, Davide Gadioli, Emanuele Vitali, Cristina Silvano, Bruno Guindani, Danilo Ardagna, Andrea Rosario Beccari, Domenico Bonanni, Carmine Talarico, Filippo Lunghini, Jan Martinovic, Paulo Silva, Ada Bohm, Jakub Beránek, Jan Krenek, Branislav Jansik, Luigi Crisci, Biagio Cosenza, Peter Thoman, Philip Salzmann, Thomas Fahringer, Leila T. Alexander, Gerardo Tauriello, Torsten Schwede, Janani Durairaj, Andrew Emerson, Federico Ficarelli, Sebastian Wingbermühle, Erik Lindahl, Daniele Gregori, Emanuele Sana, Silvano Coletti, Philipp Gschwandtner
2023	C	`conf`	aMLLibrary: An AutoML Approach For Performance Prediction. ECMS Bruno Guindani, Marco Lattuada, Danilo Ardagna
2022	J	`jnl`	A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications. Comput. J. Ehsan Ataie, Athanasia Evangelinou, Eugenio Gianniti, Danilo Ardagna
2022	J	`jnl`	A Stackelberg Game Approach for Managing AI Sensing Tasks in Mobile Crowdsensing. IEEE Access Hamta Sedghani, Mina Zolfy Lighvan, Hadi S. Aghdasi, Mauro Passacantando, Giacomo Verticale, Danilo Ardagna
2022	J	`jnl`	Architectural Design of Cloud Applications: A Performance-Aware Cost Minimization Approach. IEEE Trans. Cloud Comput. Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna, Elisabetta Di Nitto, Marco Lattuada, Marcos Aurélio Almeida da Silva
2022	—	`conf`	MALIBOO: When Machine Learning meets Bayesian Optimization. SmartCloud Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi
2022	J	`jnl`	Optimal Resource Allocation of Cloud-Based Spark Applications. IEEE Trans. Cloud Comput. Marco Lattuada, Enrico Barbierato, Eugenio Gianniti, Danilo Ardagna
2022	B	`conf`	POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique. IJCNN Andrea Falanti, Eugenio Lomurno, Stefano Samele, Danilo Ardagna, Matteo Matteucci
2022	J	`jnl`	POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique. CoRR Andrea Falanti, Eugenio Lomurno, Stefano Samele, Danilo Ardagna, Matteo Matteucci
2022	J	`jnl`	POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification. CoRR Andrea Falanti, Eugenio Lomurno, Danilo Ardagna, Matteo Matteucci
2022	J	`jnl`	Performance prediction of deep learning applications training in GPU as a service systems. Clust. Comput. Marco Lattuada, Eugenio Gianniti, Danilo Ardagna, Li Zhang
2021	J	`jnl`	A Hierarchical Receding Horizon Algorithm for QoS-Driven Control of Multi-IaaS Applications. IEEE Trans. Cloud Comput. Danilo Ardagna, Michele Ciavotta, Riccardo Lancellotti, Michele Guerriero
2021	—	`conf`	A Random Greedy based Design Time Tool for AI Applications Component Placement and Resource Selection in Computing Continua. EDGE Hamta Sedghani, Federica Filippini, Danilo Ardagna
2021	—	`conf`	ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS. FiCloud Federica Filippini, Danilo Ardagna, Marco Lattuada, Edoardo Amaldi, Maciek Riedl, Katarzyna Materka, Pawel Skrzypek, Michele Ciavotta, Fabrizio Magugliani, Marco Cicala
2021	J	`jnl`	ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS. CoRR Federica Filippini, Danilo Ardagna, Marco Lattuada, Edoardo Amaldi, Michele Ciavotta, Maciek Riedl, Katarzyna Materka, Pawel Skrzypek, Fabrizio Magugliani, Marco Cicala
2021	B	`conf`	Advancing Design and Runtime Management of AI Applications with AI-SPRINT (Position Paper). COMPSAC Hamta Sedghani, Danilo Ardagna, Matteo Matteucci, Giulio Angelo Fontana, Giacomo Verticale, Fabrizio Amarilli, Rosa M. Badia, Daniele Lezzi, Ignacio Blanquer, André Martin, Konrad Wawruch
