Sfoglia per Autore
Performance Models for Distributed Deep Learning Training Jobs on Ray
In corso di stampa Filippini, Federica; Lublinsky, Boris; de Bayser, Maximilien; Ardagna, Danilo
D-SPACE4Cloud: Towards Quality-Aware Data Intensive Applications in the Cloud
In corso di stampa Gianniti, Eugenio; Ciavotta, Michele; Ardagna, Danilo
A Stochastic Approach for Scheduling AI Training Jobs in GPU-based Systems
In corso di stampa Filippini, Federica; Anselmi, Jonatha; Ardagna, Danilo; Gaujal, Bruno
FIGARO: reinForcement learnInG mAnagement acRoss the computing cOntinuum
In corso di stampa Filippini, Federica; Cavadini, Riccardo; Ardagna, Danilo; Lancellotti, Riccardo; Russo Russo, Gabriele; Cardellini, Valeria; Lo Presti, Francesco
Integrating Bayesian Optimization and Machine Learning for the Optimal Configuration of Cloud Systems
2024-01-01 Guindani, Bruno; Ardagna, Danilo; Guglielmi, Alessandra; Rocco, Roberto; Palermo, Gianluca
Runtime Management of Artificial Intelligence Applications for Smart Eyewears
2023-01-01 Kambale, A. W.; Sedghani, H.; Filippini, F.; Verticale, G.; Ardagna, D.
Tunable and Portable Extreme-Scale Drug Discovery Platform at Exascale: the LIGATE Approach
2023-01-01 Palermo, G.; Accordi, G.; Gadioli, D.; Vitali, E.; Silvano, C.; Guindani, B.; Ardagna, D.; Beccari, A. R.; Bonanni, D.; Talarico, C.; Lughini, F.; Martinovic, J.; Silva, P.; Bohm, A.; Beranek, J.; Krenek, J.; Jansik, B.; Cosenza, B.; Crisci, L.; Thoman, P.; Salzmann, P.; Fahringer, T.; Alexander, L. T.; Tauriello, G.; Schwede, T.; Durairaj, J.; Emerson, A.; Ficarelli, F.; Wingbermühle, S.; Lindhal, E.; Gregori, D.; Sana, E.; Coletti, S.; Gschwandtner, P.
Fixed-Point Iteration Approach to Spark Scalable Performance Modeling and Evaluation
2023-01-01 Karimian Aliabadi, Soroush; Mohsen Aseman Manzar, Mohammad; Entezari Maleki, Reza; Ardagna, Danilo; Egger, Bernhard; Movaghar, Ali
OSCAR-P and aMLLibrary: Performance Profiling and Prediction of Computing Continua Applications
2023-01-01 Galimberti, Enrico; Guindani, Bruno; Filippini, Federica; Sedghani, Hamta; Ardagna, Danilo; Risco, Sebastián; Moltó, Germán; Caballer, Miguel
A Path Relinking Method for the Joint Online Scheduling and Capacity Allocation of DL Training Workloads in GPU as a Service Systems
2023-01-01 Filippini, Federica; Lattuada, Marco; Ciavotta, Michele; Jahani, Arezoo; Ardagna, Danilo; Amaldi, Edoardo
POPNASv3: A pareto-optimal neural architecture search solution for image and time series classification
2023-01-01 Falanti, A.; Lomurno, E.; Ardagna, D.; Matteucci, M.
AMLLibrary: An AutoML Approach for Performance Prediction
2023-01-01 Guindani, Bruno; Lattuada, Marco; Ardagna, Danilo
SPACE4AI-R: a Runtime Management Tool for AI Applications Component Placement and Resource Scaling in Computing Continua
2023-01-01 Filippini, F.; Sedghani, H.; Ardagna, D.
Bayesian optimization with machine learning for big data applications in the cloud
2022-01-01 Guindani, B.; Ardagna, D.; Guglielmi, A.
Scheduling Deep Learning Jobs Training in the Cloud: Comparing Multiple Approaches
2022-01-01 Precuzzi, Michele; Filippini, Federica; Ardagna, Danilo
Performance Prediction of Deep Learning Applications Training in GPU as a Service Systems
2022-01-01 Lattuada, Marco; Gianniti, Eugenio; Ardagna, Danilo; Zhang, Li
A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications
2022-01-01 Ataie, Ehsan; Evangelinou, Athanasia; Gianniti, Eugenio; Ardagna, Danilo
POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique
2022-01-01 Falanti, Andrea; Lomurno, Eugenio; Samele, Stefano; Ardagna, Danilo; Matteucci, Matteo
MALIBOO: When Machine Learning meets Bayesian Optimization
2022-01-01 Guindani, B.; Ardagna, D.; Guglielmi, A.
