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Danilo Ardagna

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affiliation: Politecnico di Milano, Italy

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2020 – today

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2024
[j59]
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Federica Filippini, Jonatha Anselmi, Danilo Ardagna, Bruno Gaujal:
A Stochastic Approach for Scheduling AI Training Jobs in GPU-Based Systems. IEEE Trans. Cloud Comput. 12(1): 53-69 (2024)
[j58]
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Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi, Roberto Rocco, Gianluca Palermo:
Integrating Bayesian Optimization and Machine Learning for the Optimal Configuration of Cloud Systems. IEEE Trans. Cloud Comput. 12(1): 277-294 (2024)
[c90]
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Roberto Sala, Federica Filippini, Danilo Ardagna, Daniele Lezzi, Francesc Lordan, Patrick Thiem:
Greening AI: A Framework for Energy-Aware Resource Allocation of ML Training Jobs with Performance Guarantees. AINA (5) 2024: 110-121
[c89]
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Francesco Lattari, Matteo Matteucci, Danilo Ardagna:
AI-SPRINT: Design and Runtime Framework for Accelerating the Development of AI Applications in the Computing Continuum. AINA (5) 2024: 171-181
[c88]
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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, Eric Lindahl, Sebastian Wingbermühle, Daniele Gregori, Silvano Coletti, Emanuele Sana, Philipp Gschwandtner:
LIGATE - LIgand Generator and portable drug discovery platform AT Exascale. CF (Companion) 2024
[c87]
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Fatemeh Baghdadi, Davide Cirillo, Daniele Lezzi, Francesc Lordan, Fernando Vazquez, Eugenio Lomurno, Alberto Archetti, Danilo Ardagna, Matteo Matteucci:
Harnessing the Computing Continuum Across Personalized Healthcare, Maintenance and Inspection, and Farming 4.0. CLOSER 2024: 375-385
[i9]
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  - journals/corr/abs-2403-14650
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Fatemeh Baghdadi, Davide Cirillo, Daniele Lezzi, Francesc Lordan, Fernando Vazquez, Eugenio Lomurno, Alberto Archetti, Danilo Ardagna, Matteo Matteucci:
Harnessing the Computing Continuum across Personalized Healthcare, Maintenance and Inspection, and Farming 4.0. CoRR abs/2403.14650 (2024)
[i8]
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  - journals/corr/abs-2405-03462
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Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manuel Roveri, Matteo Matteucci, Qingjiang Shi:
A Lightweight Neural Architecture Search Model for Medical Image Classification. CoRR abs/2405.03462 (2024)
2023
[j57]
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Andrea Falanti, Eugenio Lomurno, Danilo Ardagna, Matteo Matteucci:
POPNASv3: A pareto-optimal neural architecture search solution for image and time series classification. Appl. Soft Comput. 145: 110555 (2023)
[j56]
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Ehsan Ataie, Athanasia Evangelinou, Eugenio Gianniti, Danilo Ardagna:
Erratum to: A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications. Comput. J. 66(2): 524 (2023)
[j55]
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Soroush Karimian Aliabadi, Mohammad-Mohsen Aseman-Manzar, Reza Entezari-Maleki, Danilo Ardagna, Bernhard Egger, Ali Movaghar:
Fixed-Point Iteration Approach to Spark Scalable Performance Modeling and Evaluation. IEEE Trans. Cloud Comput. 11(1): 897-910 (2023)
[j54]
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Federica Filippini, Marco Lattuada, Michele Ciavotta, Arezoo Jahani, Danilo Ardagna, Edoardo Amaldi:
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. 16(3): 1630-1646 (2023)
[c86]
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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, Eric Lindahl, Daniele Gregori, Emanuele Sana, Silvano Coletti, Philipp Gschwandtner:
Tunable and Portable Extreme-Scale Drug Discovery Platform at Exascale: the LIGATE Approach. CF 2023: 272-278
[c85]
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Bruno Guindani, Marco Lattuada, Danilo Ardagna:
aMLLibrary: An AutoML Approach For Performance Prediction. ECMS 2023: 215-221
[c84]
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  - conf/euromicro/FilippiniLBA23
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Federica Filippini, Boris Lublinsky, Maximilien de Bayser, Danilo Ardagna:
Performance Models for Distributed Deep Learning Training Jobs on Ray. SEAA 2023: 30-35
[c83]
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Federica Filippini, Hamta Sedghani, Danilo Ardagna:
SPACE4AI-R: a Runtime Management Tool for AI Applications Component Placement and Resource Scaling in Computing Continua. UCC 2023: 28
[c82]
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Abednego Wamuhindo Kambale, Hamta Sedghani, Federica Filippini, Giacomo Verticale, Danilo Ardagna:
Runtime Management of Artificial Intelligence Applications for Smart Eyewears. UCC 2023: 31
[c81]
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Federica Filippini, Riccardo Cavadini, Danilo Ardagna, Riccardo Lancellotti, Gabriele Russo Russo, Valeria Cardellini, Francesco Lo Presti:
FIGARO: reinForcement learnInG mAnagement acRoss the computing cOntinuum. UCC 2023: 47
[c80]
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Enrico Galimberti, Bruno Guindani, Federica Filippini, Hamta Sedghani, Danilo Ardagna, Germán Moltó, Miguel Caballer:
OSCAR-P and aMLLibrary: Performance Profiling and Prediction of Computing Continua Applications. ICPE (Companion) 2023: 139-146
[c79]
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Danilo Ardagna, Elisabetta Di Nitto, Lorenzo Blasi, Francesc Lordan:
ICPE'23 Fast Continuum Workshop Chairs' Welcome. ICPE (Companion) 2023: 155
[i7]
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  - journals/corr/abs-2304-09953
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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, Eric Lindahl, Daniele Gregori, Emanuele Sana, Silvano Coletti, Philipp Gschwandtner:
Tunable and Portable Extreme-Scale Drug Discovery Platform at Exascale: the LIGATE Approach. CoRR abs/2304.09953 (2023)
2022
[j53]
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Hamta Sedghani, Mina Zolfy Lighvan, Hadi S. Aghdasi, Mauro Passacantando, Giacomo Verticale, Danilo Ardagna:
A Stackelberg Game Approach for Managing AI Sensing Tasks in Mobile Crowdsensing. IEEE Access 10: 91524-91544 (2022)
[j52]
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Ehsan Ataie, Athanasia Evangelinou, Eugenio Gianniti, Danilo Ardagna:
A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications. Comput. J. 65(12): 3123-3140 (2022)
[j51]
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Marco Lattuada, Eugenio Gianniti, Danilo Ardagna, Li Zhang:
Performance prediction of deep learning applications training in GPU as a service systems. Clust. Comput. 25(2): 1279-1302 (2022)
[j50]
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Marco Lattuada, Enrico Barbierato, Eugenio Gianniti, Danilo Ardagna:
Optimal Resource Allocation of Cloud-Based Spark Applications. IEEE Trans. Cloud Comput. 10(2): 1301-1316 (2022)
[j49]
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Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna, Elisabetta Di Nitto, Marco Lattuada, Marcos Aurélio Almeida da Silva:
Architectural Design of Cloud Applications: A Performance-Aware Cost Minimization Approach. IEEE Trans. Cloud Comput. 10(3): 1571-1591 (2022)
[c78]
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  - conf/ijcnn/FalantiLSAM22
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Andrea Falanti, Eugenio Lomurno, Stefano Samele, Danilo Ardagna, Matteo Matteucci:
POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique. IJCNN 2022: 1-8
[c77]
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  - conf/smartcloud/GuindaniAG22
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Bruno Guindani, Danilo Ardagna, Alessandra Guglielmi:
MALIBOO: When Machine Learning meets Bayesian Optimization. SmartCloud 2022: 1-9
[i6]
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  - journals/corr/abs-2210-02959
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Andrea Falanti, Eugenio Lomurno, Stefano Samele, Danilo Ardagna, Matteo Matteucci:
POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique. CoRR abs/2210.02959 (2022)
[i5]
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  - journals/corr/abs-2212-06735
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Andrea Falanti, Eugenio Lomurno, Danilo Ardagna, Matteo Matteucci:
POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification. CoRR abs/2212.06735 (2022)
2021
[j48]
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Hamta Sedghani, Danilo Ardagna, Mauro Passacantando, Mina Zolfy Lighvan, Hadi S. Aghdasi:
An incentive mechanism based on a Stackelberg game for mobile crowdsensing systems with budget constraint. Ad Hoc Networks 123: 102626 (2021)
[j47]
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Danilo Ardagna, Michele Ciavotta, Riccardo Lancellotti, Michele Guerriero:
A Hierarchical Receding Horizon Algorithm for QoS-Driven Control of Multi-IaaS Applications. IEEE Trans. Cloud Comput. 9(2): 418-434 (2021)
[j46]
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Eugenio Gianniti, Michele Ciavotta, Danilo Ardagna:
Optimizing Quality-Aware Big Data Applications in the Cloud. IEEE Trans. Cloud Comput. 9(2): 737-752 (2021)
[j45]
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Danilo Ardagna, Enrico Barbierato, Eugenio Gianniti, Marco Gribaudo, Túlio B. M. Pinto, Ana Paula Couto da Silva, Jussara M. Almeida:
Predicting the performance of big data applications on the cloud. J. Supercomput. 77(2): 1321-1353 (2021)
[c76]
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Hamta Sedghani, Danilo Ardagna, Matteo Matteucci, Giulio Angelo Fontana, Giacomo Verticale, Fabrizio Amarilli, Rosa M. Badia, Daniele Lezzi, Ignacio Blanquer, André Martin, Konrad Wawruch:
Advancing Design and Runtime Management of AI Applications with AI-SPRINT (Position Paper). COMPSAC 2021: 1455-1462
[c75]
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Hamta Sedghani, Federica Filippini, Danilo Ardagna:
A Random Greedy based Design Time Tool for AI Applications Component Placement and Resource Selection in Computing Continua. EDGE 2021: 32-40
[c74]
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Federica Filippini, Danilo Ardagna, Marco Lattuada, Edoardo Amaldi, Maciek Riedl, Katarzyna Materka, Pawel Skrzypek, Michele Ciavotta, Fabrizio Magugliani, Marco Cicala:
ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS. FiCloud 2021: 388-393
[c73]
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Eugenio Lomurno, Stefano Samele, Matteo Matteucci, Danilo Ardagna:
Pareto-optimal progressive neural architecture search. GECCO Companion 2021: 1726-1734
[i4]
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  - journals/corr/abs-2105-05080
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Federica Filippini, Danilo Ardagna, Marco Lattuada, Edoardo Amaldi, Michele Ciavotta, Maciek Riedl, Katarzyna Materka, Pawel Skrzypek, Fabrizio Magugliani, Marco Cicala:
ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS. CoRR abs/2105.05080 (2021)
[i3]
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  - journals/corr/abs-2108-12214
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Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida, Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna:
Machine Learning for Performance Prediction of Spark Cloud Applications. CoRR abs/2108.12214 (2021)
2020
[c72]
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Andrea Gulino, Arif Canakoglu, Stefano Ceri, Danilo Ardagna:
Performance Prediction for Data-driven Workflows on Apache Spark. MASCOTS 2020: 1-8
[c71]
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  - conf/synasc/Filippini0JCAA20
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Federica Filippini, Marco Lattuada, Arezoo Jahani, Michele Ciavotta, Danilo Ardagna, Edoardo Amaldi:
Hierarchical Scheduling in on-demand GPU-as-a-Service Systems. SYNASC 2020: 125-132

2010 – 2019

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2019
[j44]
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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:
BIGSEA: A Big Data analytics platform for public transportation information. Future Gener. Comput. Syst. 96: 243-269 (2019)
[j43]
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Soroush Karimian Aliabadi, Danilo Ardagna, Reza Entezari-Maleki, Eugenio Gianniti, Ali Movaghar:
Analytical composite performance models for Big Data applications. J. Netw. Comput. Appl. 142: 63-75 (2019)
[j42]
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Ehsan Ataie, Reza Entezari-Maleki, Leila Rashidi, Kishor S. Trivedi, Danilo Ardagna, Ali Movaghar:
Hierarchical Stochastic Models for Performance, Availability, and Power Consumption Analysis of IaaS Clouds. IEEE Trans. Cloud Comput. 7(4): 1039-1056 (2019)
[c70]
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Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida, Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna:
Machine Learning for Performance Prediction of Spark Cloud Applications. CLOUD 2019: 99-106
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Eugenio Gianniti, Li Zhang, Danilo Ardagna:
Performance Prediction of GPU-based Deep Learning Applications. CLOSER 2019: 279-286
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Marco Lattuada, Eugenio Gianniti, Marjan Hosseini, Danilo Ardagna, Alexandre Maros, Fabricio Murai, Ana Paula Couto da Silva, Jussara M. Almeida:
Gray-Box Models for Performance Assessment of Spark Applications. CLOSER 2019: 609-618
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Arezoo Jahani, Marco Lattuada, Michele Ciavotta, Danilo Ardagna, Edoardo Amaldi, Li Zhang:
Optimizing on-demand GPUs in the Cloud for Deep Learning Applications Training. ICCCS 2019: 1-8
2018
[j41]
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Danilo Ardagna, Claudia Canali, Riccardo Lancellotti:
Special Issue on Algorithms for the Resource Management of Large Scale Infrastructures. Algorithms 11(12): 200 (2018)
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Marco Scavuzzo, Elisabetta Di Nitto, Danilo Ardagna:
Experiences and challenges in building a data intensive system for data migration. Empir. Softw. Eng. 23(1): 52-86 (2018)
[j39]
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Athanasia Evangelinou, Michele Ciavotta, Danilo Ardagna, Aliki Kopaneli, George Kousiouris, Theodora A. Varvarigou:
Enterprise applications cloud rightsizing through a joint benchmarking and optimization approach. Future Gener. Comput. Syst. 78: 102-114 (2018)
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Ehsan Ataie, Reza Entezari-Maleki, Sayed Ehsan Etesami, Bernhard Egger, Danilo Ardagna, Ali Movaghar:
Power-aware performance analysis of self-adaptive resource management in IaaS clouds. Future Gener. Comput. Syst. 86: 134-144 (2018)
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Danilo Ardagna, Cinzia Cappiello, Walter Samá, Monica Vitali:
Context-aware data quality assessment for big data. Future Gener. Comput. Syst. 89: 548-562 (2018)
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Lorela Cano, Giuliana Carello, Danilo Ardagna:
A framework for joint resource allocation of MapReduce and web service applications in a shared cloud cluster. J. Parallel Distributed Comput. 120: 127-147 (2018)
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Marzieh Malekimajd, Danilo Ardagna, Michele Ciavotta, Eugenio Gianniti, Mauro Passacantando, Alessandro Maria Rizzi:
An optimization framework for the capacity allocation and admission control of MapReduce jobs in cloud systems. J. Supercomput. 74(10): 5314-5348 (2018)
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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:
GIS and Data: Three applications to enhance Mobility. GEOINFO 2018: 1-12
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Marco Scavuzzo, Elisabetta Di Nitto, Danilo Ardagna:
Experiences and challenges in building a data intensive system for data migration. ICSE 2018: 93
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Eugenio Gianniti, Li Zhang, Danilo Ardagna:
Performance Prediction of GPU-Based Deep Learning Applications. SBAC-PAD 2018: 167-170
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Danilo Ardagna, Enrico Barbierato, Athanasia Evangelinou, Eugenio Gianniti, Marco Gribaudo, Túlio B. M. Pinto, Anna Guimarães, Ana Paula Couto da Silva, Jussara M. Almeida:
Performance Prediction of Cloud-Based Big Data Applications. ICPE 2018: 192-199
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Danilo Ardagna:
Process Optimization. Encyclopedia of Database Systems (2nd ed.) 2018
2017
[j34]
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Danilo Ardagna, Cinzia Cappiello:
Special issue on sustainable computing systems and applications. Computing 99(6): 551-552 (2017)
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Michele Ciavotta, Danilo Ardagna, Giovanni Paolo Gibilisco:
A mixed integer linear programming optimization approach for multi-cloud capacity allocation. J. Syst. Softw. 123: 64-78 (2017)
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Eugenio Gianniti, Alessandro Maria Rizzi, Enrico Barbierato, Marco Gribaudo, Danilo Ardagna:
Fluid Petri Nets for the Performance Evaluation of MapReduce and Spark Applications. SIGMETRICS Perform. Evaluation Rev. 44(4): 23-36 (2017)
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Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang:
The Economics of the Cloud. ACM Trans. Model. Perform. Evaluation Comput. Syst. 2(4): 18:1-18:23 (2017)
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Danilo Ardagna, Michele Ciavotta, Mauro Passacantando:
Generalized Nash Equilibria for the Service Provisioning Problem in Multi-Cloud Systems. IEEE Trans. Serv. Comput. 10(3): 381-395 (2017)
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Eugenio Gianniti, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando:
A Game-Theoretic Approach for Runtime Capacity Allocation in MapReduce. CCGrid 2017: 1080-1089
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Safia Kalwar, Eugenio Gianniti, Joas Yannick Kinouani, Youssef Ridene, Danilo Ardagna:
Performance Degradation and Cost Impact Evaluation of Privacy Preserving Mechanisms in Big Data Systems. InfQ@VALUETOOLS 2017: 82-96
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Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna:
Capacity Allocation for Big Data Applications in the Cloud. ICPE Companion 2017: 175-176
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Eugenio Gianniti, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando:
A Game-Theoretic Approach for Runtime Capacity Allocation in MapReduce. CoRR abs/1701.04763 (2017)
2016
[j29]
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Danilo Ardagna, Lutz Schubert:
Editorial. Computing 98(5): 469-470 (2016)
[j28]
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Michele Ciavotta, Danilo Ardagna, Anne Koziolek:
Palladio Optimization Suite: QoS optimization for component-based Cloud applications. EAI Endorsed Trans. Cloud Syst. 2(6): e3 (2016)
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Mauro Passacantando, Danilo Ardagna, Anna Savi:
Service Provisioning Problem in Cloud and Multi-Cloud Systems. INFORMS J. Comput. 28(2): 265-277 (2016)
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Giovanni Paolo Gibilisco, Min Li, Li Zhang, Danilo Ardagna:
Stage Aware Performance Modeling of DAG Based in Memory Analytic Platforms. CLOUD 2016: 188-195
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Danilo Ardagna, Simona Bernardi, Eugenio Gianniti, Soroush Karimian Aliabadi, Diego Perez-Palacin, José Ignacio Requeno:
Modeling Performance of Hadoop Applications: A Journey from Queueing Networks to Stochastic Well Formed Nets. ICA3PP 2016: 599-613