2021	J	`jnl`	An incentive mechanism based on a Stackelberg game for mobile crowdsensing systems with budget constraint. Ad Hoc Networks Hamta Sedghani, Danilo Ardagna, Mauro Passacantando, Mina Zolfy Lighvan, Hadi S. Aghdasi
2021	J	`jnl`	Machine Learning for Performance Prediction of Spark Cloud Applications. CoRR Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida, Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna
2021	J	`jnl`	Optimizing Quality-Aware Big Data Applications in the Cloud. IEEE Trans. Cloud Comput. Eugenio Gianniti, Michele Ciavotta, Danilo Ardagna
2021	—	`conf`	Pareto-optimal progressive neural architecture search. GECCO Companion Eugenio Lomurno, Stefano Samele, Matteo Matteucci, Danilo Ardagna
2021	J	`jnl`	Predicting the performance of big data applications on the cloud. J. Supercomput. Danilo Ardagna, Enrico Barbierato, Eugenio Gianniti, Marco Gribaudo, Túlio B. M. Pinto, Ana Paula Couto da Silva, Jussara M. Almeida
2020	Misc	`conf`	Hierarchical Scheduling in on-demand GPU-as-a-Service Systems. SYNASC Federica Filippini, Marco Lattuada, Arezoo Jahani, Michele Ciavotta, Danilo Ardagna, Edoardo Amaldi
2020	B	`conf`	Performance Prediction for Data-driven Workflows on Apache Spark. MASCOTS Andrea Gulino, Arif Canakoglu, Stefano Ceri, Danilo Ardagna
2019	J	`jnl`	Analytical composite performance models for Big Data applications. J. Netw. Comput. Appl. Soroush Karimian Aliabadi, Danilo Ardagna, Reza Entezari-Maleki, Eugenio Gianniti, Ali Movaghar
2019	J	`jnl`	BIGSEA: A Big Data analytics platform for public transportation information. Future Gener. Comput. Syst. Andy S. Alic, Jussara M. Almeida, Giovanni Aloisio, Nazareno Andrade, Nuno Antunes, Danilo Ardagna, Rosa M. Badia, Tânia Basso, Ignacio Blanquer, Tarciso Braz, Andrey Brito, Donatello Elia, Sandro Fiore, Dorgival O. Guedes, Marco Lattuada, Daniele Lezzi, Matheus Maciel, Wagner Meira Jr., Demetrio Gomes Mestre, Regina Moraes, Fábio Morais, Carlos Eduardo S. Pires, Nádia P. Kozievitch, Walter dos Santos, Paulo Silva, Marco Vieira
2019	C	`conf`	Gray-Box Models for Performance Assessment of Spark Applications. CLOSER Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna, Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida
2019	J	`jnl`	Hierarchical Stochastic Models for Performance, Availability, and Power Consumption Analysis of IaaS Clouds. IEEE Trans. Cloud Comput. Ehsan Ataie, Reza Entezari-Maleki, Leila Rashidi, Kishor S. Trivedi, Danilo Ardagna, Ali Movaghar
2019	B	`conf`	Machine Learning for Performance Prediction of Spark Cloud Applications. CLOUD Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida, Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna
2019	—	`conf`	Optimizing on-demand GPUs in the Cloud for Deep Learning Applications Training. ICCCS Arezoo Jahani, Marco Lattuada, Michele Ciavotta, Danilo Ardagna, Edoardo Amaldi, Li Zhang
2019	C	`conf`	Performance Prediction of GPU-based Deep Learning Applications. CLOSER Eugenio Gianniti, Li Zhang, Danilo Ardagna
2018	J	`jnl`	A framework for joint resource allocation of MapReduce and web service applications in a shared cloud cluster. J. Parallel Distributed Comput. Lorela Cano, Giuliana Carello, Danilo Ardagna
