Danilo Ardagna

Orcid: 0000-0003-4224-927X

Affiliations:
  • Politecnico di Milano, Italy


According to our database1, Danilo Ardagna authored at least 150 papers between 2002 and 2024.

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Bibliography

2024
Integrating Bayesian Optimization and Machine Learning for the Optimal Configuration of Cloud Systems.
IEEE Trans. Cloud Comput., 2024

A Stochastic Approach for Scheduling AI Training Jobs in GPU-Based Systems.
IEEE Trans. Cloud Comput., 2024

A Lightweight Neural Architecture Search Model for Medical Image Classification.
CoRR, 2024

Harnessing the Computing Continuum Across Personalized Healthcare, Maintenance and Inspection, and Farming 4.0.
Proceedings of the 14th International Conference on Cloud Computing and Services Science, 2024


Greening AI: A Framework for Energy-Aware Resource Allocation of ML Training Jobs with Performance Guarantees.
Proceedings of the Advanced Information Networking and Applications, 2024

AI-SPRINT: Design and Runtime Framework for Accelerating the Development of AI Applications in the Computing Continuum.
Proceedings of the Advanced Information Networking and Applications, 2024

2023
POPNASv3: A pareto-optimal neural architecture search solution for image and time series classification.
Appl. Soft Comput., September, 2023

Erratum to: A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications.
Comput. J., February, 2023

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., 2023

Fixed-Point Iteration Approach to Spark Scalable Performance Modeling and Evaluation.
IEEE Trans. Cloud Comput., 2023

OSCAR-P and aMLLibrary: Performance Profiling and Prediction of Computing Continua Applications.
Proceedings of the Companion of the 2023 ACM/SPEC International Conference on Performance Engineering, 2023

ICPE'23 Fast Continuum Workshop Chairs' Welcome.
Proceedings of the Companion of the 2023 ACM/SPEC International Conference on Performance Engineering, 2023

Runtime Management of Artificial Intelligence Applications for Smart Eyewears.
Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

SPACE4AI-R: a Runtime Management Tool for AI Applications Component Placement and Resource Scaling in Computing Continua.
Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

FIGARO: reinForcement learnInG mAnagement acRoss the computing cOntinuum.
Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

Performance Models for Distributed Deep Learning Training Jobs on Ray.
Proceedings of the 49th Euromicro Conference on Software Engineering and Advanced Applications, 2023

aMLLibrary: An AutoML Approach For Performance Prediction.
Proceedings of the 37th ECMS International Conference on Modelling and Simulation, 2023


2022
Optimal Resource Allocation of Cloud-Based Spark Applications.
IEEE Trans. Cloud Comput., 2022

Architectural Design of Cloud Applications: A Performance-Aware Cost Minimization Approach.
IEEE Trans. Cloud Comput., 2022

Performance prediction of deep learning applications training in GPU as a service systems.
Clust. Comput., 2022

A Hybrid Machine Learning Approach for Performance Modeling of Cloud-Based Big Data Applications.
Comput. J., 2022

A Stackelberg Game Approach for Managing AI Sensing Tasks in Mobile Crowdsensing.
IEEE Access, 2022

MALIBOO: When Machine Learning meets Bayesian Optimization.
Proceedings of the 7th IEEE International Conference on Smart Cloud, SmartCloud 2022, 2022

POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique.
Proceedings of the International Joint Conference on Neural Networks, 2022

2021
Predicting the performance of big data applications on the cloud.
J. Supercomput., 2021

Optimizing Quality-Aware Big Data Applications in the Cloud.
IEEE Trans. Cloud Comput., 2021

A Hierarchical Receding Horizon Algorithm for QoS-Driven Control of Multi-IaaS Applications.
IEEE Trans. Cloud Comput., 2021

An incentive mechanism based on a Stackelberg game for mobile crowdsensing systems with budget constraint.
Ad Hoc Networks, 2021

Pareto-optimal progressive neural architecture search.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS.
Proceedings of the 8th International Conference on Future Internet of Things and Cloud, 2021

A Random Greedy based Design Time Tool for AI Applications Component Placement and Resource Selection in Computing Continua.
Proceedings of the IEEE International Conference on Edge Computing, 2021

Advancing Design and Runtime Management of AI Applications with AI-SPRINT (Position Paper).
Proceedings of the IEEE 45th Annual Computers, Software, and Applications Conference, 2021

2020
Hierarchical Scheduling in on-demand GPU-as-a-Service Systems.
Proceedings of the 22nd International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2020

Performance Prediction for Data-driven Workflows on Apache Spark.
Proceedings of the 28th International Symposium on Modeling, 2020

2019
Hierarchical Stochastic Models for Performance, Availability, and Power Consumption Analysis of IaaS Clouds.
IEEE Trans. Cloud Comput., 2019