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Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna:
D-SPACE4Cloud: A Design Tool for Big Data Applications. ICA3PP 2016: 614-629
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Ehsan Ataie, Eugenio Gianniti, Danilo Ardagna, Ali Movaghar:
A Combined Analytical Modeling Machine Learning Approach for Performance Prediction of MapReduce Jobs in Cloud Environment. SYNASC 2016: 431-439
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Eugenio Gianniti, Alessandro Maria Rizzi, Enrico Barbierato, Marco Gribaudo, Danilo Ardagna:
Fluid Petri Nets for the Performance Evaluation of MapReduce Applications. VALUETOOLS 2016
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Danilo Ardagna, Giuliano Casale, André van Hoorn, Felix Willnecker:
Proceedings of the 2nd International Workshop on Quality-Aware DevOps, QUDOS@ISSTA 2016, Saarbrücken, Germany, July 21, 2016. ACM 2016, ISBN 978-1-4503-4411-1 [contents]
[i1]
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Michele Ciavotta, Eugenio Gianniti, Danilo Ardagna:
D-SPACE4Cloud: A Design Tool for Big Data Applications. CoRR abs/1605.07083 (2016)
2015
[j26]
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Danilo Ardagna, Mark S. Squillante:
Special Issue on Performance and Resource Management in Big Data Applications. SIGMETRICS Perform. Evaluation Rev. 42(4): 2 (2015)
[j25]
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Marzieh Malekimajd, Danilo Ardagna, Michele Ciavotta, Alessandro Maria Rizzi, Mauro Passacantando:
Optimal Map Reduce Job Capacity Allocation in Cloud Systems. SIGMETRICS Perform. Evaluation Rev. 42(4): 51-61 (2015)
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Athanasia Evangelinou, Michele Ciavotta, George Kousiouris, Danilo Ardagna:
A Joint Benchmark-Analytic Approach For Design-Time Assessment of Multi-Cloud Applications. Cloud Forward 2015: 67-77
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Danilo Ardagna:
Cloud and Multi-cloud Computing: Current Challenges and Future Applications. PESOS@ICSE 2015: 1-2
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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:
DICE: Quality-Driven Development of Data-Intensive Cloud Applications. MiSE@ICSE 2015: 78-83
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Michele Guerriero, Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna:
SPACE4Cloud: a DevOps environment for multi-cloud applications. QUDOS@SIGSOFT FSE 2015: 29-30
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Michele Guerriero, Michele Ciavotta, Giovanni Paolo Gibilisco, Danilo Ardagna:
A Model-Driven DevOps Framework for QoS-Aware Cloud Applications. SYNASC 2015: 345-351
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Danilo Ardagna, Andreas Brunnert, Giuliano Casale, André van Hoorn:
Proceedings of the 1st International Workshop on Quality-Aware DevOps, QUDOS 2015, Bergamo, Italy, September 1, 2015. ACM 2015, ISBN 978-1-4503-3817-2 [contents]
2014
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Bernardetta Addis, Danilo Ardagna, Antonio Capone, Giuliana Carello:
Energy-aware joint management of networks and Cloud infrastructures. Comput. Networks 70: 75-95 (2014)
[j23]
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Jonatha Anselmi, Danilo Ardagna, Mauro Passacantando:
Generalized Nash equilibria for SaaS/PaaS Clouds. Eur. J. Oper. Res. 236(1): 326-339 (2014)
[j22]
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Danilo Ardagna, Giuliano Casale, Michele Ciavotta, Juan F. Pérez, Weikun Wang:
Quality-of-service in cloud computing: modeling techniques and their applications. J. Internet Serv. Appl. 5(1): 11:1-11:17 (2014)
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Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang:
The economics of the cloud: price competition and congestion. SIGecom Exch. 13(1): 58-63 (2014)
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Jonatha Anselmi, Danilo Ardagna, John C. S. Lui, Adam Wierman, Yunjian Xu, Zichao Yang:
The economics of the cloud: price competition and congestion. SIGMETRICS Perform. Evaluation Rev. 41(4): 47-49 (2014)
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Dana Petcu, Elisabetta Di Nitto, Danilo Ardagna, Amor Solberg, Giuliano Casale:
Towards Multi-Clouds engineering. INFOCOM Workshops 2014: 1-6
[c48]
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Danilo Ardagna, Giovanni Paolo Gibilisco, Michele Ciavotta, Alexander Lavrentev:
A Multi-model Optimization Framework for the Model Driven Design of Cloud Applications. SSBSE 2014: 61-76
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Marcos Aurélio Almeida da Silva, Danilo Ardagna, Nicolas Ferry, Juan F. Pérez:
Model-Driven Design of Cloud Applications with Quality-of-Service Guarantees: The MODAClouds Approach, MICAS Tutorial. SYNASC 2014: 3-10
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Marzieh Malekimajd, Alessandro Maria Rizzi, Danilo Ardagna, Michele Ciavotta, Mauro Passacantando, Ali Movaghar:
Optimal Capacity Allocation for Executing MapReduce Jobs in Cloud Systems. SYNASC 2014: 385-392