2018	J	`jnl`	An optimization framework for the capacity allocation and admission control of MapReduce jobs in cloud systems. J. Supercomput. Marzieh Malekimajd, Danilo Ardagna, Michele Ciavotta, Eugenio Gianniti, Mauro Passacantando, Alessandro Maria Rizzi
2018	J	`jnl`	Context-aware data quality assessment for big data. Future Gener. Comput. Syst. Danilo Ardagna, Cinzia Cappiello, Walter Samá, Monica Vitali
2018	J	`jnl`	Enterprise applications cloud rightsizing through a joint benchmarking and optimization approach. Future Gener. Comput. Syst. Athanasia Evangelinou, Michele Ciavotta, Danilo Ardagna, Aliki Kopaneli, George Kousiouris, Theodora A. Varvarigou
2018	A*	`conf`	Experiences and challenges in building a data intensive system for data migration. ICSE Marco Scavuzzo, Elisabetta Di Nitto, Danilo Ardagna
2018	J	`jnl`	Experiences and challenges in building a data intensive system for data migration. Empir. Softw. Eng. Marco Scavuzzo, Elisabetta Di Nitto, Danilo Ardagna
2018	—	`conf`	GIS and Data: Three applications to enhance Mobility. GEOINFO Andy S. Alic, Jussara M. Almeida, Wagner Meira Jr., Dorgival O. Guedes, Walter dos Santos, Ignacio Blanquer, Sandro Fiore, Nádia P. Kozievitch, Nazareno Andrade, Tarciso Braz, Andrey Brito, Carlos Eduardo S. Pires, Nuno Antunes, Marco Vieira, Paulo Silva, Danilo Ardagna, Keiko V. O. Fonseca, Daniele Lezzi, Donatello Elia, Regina Moraes, Tânia Basso, Wilian H. Cavassin
2018	B	`conf`	Performance Prediction of Cloud-Based Big Data Applications. ICPE Danilo Ardagna, Enrico Barbierato, Athanasia Evangelinou, Eugenio Gianniti, Marco Gribaudo, Túlio B. M. Pinto, Anna Guimarães, Ana Paula Couto da Silva, Jussara M. Almeida
2018	C	`conf`	Performance Prediction of GPU-Based Deep Learning Applications. SBAC-PAD Eugenio Gianniti, Li Zhang, Danilo Ardagna
2018	J	`jnl`	Power-aware performance analysis of self-adaptive resource management in IaaS clouds. Future Gener. Comput. Syst. Ehsan Ataie, Reza Entezari-Maleki, Sayed Ehsan Etesami, Bernhard Egger, Danilo Ardagna, Ali Movaghar
2018	—	`ch.`	Process Optimization. Encyclopedia of Database Systems (2nd ed.) Danilo Ardagna
2018	J	`jnl`	Special Issue on Algorithms for the Resource Management of Large Scale Infrastructures. Algorithms Danilo Ardagna, Claudia Canali, Riccardo Lancellotti
2017	B	`conf`	A Game-Theoretic Approach for Runtime Capacity Allocation in MapReduce. CCGrid Eugenio Gianniti, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando
2017	J	`jnl`	A Game-Theoretic Approach for Runtime Capacity Allocation in MapReduce. CoRR Eugenio Gianniti, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando
2017	J	`jnl`	A mixed integer linear programming optimization approach for multi-cloud capacity allocation. J. Syst. Softw. Michele Ciavotta, Danilo Ardagna, Giovanni Paolo Gibilisco
2017	—	`conf`	Capacity Allocation for Big Data Applications in the Cloud. ICPE Companion Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna
2017	J	`jnl`	Fluid Petri Nets for the Performance Evaluation of MapReduce and Spark Applications. SIGMETRICS Perform. Evaluation Rev. Eugenio Gianniti, Alessandro Maria Rizzi, Enrico Barbierato, Marco Gribaudo, Danilo Ardagna
2017	J	`jnl`	Generalized Nash Equilibria for the Service Provisioning Problem in Multi-Cloud Systems. IEEE Trans. Serv. Comput. Danilo Ardagna, Michele Ciavotta, Mauro Passacantando