A Stackelberg Game approach for Managing AI Sensing Tasks in Mobile Crowdsensing
2022-01-01 Sedghani, Hamta; Lighvan, Mina Zolfy; Aghdasi, Hadi S.; Passacantando, Mauro; Verticale, Giacomo; Ardagna, Danilo
Pareto-Optimal Progressive Neural Architecture Search
2021-01-01 Ardagna, D.; Lomurno, E.; Matteucci, M.; Samele, S.
Advancing Design and Runtime Management of AI Applications with AI-SPRINT
2021-01-01 Sedghani, H.; Ardagna, D.; Matteucci, M.; Fontana, G.; Verticale, G.; Amarilli, F.; Badia, R.; Lezzi, D.; Blanquer, I.; Martin, A.; Wawruch, K.
Optimizing Quality-Aware Big Data Applications in the Cloud
2021-01-01 Gianniti, E.; Ciavotta, M.; Ardagna, D.
A Hierarchical Receding Horizon Algorithm for QoS-driven control of Multi-IaaS Applications
2021-01-01 Ardagna, Danilo; Ciavotta, Michele; Lancellotti, Riccardo; Guerriero, Michele
A Randomized Greedy Method for AI Applications Component Placement and Resource Selection in Computing Continua
2021-01-01 Sedghani, H.; Filippini, F.; Ardagna, D.
Predicting the Performance of Big Data Applications on the Cloud
2021-01-01 Ardagna, D.; Barbierato, E.; Gianniti, E.; Gribaudo, M.; Pinto, T. B. M.; da Silva, A. P. C.; Almeida, J. M.
ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS
2021-01-01 Filippini, Federica; Ardagna, Danilo; Lattuada, Marco; Amaldi, Edoardo; Riedl, Maciek; Materka, Katarzyna; Skrzypek, Paweł; Ciavotta, Michele; Magugliani, Fabrizio; Cicala, Marco
A Random Greedy based Design Time Tool for AI Applications Component Placement and Resource Selection in Computing Continua
2021-01-01 Sedghani, H.; Filippini, F.; Ardagna, D.
An incentive mechanism based on a Stackelberg game for mobile crowdsensing systems with budget constraint
2021-01-01 Sedghani, H.; Ardagna, D.; Passacantando, M.; Lighvan, M. Z.; Aghdasi, H. S.
Hierarchical Scheduling in on-demand GPU-as-a-Service Systems
2020-01-01 Filippini, Federica; Lattuada, Marco; Ciavotta, Michele; Jahani, Arezoo; Ardagna, Danilo; Amaldi, Edoardo
Performance Prediction for Data-driven Workflows on Apache Spark
2020-01-01 Gulino, Andrea; Canakoglu, Arif; Ceri, Stefano; Ardagna, Danilo
Architectural Design of Cloud Applications: a Performance-aware Cost Minimization Approach. IEEE Transactions on Cloud Computing
2020-01-01 Ciavotta, M.; Gibilisco, G. P.; Ardagna, D.; Di Nitto, E.; Lattuada, M.; Almeida da Silva, M. A.
Optimal Resource Allocation of Cloud-Based Spark Applications
2020-01-01 Lattuada, M.; Barbierato, E.; Gianniti, E.; Ardagna, D.
Optimizing on-demand GPUs in the Cloud for Deep Learning Applications Training
2019-01-01 Jahani, Arezoo; Lattuada, Marco; Ciavotta, Michele; Ardagna, Danilo; Amaldi, Edoardo; Zhang, Li
Hierarchical Stochastic Models for Performance, Availability, and Power Consumption Analysis of IaaS Clouds
2019-01-01 Ataie, E.; Entezari-Maleki, R.; Rashidi, L.; Trivedi, K. S.; Ardagna, D.; Movaghar, A.
Analytical composite performance models for Big Data applications
2019-01-01 Karimian-Aliabadia, S.; Ardagna, D.; Entezari-Maleki, R.; Gianniti, E.; Movaghar, A.