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Giulia Rumi, Claudia Colella, Danilo Ardagna:
Optimization Techniques within the Hadoop Eco-system: A Survey. SYNASC 2014: 437-444
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Danilo Ardagna, Michele Ciavotta, Riccardo Lancellotti:
A Receding Horizon Approach for the Runtime Management of IaaS Cloud Systems. SYNASC 2014: 445-452
2013
[j19]
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Anne Koziolek, Danilo Ardagna, Raffaela Mirandola:
Hybrid multi-attribute QoS optimization in component based software systems. J. Syst. Softw. 86(10): 2542-2558 (2013)
[j18]
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Bernardetta Addis, Danilo Ardagna, Barbara Panicucci, Mark S. Squillante, Li Zhang:
A Hierarchical Approach for the Resource Management of Very Large Cloud Platforms. IEEE Trans. Dependable Secur. Comput. 10(5): 253-272 (2013)
[j17]
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Chiara Sandionigi, Danilo Ardagna, Gianpaolo Cugola, Carlo Ghezzi:
Optimizing Service Selection and Allocation in Situational Computing Applications. IEEE Trans. Serv. Comput. 6(3): 414-428 (2013)
[j16]
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Danilo Ardagna, Barbara Panicucci, Mauro Passacantando:
Generalized Nash Equilibria for the Service Provisioning Problem in Cloud Systems. IEEE Trans. Serv. Comput. 6(4): 429-442 (2013)
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Filippo Giove, Davide Longoni, Majid Shokrolahi Yancheshmeh, Danilo Ardagna, Elisabetta Di Nitto:
An Approach for the Development of Portable Applications on PaaS Clouds. CLOSER 2013: 591-601
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Marco Miglierina, Giovanni Paolo Gibilisco, Danilo Ardagna, Elisabetta Di Nitto:
Model based control for multi-cloud applications. MiSE 2013: 37-43
[c41]
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Marco Miglierina, Marco Balduini, Narges Shahmandi Hoonejani, Elisabetta Di Nitto, Danilo Ardagna:
Exploiting Stream Reasoning to Monitor Multi-Cloud Applications. OrdRing@ISWC 2013: 33-36
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Elisabetta Di Nitto, Marcos Aurélio Almeida da Silva, Danilo Ardagna, Giuliano Casale, Ciprian Dorin Craciun, Nicolas Ferry, Victor Muntés, Arnor Solberg:
Supporting the Development and Operation of Multi-cloud Applications: The MODAClouds Approach. SYNASC 2013: 417-423
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Davide Franceschelli, Danilo Ardagna, Michele Ciavotta, Elisabetta Di Nitto:
SPACE4CLOUD: a tool for system performance and costevaluation of cloud systems. MultiCloud@ICPE 2013: 27-34
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Danilo Ardagna, Lutz Schubert:
Proceedings of the 2013 international workshop on Multi-cloud applications and federated clouds, MultiCloud@ICPE 2013, Prague, Czech Republic, April 22, 2013. ACM 2013, ISBN 978-1-4503-2050-4 [contents]
2012
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Danilo Ardagna, Sara Casolari, Michele Colajanni, Barbara Panicucci:
Dual time-scale distributed capacity allocation and load redirect algorithms for cloud systems. J. Parallel Distributed Comput. 72(6): 796-808 (2012)
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Danilo Ardagna, Barbara Panicucci, Marco Trubian, Li Zhang:
Energy-Aware Autonomic Resource Allocation in Multitier Virtualized Environments. IEEE Trans. Serv. Comput. 5(1): 2-19 (2012)
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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:
MODAClouds: a model-driven approach for the design and execution of applications on multiple clouds. MiSE 2012: 50-56
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Filippo Lorenzo Ferraris, Davide Franceschelli, Mario Pio Gioiosa, Donato Lucia, Danilo Ardagna, Elisabetta Di Nitto, Tabassum Sharif:
Evaluating the Auto Scaling Performance of Flexiscale and Amazon EC2 Clouds. SYNASC 2012: 423-429
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Simone Benefico, Eva Gjeci, Ricardo Gonzalez Gomarasca, Eros Lever, Santo Lombardo, Danilo Ardagna, Elisabetta Di Nitto:
Evaluation of the CAP Properties on Amazon SimpleDB and Windows Azure Table Storage. SYNASC 2012: 430-435
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Santo Lombardo, Elisabetta Di Nitto, Danilo Ardagna:
Issues in Handling Complex Data Structures with NoSQL Databases. SYNASC 2012: 443-448
2011
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Danilo Ardagna, Luciano Baresi, Sara Comai, Marco Comuzzi, Barbara Pernici:
A Service-Based Framework for Flexible Business Processes. IEEE Softw. 28(2): 61-67 (2011)
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Mara Tanelli, Danilo Ardagna, Marco Lovera:
Identification of LPV State Space Models for Autonomic Web Service Systems. IEEE Trans. Control. Syst. Technol. 19(1): 93-103 (2011)
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Danilo Ardagna, Sara Casolari, Barbara Panicucci:
Flexible Distributed Capacity Allocation and Load Redirect Algorithms for Cloud Systems. IEEE CLOUD 2011: 163-170