2017	—	`conf`	Performance Degradation and Cost Impact Evaluation of Privacy Preserving Mechanisms in Big Data Systems. InfQ@VALUETOOLS Safia Kalwar, Eugenio Gianniti, Joas Yannick Kinouani, Youssef Ridene, Danilo Ardagna
2017	J	`jnl`	Special issue on sustainable computing systems and applications. Computing Danilo Ardagna, Cinzia Cappiello
2017	J	`jnl`	The Economics of the Cloud. ACM Trans. Model. Perform. Evaluation Comput. Syst. Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang
2016	Misc	`conf`	A Combined Analytical Modeling Machine Learning Approach for Performance Prediction of MapReduce Jobs in Cloud Environment. SYNASC Ehsan Ataie, Eugenio Gianniti, Danilo Ardagna, Ali Movaghar
2016	C	`conf`	D-SPACE4Cloud: A Design Tool for Big Data Applications. ICA3PP Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna
2016	J	`jnl`	D-SPACE4Cloud: A Design Tool for Big Data Applications. CoRR Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna
2016	J	`jnl`	Editorial. Computing Danilo Ardagna, Lutz Schubert
2016	—	`conf`	Fluid Petri Nets for the Performance Evaluation of MapReduce Applications. VALUETOOLS Eugenio Gianniti, Alessandro Maria Rizzi, Enrico Barbierato, Marco Gribaudo, Danilo Ardagna
2016	C	`conf`	Modeling Performance of Hadoop Applications: A Journey from Queueing Networks to Stochastic Well Formed Nets. ICA3PP Danilo Ardagna, Simona Bernardi, Eugenio Gianniti, Soroush Karimian Aliabadi, Diego Perez-Palacin, José Ignacio Requeno
2016	J	`jnl`	Palladio Optimization Suite: QoS optimization for component-based Cloud applications. EAI Endorsed Trans. Cloud Syst. Michele Ciavotta, Danilo Ardagna, Anne Koziolek
2016	—	`ed.`	Proceedings of the 2nd International Workshop on Quality-Aware DevOps, QUDOS@ISSTA 2016, Saarbrücken, Germany, July 21, 2016 QUDOS@ISSTA Danilo Ardagna, Giuliano Casale, André van Hoorn, Felix Willnecker
2016	J	`jnl`	Service Provisioning Problem in Cloud and Multi-Cloud Systems. INFORMS J. Comput. Mauro Passacantando, Danilo Ardagna, Anna Savi
2016	B	`conf`	Stage Aware Performance Modeling of DAG Based in Memory Analytic Platforms. CLOUD Giovanni Paolo Gibilisco, Min Li, Li Zhang, Danilo Ardagna
2015	—	`conf`	A Joint Benchmark-Analytic Approach For Design-Time Assessment of Multi-Cloud Applications. Cloud Forward Athanasia Evangelinou, Michele Ciavotta, George Kousiouris, Danilo Ardagna
2015	Misc	`conf`	A Model-Driven DevOps Framework for QoS-Aware Cloud Applications. SYNASC Michele Guerriero, Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna
2015	—	`conf`	Cloud and Multi-cloud Computing: Current Challenges and Future Applications. PESOS@ICSE Danilo Ardagna
2015	—	`conf`	DICE: Quality-Driven Development of Data-Intensive Cloud Applications. MiSE@ICSE Giuliano Casale, Danilo Ardagna, Matej Artac, Franck Barbier, Elisabetta Di Nitto, Alexis Henry, Gabriel Iuhasz, Christophe Joubert, José Merseguer, Victor Ion Munteanu, Juan Fernando Pérez, Dana Petcu, Matteo Rossi, Craig Sheridan, Ilias Spais, Daniel Vladuic
2015	J	`jnl`	Optimal Map Reduce Job Capacity Allocation in Cloud Systems. SIGMETRICS Perform. Evaluation Rev. Marzieh Malekimajd, Danilo Ardagna, Michele Ciavotta, Alessandro Maria Rizzi, Mauro Passacantando
2015	—	`ed.`	Proceedings of the 1st International Workshop on Quality-Aware DevOps, QUDOS 2015, Bergamo, Italy, September 1, 2015 QUDOS@SIGSOFT FSE Danilo Ardagna, Andreas Brunnert, Giuliano Casale, André van Hoorn