BIGSEA: A Big Data analytics platform for public transportation information
2019-01-01 Alic, Andy S.; Almeida, Jussara; Aloisio, Giovanni; Andrade, Nazareno; Antunes, Nuno; Ardagna, Danilo; Badia, Rosa M.; Basso, Tania; Blanquer, Ignacio; Braz, Tarciso; Brito, Andrey; Elia, Donatello; Fiore, Sandro; Guedes, Dorgival; Lattuada, Marco; Lezzi, Daniele; Maciel, Matheus; Meira, Wagner; Mestre, Demetrio; Moraes, Regina; Morais, Fabio; Pires, Carlos Eduardo; Kozievitch, Nádia P.; Santos, Walter dos; Silva, Paulo; Vieira, Marco
Machine Learning for Performance Prediction of Spark Cloud Applications
2019-01-01 Maros, Alexandre; Murai, Fabricio; Couto da Silva, Ana Paula; M. Almeida, Jussara; Lattuada, Marco; Gianniti, Eugenio; Hosseini, Marjan; Ardagna, Danilo
Performance Prediction of GPU-based Deep Learning Application
2019-01-01 Gianniti, E.; Zhang, L.; Ardagna, Danilo
Gray-Box Models for Performance Assessment of Spark Applications
2019-01-01 Lattuada, Marco; Gianniti, Eugenio; Hosseini, Marjan; Ardagna, Danilo; Alexandre, Maros; Fabricio, Murai; COUTO da SILVA, ANA PAULA; Jussara, M. Almeida.
Power-aware performance analysis of self-adaptive resource management in IaaS clouds
2018-01-01 Ataie, E.; Entezari-Maleki, R.; Etesami, S. E.; Egger, B.; Ardagna, D.; Movaghar, A.
Context-aware Data Quality Assessment for Big Data
2018-01-01 Ardagna, Danilo; Cappiello, Cinzia; Samà, Walter; Vitali, Monica
An optimization framework for the capacity allocation and admission control of MapReduce jobs in cloud systems
2018-01-01 Malekimajd, M.; Ardagna, D.; Ciavotta, M.; Gianniti, E.; Passacantando, M.; Rizzi, A. M.
GIS and data: Three applications to enhance mobility
2018-01-01 Alic, A. S.; Almeida, J.; Meira, W.; Guedes, D.; dos Santos, W.; Blanquer, I.; Fiore, S.; Kozievitch, N. P.; Andrade, N.; Braz, T.; Brito, A.; Pires, C. E.; Antunes, N.; Vieira, M.; Silva, P.; Ardagna, D.; Fonseca, K.; Lezzi, D.; Elia, D.; Moraes, R.; Basso, T.; Cavassin, W. H.
A framework for joint resource allocation of MapReduce and web service applications in a shared cloud cluster
2018-01-01 Cano, Lorela; Carello, Giuliana; Ardagna, Danilo
The RISPOSTA procedure for the collection, storage and analysis of high quality, consistent and reliable damage data in the aftermath of floods
2018-01-01 Ballio, Francesco; Molinari, Daniela; Minucci, Guido; Mazuran, Mirjana; ARIAS MUNOZ, Carolina; Menoni, Scira; Atun, Funda; Ardagna, Danilo; N., Berni; Pandolfo, C.
Performance Prediction of GPU-based Deep Learning Applications
2018-01-01 Gianniti, E; Zhang, L; Ardagna, D
Performance Degradation and Cost Impact Evaluation of Privacy Preserving Mechanisms in Big Data Systems
2018-01-01 Safia, Kalwar; Gianniti, E.; Yannick Kinouani, J.; Ridene, Y.; Ardagna, D.
Performance Prediction of Cloud-Based Big Data Applications
2018-01-01 Ardagna, Danilo; Barbierato, Enrico; Evangelinou, Athanasia; Gianniti, Eugenio; Gribaudo, Marco; Pinto, Túlio B. M.; Anna, Guimarães; Ana Paula Couto da Silva, ; Almeida, Jussara M.
Enterprise applications cloud rightsizing through a joint benchmarking and optimization approach
2018-01-01 Evangelinou, Athanasia; Ciavotta, Michele; Ardagna, Danilo; Kopaneli, Aliki; Kousiouris, George; Varvarigou, Theodora A.
Legenda icone
- file ad accesso aperto
- file disponibili sulla rete interna
- file disponibili agli utenti autorizzati
- file disponibili solo agli amministratori
- file sotto embargo
- nessun file disponibile