Analytical composite performance models for Big Data applications.
J. Netw. Comput. Appl., 2019

BIGSEA: A Big Data analytics platform for public transportation information.
Future Gener. Comput. Syst., 2019

Optimizing on-demand GPUs in the Cloud for Deep Learning Applications Training.
Proceedings of the 2019 4th International Conference on Computing, 2019

Gray-Box Models for Performance Assessment of Spark Applications.
Proceedings of the 9th International Conference on Cloud Computing and Services Science, 2019

Performance Prediction of GPU-based Deep Learning Applications.
Proceedings of the 9th International Conference on Cloud Computing and Services Science, 2019

Machine Learning for Performance Prediction of Spark Cloud Applications.
Proceedings of the 12th IEEE International Conference on Cloud Computing, 2019

2018
Process Optimization.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

An optimization framework for the capacity allocation and admission control of MapReduce jobs in cloud systems.
J. Supercomput., 2018

A framework for joint resource allocation of MapReduce and web service applications in a shared cloud cluster.
J. Parallel Distributed Comput., 2018

Enterprise applications cloud rightsizing through a joint benchmarking and optimization approach.
Future Gener. Comput. Syst., 2018

Power-aware performance analysis of self-adaptive resource management in IaaS clouds.
Future Gener. Comput. Syst., 2018

Context-aware data quality assessment for big data.
Future Gener. Comput. Syst., 2018

Experiences and challenges in building a data intensive system for data migration.
Empir. Softw. Eng., 2018

Special Issue on Algorithms for the Resource Management of Large Scale Infrastructures.
Algorithms, 2018

Performance Prediction of Cloud-Based Big Data Applications.
Proceedings of the 2018 ACM/SPEC International Conference on Performance Engineering, 2018


2017
Generalized Nash Equilibria for the Service Provisioning Problem in Multi-Cloud Systems.
IEEE Trans. Serv. Comput., 2017

The Economics of the Cloud.
ACM Trans. Model. Perform. Evaluation Comput. Syst., 2017

Fluid Petri Nets for the Performance Evaluation of MapReduce and Spark Applications.
SIGMETRICS Perform. Evaluation Rev., 2017

A mixed integer linear programming optimization approach for multi-cloud capacity allocation.
J. Syst. Softw., 2017

Special issue on sustainable computing systems and applications.
Computing, 2017

Capacity Allocation for Big Data Applications in the Cloud.
Proceedings of the Companion Proceedings of the 8th ACM/SPEC on International Conference on Performance Engineering, 2017

Performance Degradation and Cost Impact Evaluation of Privacy Preserving Mechanisms in Big Data Systems.
Proceedings of the New Frontiers in Quantitative Methods in Informatics, 2017

A Game-Theoretic Approach for Runtime Capacity Allocation in MapReduce.
Proceedings of the 17th IEEE/ACM International Symposium on Cluster, 2017

2016
Service Provisioning Problem in Cloud and Multi-Cloud Systems.
INFORMS J. Comput., 2016

Palladio Optimization Suite: QoS optimization for component-based Cloud applications.
EAI Endorsed Trans. Cloud Syst., 2016

Editorial.
Computing, 2016

Fluid Petri Nets for the Performance Evaluation of MapReduce Applications.
Proceedings of the 10th EAI International Conference on Performance Evaluation Methodologies and Tools, 2016

A Combined Analytical Modeling Machine Learning Approach for Performance Prediction of MapReduce Jobs in Cloud Environment.
Proceedings of the 18th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2016

D-SPACE4Cloud: A Design Tool for Big Data Applications.
Proceedings of the Algorithms and Architectures for Parallel Processing, 2016

Modeling Performance of Hadoop Applications: A Journey from Queueing Networks to Stochastic Well Formed Nets.
Proceedings of the Algorithms and Architectures for Parallel Processing, 2016

Stage Aware Performance Modeling of DAG Based in Memory Analytic Platforms.
Proceedings of the 9th IEEE International Conference on Cloud Computing, 2016

2015
Optimal Map Reduce Job Capacity Allocation in Cloud Systems.
SIGMETRICS Perform. Evaluation Rev., 2015

Special Issue on Performance and Resource Management in Big Data Applications.
SIGMETRICS Perform. Evaluation Rev., 2015

A Model-Driven DevOps Framework for QoS-Aware Cloud Applications.
Proceedings of the 17th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2015

SPACE4Cloud: a DevOps environment for multi-cloud applications.
Proceedings of the 1st International Workshop on Quality-Aware DevOps, 2015

DICE: Quality-Driven Development of Data-Intensive Cloud Applications.
Proceedings of the 7th IEEE/ACM International Workshop on Modeling in Software Engineering, 2015