2015	—	`conf`	SPACE4Cloud: a DevOps environment for multi-cloud applications. QUDOS@SIGSOFT FSE Michele Guerriero, Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna
2015	J	`jnl`	Special Issue on Performance and Resource Management in Big Data Applications. SIGMETRICS Perform. Evaluation Rev. Danilo Ardagna, Mark S. Squillante
2014	B	`conf`	A Multi-model Optimization Framework for the Model Driven Design of Cloud Applications. SSBSE Danilo Ardagna, Giovanni Paolo Gibilisco, Michele Ciavotta, Alexander Lavrentev
2014	Misc	`conf`	A Receding Horizon Approach for the Runtime Management of IaaS Cloud Systems. SYNASC Danilo Ardagna, Michele Ciavotta, Riccardo Lancellotti
2014	J	`jnl`	Energy-aware joint management of networks and Cloud infrastructures. Comput. Networks Bernardetta Addis, Danilo Ardagna, Antonio Capone, Giuliana Carello
2014	J	`jnl`	Generalized Nash equilibria for SaaS/PaaS Clouds. Eur. J. Oper. Res. Jonatha Anselmi, Danilo Ardagna, Mauro Passacantando
2014	Misc	`conf`	Model-Driven Design of Cloud Applications with Quality-of-Service Guarantees: The MODAClouds Approach, MICAS Tutorial. SYNASC Marcos Aurélio Almeida da Silva, Danilo Ardagna, Nicolas Ferry, Juan F. Pérez
2014	Misc	`conf`	Optimal Capacity Allocation for Executing MapReduce Jobs in Cloud Systems. SYNASC Marzieh Malekimajd, Alessandro Maria Rizzi, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando, Ali Movaghar
2014	Misc	`conf`	Optimization Techniques within the Hadoop Eco-system: A Survey. SYNASC Giulia Rumi, Claudia Colella, Danilo Ardagna
2014	J	`jnl`	Quality-of-service in cloud computing: modeling techniques and their applications. J. Internet Serv. Appl. Danilo Ardagna, Giuliano Casale, Michele Ciavotta, Juan F. Pérez, Weikun Wang
2014	J	`jnl`	The economics of the cloud: price competition and congestion. SIGecom Exch. Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang
2014	J	`jnl`	The economics of the cloud: price competition and congestion. SIGMETRICS Perform. Evaluation Rev. Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang
2014	—	`conf`	Towards Multi-Clouds engineering. INFOCOM Workshops Dana Petcu, Elisabetta Di Nitto, Danilo Ardagna, Amor Solberg, Giuliano Casale
2013	J	`jnl`	A Hierarchical Approach for the Resource Management of Very Large Cloud Platforms. IEEE Trans. Dependable Secur. Comput. Bernardetta Addis, Danilo Ardagna, Barbara Panicucci, Mark S. Squillante, Li Zhang
2013	C	`conf`	An Approach for the Development of Portable Applications on PaaS Clouds. CLOSER Filippo Giove, Davide Longoni, Majid Shokrolahi Yancheshmeh, Danilo Ardagna, Elisabetta Di Nitto
2013	—	`conf`	Exploiting Stream Reasoning to Monitor Multi-Cloud Applications. OrdRing@ISWC Marco Miglierina, Marco Balduini, Narges Shahmandi Hoonejani, Elisabetta Di Nitto, Danilo Ardagna
2013	J	`jnl`	Generalized Nash Equilibria for the Service Provisioning Problem in Cloud Systems. IEEE Trans. Serv. Comput. Danilo Ardagna, Barbara Panicucci, Mauro Passacantando
2013	J	`jnl`	Hybrid multi-attribute QoS optimization in component based software systems. J. Syst. Softw. Anne Koziolek, Danilo Ardagna, Raffaela Mirandola
2013	C	`conf`	Model based control for multi-cloud applications. MiSE Marco Miglierina, Giovanni Paolo Gibilisco, Danilo Ardagna, Elisabetta Di Nitto