[c33]
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Danilo Ardagna, Barbara Panicucci, Mauro Passacantando:
A game theoretic formulation of the service provisioning problem in cloud systems. WWW 2011: 177-186
2010
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Jussara M. Almeida, Virgílio A. F. Almeida, Danilo Ardagna, Ítalo S. Cunha, Chiara Francalanci, Marco Trubian:
Joint admission control and resource allocation in virtualized servers. J. Parallel Distributed Comput. 70(4): 344-362 (2010)
[j10]
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Danilo Ardagna, Raffaela Mirandola:
Per-flow optimal service selection for Web services based processes. J. Syst. Softw. 83(8): 1512-1523 (2010)
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Bernardetta Addis, Danilo Ardagna, Barbara Panicucci, Li Zhang:
Autonomic Management of Cloud Service Centers with Availability Guarantees. IEEE CLOUD 2010: 220-227
[c31]
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Anne Martens, Danilo Ardagna, Heiko Koziolek, Raffaela Mirandola, Ralf H. Reussner:
A Hybrid Approach for Multi-attribute QoS Optimisation in Component Based Software Systems. QoSA 2010: 84-101
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Danilo Ardagna, Carlo Ghezzi, Barbara Panicucci, Marco Trubian:
Service Provisioning on the Cloud: Distributed Algorithms for Joint Capacity Allocation and Admission Control. ServiceWave 2010: 1-12
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Danilo Ardagna, Mara Tanelli, Marco Lovera, Li Zhang:
Black-box performance models for virtualized web service applications. WOSP/SIPEW 2010: 153-164

2000 – 2009

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2009
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Mara Tanelli, Nicola L. M. Schiavoni, Danilo Ardagna, Marco Lovera:
Control-oriented multirate LPV modelling of virtualized service center environments. CDC 2009: 7412-7417
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Danilo Ardagna, Raffaela Mirandola, Marco Trubian, Li Zhang:
Run-time resource management in SOA virtualized environments. QUASOSS@ESEC/FSE 2009: 39-46
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Danilo Ardagna, Massimo Mecella, Jian Yang:
Business Process Management Workshops, BPM 2008 International Workshops, Milano, Italy, September 1-4, 2008. Revised Papers. Lecture Notes in Business Information Processing 17, Springer 2009, ISBN 978-3-642-00327-1 [contents]
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Danilo Ardagna:
Process Optimization. Encyclopedia of Database Systems 2009: 2173-2178
2008
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Danilo Ardagna, Chiara Francalanci, Marco Trubian:
Joint Optimization of Hardware and Network Costs for Distributed Computer Systems. IEEE Trans. Syst. Man Cybern. Part A 38(2): 470-484 (2008)
[c26]
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Mara Tanelli, Danilo Ardagna, Marco Lovera:
LPV model identification for power management of Web service systems. CCA 2008: 1171-1176
[c25]
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Liliana Ardissono, Danilo Ardagna, Khalil Drira:
Introduction to the First Workshop on QoS in Self-healing Web Services (QSWS 2008). Business Process Management Workshops 2008: 419-421
[c24]
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Mara Tanelli, Danilo Ardagna, Marco Lovera:
On- and off-line model identification for power management of Web service systems. CDC 2008: 4497-4502
[c23]
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Mara Tanelli, Danilo Ardagna, Marco Lovera, Li Zhang:
Model Identification for Energy-Aware Management of Web Service Systems. ICSOC 2008: 599-606
[c22]
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Barbara Pernici, Danilo Ardagna, Cinzia Cappiello:
Business Process Design: Towards Service- Based Green Information Systems. E-Government, ICT Professionalism and Competences Service Science 2008: 195-203
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Danilo Ardagna, Carlo Ghezzi, Raffaela Mirandola:
Rethinking the Use of Models in Software Architecture. QoSA 2008: 1-27
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Danilo Ardagna, Cinzia Cappiello, Marco Lovera, Barbara Pernici, Mara Tanelli:
Active Energy-Aware Management of Business-Process Based Applications. ServiceWave 2008: 183-195
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Danilo Ardagna, Carlo Ghezzi, Raffaela Mirandola:
Model Driven QoS Analyses of Composed Web Services. ServiceWave 2008: 299-311
2007
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Danilo Ardagna, Marco Trubian, Li Zhang:
SLA based resource allocation policies in autonomic environments. J. Parallel Distributed Comput. 67(3): 259-270 (2007)
[j7]
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Danilo Ardagna, Marco Comuzzi, Enrico Mussi, Barbara Pernici, Pierluigi Plebani:
PAWS: A Framework for Executing Adaptive Web-Service Processes. IEEE Softw. 24(6): 39-46 (2007)
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Danilo Ardagna, Barbara Pernici:
Adaptive Service Composition in Flexible Processes. IEEE Trans. Software Eng. 33(6): 369-384 (2007)
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Jonatha Anselmi, Danilo Ardagna, Paolo Cremonesi:
A QoS-based selection approach of autonomic grid services. SOCP@HPDC 2007: 1-8
2006
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Danilo Ardagna, Barbara Pernici:
Dynamic web service composition with QoS constraints. Int. J. Bus. Process. Integr. Manag. 1(4): 233-243 (2006)
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Danilo Ardagna, Chiara Francalanci, Marco Trubian:
A multi-model algorithm for the cost-oriented design of Internet-based systems. Inf. Sci. 176(21): 3105-3131 (2006)
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Danilo Ardagna, Chiara Francalanci:
Joint optimization of hardware and network systems. J. Parallel Distributed Comput. 66(3): 469-485 (2006)
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Danilo Ardagna, Silvia Lucchini, Raffaela Mirandola, Barbara Pernici:
Web Services Composition in Autonomic Grid Environments. Business Process Management Workshops 2006: 375-386
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Jussara M. Almeida, Virgílio A. F. Almeida, Danilo Ardagna, Chiara Francalanci, Marco Trubian:
Resource Management in the Autonomic Service-Oriented Architecture. ICAC 2006: 84-92
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Danilo Ardagna, Cinzia Cappiello, Chiara Francalanci, Annalisa Groppi:
Brokering Multisource Data with Quality Constraints. OTM Conferences (1) 2006: 807-817
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Danilo Ardagna, Gabriele Giunta, Nunzio Ingraffia, Raffaela Mirandola, Barbara Pernici:
QoS-Driven Web Services Selection in Autonomic Grid Environments. OTM Conferences (2) 2006: 1273-1289
2005
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Danilo Ardagna, Chiara Francalanci:
A cost-oriented approach for the design of IT architectures. J. Inf. Technol. 20(1): 32-51 (2005)
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Danilo Ardagna, Barbara Pernici:
Global and Local QoS Guarantee in Web Service Selection. Business Process Management Workshops 2005: 32-46
[c12]
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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:
The MAIS approach to web service design. EMMSAD 2005: 1-12
[c11]
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Danilo Ardagna, Marco Comerio, Flavio De Paoli, Simone Grega:
An Hybrid Approach to QoS Evaluation. EMMSAD 2005: 195-206
[c10]
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Danilo Ardagna, Chiara Francalanci, Gianfranco Bazzigaluppi, Mauro Gatti, Francesco Silveri, Marco Trubian:
A Cost-Oriented Tool to Support Server Consolidation. ICEIS (3) 2005: 323-330
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Danilo Ardagna, Barbara Pernici:
Global and Local QoS Constraints Guarantee in Web Service Selection. ICWS 2005: 805-806
[c8]
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Danilo Ardagna, Cinzia Cappiello, Marco Comuzzi, Chiara Francalanci, Barbara Pernici:
A Broker for Selecting and Provisioning High Quality Syndicated Data. ICIQ 2005
[c7]
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Danilo Ardagna, Marco Trubian, Li Zhang:
SLA Based Profit Optimization in Multi-tier Systems. NCA 2005: 263-266
2004
[b1]
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Danilo Ardagna:
A cost-oriented methodology for the design of information technology architectures. Polytechnic University of Milan, Italy, 2004
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Danilo Ardagna, Chiara Francalanci, Vincenzo Piuri:
Designing and Rightsizing the Information System Architecture. Inf. Syst. Frontiers 6(3): 229-245 (2004)
[c6]
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Danilo Ardagna, Chiara Francalanci, Vincenzo Piuri, Fabio Scotti:
Evolutionary Design of Information Systems Architectures. ICAISC 2004: 1-8
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Li Zhang, Danilo Ardagna:
SLA based profit optimization in autonomic computing systems. ICSOC 2004: 173-182
[c4]
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Danilo Ardagna, Chiara Francalanci, Marco Trubian:
A cost-oriented approach for infrastructural design. SAC 2004: 1431-1437
[c3]
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Li Zhang, Danilo Ardagna:
SLA based profit optimization in web systems. WWW (Alternate Track Papers & Posters) 2004: 462-463
2003
[c2]
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  - electronic edition @ aisnet.org
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Danilo Ardagna, Chiara Francalanci, Marco Trubian:
A multi-model algorithm for the cost-oriented design of the information technology infrastructure. ECIS 2003: 59-69
2002
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Danilo Ardagna, Chiara Francalanci:
A cost-oriented methodology for the design of web based IT architectures. SAC 2002: 1127-1133

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