Cloud and Multi-cloud Computing: Current Challenges and Future Applications.
Proceedings of the 7th IEEE/ACM International Workshop on Principles of Engineering Service-Oriented and Cloud Systems, 2015

A Joint Benchmark-Analytic Approach For Design-Time Assessment of Multi-Cloud Applications.
Proceedings of the 1st International Conference on Cloud Forward: From Distributed to Complete Computing, 2015

2014
The economics of the cloud: price competition and congestion.
SIGMETRICS Perform. Evaluation Rev., 2014

Quality-of-service in cloud computing: modeling techniques and their applications.
J. Internet Serv. Appl., 2014

Generalized Nash equilibria for SaaS/PaaS Clouds.
Eur. J. Oper. Res., 2014

Energy-aware joint management of networks and Cloud infrastructures.
Comput. Networks, 2014

Model-Driven Design of Cloud Applications with Quality-of-Service Guarantees: The MODAClouds Approach, MICAS Tutorial.
Proceedings of the 16th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2014

Optimization Techniques within the Hadoop Eco-system: A Survey.
Proceedings of the 16th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2014

Optimal Capacity Allocation for Executing MapReduce Jobs in Cloud Systems.
Proceedings of the 16th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2014

A Receding Horizon Approach for the Runtime Management of IaaS Cloud Systems.
Proceedings of the 16th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2014

A Multi-model Optimization Framework for the Model Driven Design of Cloud Applications.
Proceedings of the Search-Based Software Engineering - 6th International Symposium, 2014

Towards Multi-Clouds engineering.
Proceedings of the 2014 Proceedings IEEE INFOCOM Workshops, Toronto, ON, Canada, April 27, 2014

2013
Optimizing Service Selection and Allocation in Situational Computing Applications.
IEEE Trans. Serv. Comput., 2013

Generalized Nash Equilibria for the Service Provisioning Problem in Cloud Systems.
IEEE Trans. Serv. Comput., 2013

A Hierarchical Approach for the Resource Management of Very Large Cloud Platforms.
IEEE Trans. Dependable Secur. Comput., 2013

Hybrid multi-attribute QoS optimization in component based software systems.
J. Syst. Softw., 2013

SPACE4CLOUD: a tool for system performance and costevaluation of cloud systems.
Proceedings of the 2013 international workshop on Multi-cloud applications and federated clouds, 2013

Supporting the Development and Operation of Multi-cloud Applications: The MODAClouds Approach.
Proceedings of the 15th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2013

Exploiting Stream Reasoning to Monitor Multi-Cloud Applications.
Proceedings of the 2nd International Workshop on Ordering and Reasoning, 2013

Model based control for multi-cloud applications.
Proceedings of the 5th International Workshop on Modeling in Software Engineering, 2013

An Approach for the Development of Portable Applications on PaaS Clouds.
Proceedings of the CLOSER 2013, 2013

2012
Energy-Aware Autonomic Resource Allocation in Multitier Virtualized Environments.
IEEE Trans. Serv. Comput., 2012

Dual time-scale distributed capacity allocation and load redirect algorithms for cloud systems.
J. Parallel Distributed Comput., 2012

Issues in Handling Complex Data Structures with NoSQL Databases.
Proceedings of the 14th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2012

Evaluating the Auto Scaling Performance of Flexiscale and Amazon EC2 Clouds.
Proceedings of the 14th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2012

Evaluation of the CAP Properties on Amazon SimpleDB and Windows Azure Table Storage.
Proceedings of the 14th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2012

MODAClouds: a model-driven approach for the design and execution of applications on multiple clouds.
Proceedings of the 4th International Workshop on Modeling in Software Engineering, 2012

2011
Identification of LPV State Space Models for Autonomic Web Service Systems.
IEEE Trans. Control. Syst. Technol., 2011

A Service-Based Framework for Flexible Business Processes.
IEEE Softw., 2011

A game theoretic formulation of the service provisioning problem in cloud systems.
Proceedings of the 20th International Conference on World Wide Web, 2011

Flexible Distributed Capacity Allocation and Load Redirect Algorithms for Cloud Systems.
Proceedings of the IEEE International Conference on Cloud Computing, 2011

2010
Per-flow optimal service selection for Web services based processes.
J. Syst. Softw., 2010

Joint admission control and resource allocation in virtualized servers.
J. Parallel Distributed Comput., 2010

Black-box performance models for virtualized web service applications.
Proceedings of the first joint WOSP/SIPEW International Conference on Performance Engineering, 2010

Service Provisioning on the Cloud: Distributed Algorithms for Joint Capacity Allocation and Admission Control.
Proceedings of the Towards a Service-Based Internet - Third European Conference, 2010