2013	J	`jnl`	Optimizing Service Selection and Allocation in Situational Computing Applications. IEEE Trans. Serv. Comput. Chiara Sandionigi, Danilo Ardagna, Gianpaolo Cugola, Carlo Ghezzi
2013	—	`ed.`	Proceedings of the 2013 international workshop on Multi-cloud applications and federated clouds, MultiCloud@ICPE 2013, Prague, Czech Republic, April 22, 2013 MultiCloud@ICPE Danilo Ardagna, Lutz Schubert
2013	—	`conf`	SPACE4CLOUD: a tool for system performance and costevaluation of cloud systems. MultiCloud@ICPE Davide Franceschelli, Danilo Ardagna, Michele Ciavotta, Elisabetta Di Nitto
2013	Misc	`conf`	Supporting the Development and Operation of Multi-cloud Applications: The MODAClouds Approach. SYNASC Elisabetta Di Nitto, Marcos Aurélio Almeida da Silva, Danilo Ardagna, Giuliano Casale, Ciprian Dorin Craciun, Nicolas Ferry, Victor Muntés, Arnor Solberg
2012	J	`jnl`	Dual time-scale distributed capacity allocation and load redirect algorithms for cloud systems. J. Parallel Distributed Comput. Danilo Ardagna, Sara Casolari, Michele Colajanni, Barbara Panicucci
2012	J	`jnl`	Energy-Aware Autonomic Resource Allocation in Multitier Virtualized Environments. IEEE Trans. Serv. Comput. Danilo Ardagna, Barbara Panicucci, Marco Trubian, Li Zhang
2012	Misc	`conf`	Evaluating the Auto Scaling Performance of Flexiscale and Amazon EC2 Clouds. SYNASC Filippo Lorenzo Ferraris, Davide Franceschelli, Mario Pio Gioiosa, Donato Lucia, Danilo Ardagna, Elisabetta Di Nitto, Tabassum Sharif
2012	Misc	`conf`	Evaluation of the CAP Properties on Amazon SimpleDB and Windows Azure Table Storage. SYNASC Simone Benefico, Eva Gjeci, Ricardo Gonzalez Gomarasca, Eros Lever, Santo Lombardo, Danilo Ardagna, Elisabetta Di Nitto
2012	Misc	`conf`	Issues in Handling Complex Data Structures with NoSQL Databases. SYNASC Santo Lombardo, Elisabetta Di Nitto, Danilo Ardagna
2012	C	`conf`	MODAClouds: a model-driven approach for the design and execution of applications on multiple clouds. MiSE Danilo Ardagna, Elisabetta Di Nitto, Giuliano Casale, Dana Petcu, Parastoo Mohagheghi, Sébastien Mosser, Peter Matthews, Anke Gericke, Cyril Ballagny, Francesco D'Andria, Cosmin-Septimiu Nechifor, Craig Sheridan
2011	J	`jnl`	A Service-Based Framework for Flexible Business Processes. IEEE Softw. Danilo Ardagna, Luciano Baresi, Sara Comai, Marco Comuzzi, Barbara Pernici
2011	A*	`conf`	A game theoretic formulation of the service provisioning problem in cloud systems. WWW Danilo Ardagna, Barbara Panicucci, Mauro Passacantando
2011	—	`conf`	Flexible Distributed Capacity Allocation and Load Redirect Algorithms for Cloud Systems. IEEE CLOUD Danilo Ardagna, Sara Casolari, Barbara Panicucci
2011	J	`jnl`	Identification of LPV State Space Models for Autonomic Web Service Systems. IEEE Trans. Control. Syst. Technol. Mara Tanelli, Danilo Ardagna, Marco Lovera
2010	—	`conf`	A Hybrid Approach for Multi-attribute QoS Optimisation in Component Based Software Systems. QoSA Anne Martens, Danilo Ardagna, Heiko Koziolek, Raffaela Mirandola, Ralf H. Reussner
2010	—	`conf`	Autonomic Management of Cloud Service Centers with Availability Guarantees. IEEE CLOUD Bernardetta Addis, Danilo Ardagna, Barbara Panicucci, Li Zhang
2010	—	`conf`	Black-box performance models for virtualized web service applications. WOSP/SIPEW Danilo Ardagna, Mara Tanelli, Marco Lovera, Li Zhang
2010	J	`jnl`	Joint admission control and resource allocation in virtualized servers. J. Parallel Distributed Comput. Jussara M. Almeida, Virgílio A. F. Almeida, Danilo Ardagna, Ítalo S. Cunha, Chiara Francalanci, Marco Trubian
2010	J	`jnl`	Per-flow optimal service selection for Web services based processes. J. Syst. Softw. Danilo Ardagna, Raffaela Mirandola
2010	—	`conf`	Service Provisioning on the Cloud: Distributed Algorithms for Joint Capacity Allocation and Admission Control. ServiceWave Danilo Ardagna, Carlo Ghezzi, Barbara Panicucci, Marco Trubian
2009	—	`ed.`	Business Process Management Workshops, BPM 2008 International Workshops, Milano, Italy, September 1-4, 2008. Revised Papers Business Process Management Workshops Danilo Ardagna, Massimo Mecella, Jian Yang
2009	—	`conf`	Control-oriented multirate LPV modelling of virtualized service center environments. CDC Mara Tanelli, Nicola L. M. Schiavoni, Danilo Ardagna, Marco Lovera
2009	—	`ch.`	Process Optimization. Encyclopedia of Database Systems Danilo Ardagna
2009	—	`conf`	Run-time resource management in SOA virtualized environments. QUASOSS@ESEC/FSE Danilo Ardagna, Raffaela Mirandola, Marco Trubian, Li Zhang
2008	—	`conf`	Active Energy-Aware Management of Business-Process Based Applications. ServiceWave Danilo Ardagna, Cinzia Cappiello, Marco Lovera, Barbara Pernici, Mara Tanelli
2008	—	`conf`	Business Process Design: Towards Service- Based Green Information Systems. E-Government, ICT Professionalism and Competences Service Science Barbara Pernici, Danilo Ardagna, Cinzia Cappiello
2008	—	`conf`	Introduction to the First Workshop on QoS in Self-healing Web Services (QSWS 2008). Business Process Management Workshops Liliana Ardissono, Danilo Ardagna, Khalil Drira
2008	J	`jnl`	Joint Optimization of Hardware and Network Costs for Distributed Computer Systems. IEEE Trans. Syst. Man Cybern. Part A Danilo Ardagna, Chiara Francalanci, Marco Trubian
2008	C	`conf`	LPV model identification for power management of Web service systems. CCA Mara Tanelli, Danilo Ardagna, Marco Lovera
2008	—	`conf`	Model Driven QoS Analyses of Composed Web Services. ServiceWave Danilo Ardagna, Carlo Ghezzi, Raffaela Mirandola
2008	A	`conf`	Model Identification for Energy-Aware Management of Web Service Systems. ICSOC Mara Tanelli, Danilo Ardagna, Marco Lovera, Li Zhang
2008	—	`conf`	On- and off-line model identification for power management of Web service systems. CDC Mara Tanelli, Danilo Ardagna, Marco Lovera
2008	—	`conf`	Rethinking the Use of Models in Software Architecture. QoSA Danilo Ardagna, Carlo Ghezzi, Raffaela Mirandola
2007	—	`conf`	A QoS-based selection approach of autonomic grid services. SOCP@HPDC Jonatha Anselmi, Danilo Ardagna, Paolo Cremonesi
2007	J	`jnl`	Adaptive Service Composition in Flexible Processes. IEEE Trans. Software Eng. Danilo Ardagna, Barbara Pernici
2007	J	`jnl`	PAWS: A Framework for Executing Adaptive Web-Service Processes. IEEE Softw. Danilo Ardagna, Marco Comuzzi, Enrico Mussi, Barbara Pernici, Pierluigi Plebani
2007	J	`jnl`	SLA based resource allocation policies in autonomic environments. J. Parallel Distributed Comput. Danilo Ardagna, Marco Trubian, Li Zhang
2006	J	`jnl`	A multi-model algorithm for the cost-oriented design of Internet-based systems. Inf. Sci. Danilo Ardagna, Chiara Francalanci, Marco Trubian
2006	—	`conf`	Brokering Multisource Data with Quality Constraints. OTM Conferences (1) Danilo Ardagna, Cinzia Cappiello, Chiara Francalanci, Annalisa Groppi
2006	J	`jnl`	Dynamic web service composition with QoS constraints. Int. J. Bus. Process. Integr. Manag. Danilo Ardagna, Barbara Pernici
2006	J	`jnl`	Joint optimization of hardware and network systems. J. Parallel Distributed Comput. Danilo Ardagna, Chiara Francalanci
2006	—	`conf`	QoS-Driven Web Services Selection in Autonomic Grid Environments. OTM Conferences (2) Danilo Ardagna, Gabriele Giunta, Nunzio Ingraffia, Raffaela Mirandola, Barbara Pernici
2006	—	`conf`	Resource Management in the Autonomic Service-Oriented Architecture. ICAC Jussara M. Almeida, Virgílio A. F. Almeida, Danilo Ardagna, Chiara Francalanci, Marco Trubian
2006	—	`conf`	Web Services Composition in Autonomic Grid Environments. Business Process Management Workshops Danilo Ardagna, Silvia Lucchini, Raffaela Mirandola, Barbara Pernici
2005	—	`conf`	A Broker for Selecting and Provisioning High Quality Syndicated Data. ICIQ Danilo Ardagna, Cinzia Cappiello, Marco Comuzzi, Chiara Francalanci, Barbara Pernici
2005	—	`conf`	A Cost-Oriented Tool to Support Server Consolidation. ICEIS (3) Danilo Ardagna, Chiara Francalanci, Gianfranco Bazzigaluppi, Mauro Gatti, Francesco Silveri, Marco Trubian
2005	J	`jnl`	A cost-oriented approach for the design of IT architectures. J. Inf. Technol. Danilo Ardagna, Chiara Francalanci
2005	C	`conf`	An Hybrid Approach to QoS Evaluation. EMMSAD Danilo Ardagna, Marco Comerio, Flavio De Paoli, Simone Grega
2005	A	`conf`	Global and Local QoS Constraints Guarantee in Web Service Selection. ICWS Danilo Ardagna, Barbara Pernici
2005	—	`conf`	Global and Local QoS Guarantee in Web Service Selection. Business Process Management Workshops Danilo Ardagna, Barbara Pernici
2005	B	`conf`	SLA Based Profit Optimization in Multi-tier Systems. NCA Danilo Ardagna, Marco Trubian, Li Zhang
2005	C	`conf`	The MAIS approach to web service design. EMMSAD Marzia Adorni, Francesca Arcelli, Danilo Ardagna, Luciano Baresi, Carlo Batini, Cinzia Cappiello, Marco Comerio, Marco Comuzzi, Flavio De Paoli, Chiara Francalanci, Paolo Losi, Simone Grega, Andrea Maurino, Stefano Modafferi, Barbara Pernici, Claudia Raibulet, Francesco Tisato
2004	Misc	`conf`	A cost-oriented approach for infrastructural design. SAC Danilo Ardagna, Chiara Francalanci, Marco Trubian
2004	—	`—`	A cost-oriented methodology for the design of information technology architectures. Danilo Ardagna
2004	J	`jnl`	Designing and Rightsizing the Information System Architecture. Inf. Syst. Frontiers Danilo Ardagna, Chiara Francalanci, Vincenzo Piuri
2004	Misc	`conf`	Evolutionary Design of Information Systems Architectures. ICAISC Danilo Ardagna, Chiara Francalanci, Vincenzo Piuri, Fabio Scotti
2004	A	`conf`	SLA based profit optimization in autonomic computing systems. ICSOC Li Zhang, Danilo Ardagna
2004	—	`conf`	SLA based profit optimization in web systems. WWW (Alternate Track Papers & Posters) Li Zhang, Danilo Ardagna
2003	—	`conf`	A multi-model algorithm for the cost-oriented design of the information technology infrastructure. ECIS Danilo Ardagna, Chiara Francalanci, Marco Trubian
2002	Misc	`conf`	A cost-oriented methodology for the design of web based IT architectures. SAC Danilo Ardagna, Chiara Francalanci