A Hybrid Approach for Multi-attribute QoS Optimisation in Component Based Software Systems.
Proceedings of the Research into Practice, 2010

Autonomic Management of Cloud Service Centers with Availability Guarantees.
Proceedings of the IEEE International Conference on Cloud Computing, 2010

2009
Process Optimization.
Proceedings of the Encyclopedia of Database Systems, 2009

Run-time resource management in SOA virtualized environments.
Proceedings of the 1st international workshop on Quality of service-oriented software systems, 2009

Control-oriented multirate LPV modelling of virtualized service center environments.
Proceedings of the 48th IEEE Conference on Decision and Control, 2009

2008
Joint Optimization of Hardware and Network Costs for Distributed Computer Systems.
IEEE Trans. Syst. Man Cybern. Part A, 2008

Model Driven QoS Analyses of Composed Web Services.
Proceedings of the Towards a Service-Based Internet, 2008

Active Energy-Aware Management of Business-Process Based Applications.
Proceedings of the Towards a Service-Based Internet, 2008

Rethinking the Use of Models in Software Architecture.
Proceedings of the Quality of Software Architectures. Models and Architectures, 2008

Business Process Design: Towards Service- Based Green Information Systems.
Proceedings of the E-Government, ICT Professionalism and Competences Service Science, 2008

Model Identification for Energy-Aware Management of Web Service Systems.
Proceedings of the Service-Oriented Computing, 2008

On- and off-line model identification for power management of Web service systems.
Proceedings of the 47th IEEE Conference on Decision and Control, 2008

Introduction to the First Workshop on QoS in Self-healing Web Services (QSWS 2008).
Proceedings of the Business Process Management Workshops, 2008

LPV model identification for power management of Web service systems.
Proceedings of the IEEE International Conference on Control Applications, 2008

2007
Adaptive Service Composition in Flexible Processes.
IEEE Trans. Software Eng., 2007

PAWS: A Framework for Executing Adaptive Web-Service Processes.
IEEE Softw., 2007

SLA based resource allocation policies in autonomic environments.
J. Parallel Distributed Comput., 2007

A QoS-based selection approach of autonomic grid services.
Proceedings of the 2007 workshop on Service-oriented computing performance: aspects, 2007

2006
Joint optimization of hardware and network systems.
J. Parallel Distributed Comput., 2006

A multi-model algorithm for the cost-oriented design of Internet-based systems.
Inf. Sci., 2006

Dynamic web service composition with QoS constraints.
Int. J. Bus. Process. Integr. Manag., 2006

QoS-Driven Web Services Selection in Autonomic Grid Environments.
Proceedings of the On the Move to Meaningful Internet Systems 2006: CoopIS, 2006

Brokering Multisource Data with Quality Constraints.
Proceedings of the On the Move to Meaningful Internet Systems 2006: CoopIS, 2006

Resource Management in the Autonomic Service-Oriented Architecture.
Proceedings of the 3rd International Conference on Autonomic Computing, 2006

Web Services Composition in Autonomic Grid Environments.
Proceedings of the Business Process Management Workshops, 2006

2005
A cost-oriented approach for the design of IT architectures.
J. Inf. Technol., 2005

SLA Based Profit Optimization in Multi-tier Systems.
Proceedings of the Fourth IEEE International Symposium on Network Computing and Applications (NCA 2005), 2005

A Broker for Selecting and Provisioning High Quality Syndicated Data.
Proceedings of the 2005 International Conference on Information Quality (MIT ICIQ Conference), 2005

Global and Local QoS Constraints Guarantee in Web Service Selection.
Proceedings of the 2005 IEEE International Conference on Web Services (ICWS 2005), 2005

A Cost-Oriented Tool to Support Server Consolidation.
Proceedings of the ICEIS 2005, 2005

An Hybrid Approach to QoS Evaluation.
Proceedings of the 10th International Workshop on Exploring Modeling Methods for Systems Analysis and Design, 2005

The MAIS approach to web service design.
Proceedings of the 10th International Workshop on Exploring Modeling Methods for Systems Analysis and Design, 2005

Global and Local QoS Guarantee in Web Service Selection.
Proceedings of the Business Process Management Workshops, 2005

2004
A cost-oriented methodology for the design of information technology architectures.
PhD thesis, 2004

Designing and Rightsizing the Information System Architecture.
Inf. Syst. Frontiers, 2004

SLA based profit optimization in web systems.
Proceedings of the 13th international conference on World Wide Web, 2004

A cost-oriented approach for infrastructural design.
Proceedings of the 2004 ACM Symposium on Applied Computing (SAC), 2004

SLA based profit optimization in autonomic computing systems.
Proceedings of the Service-Oriented Computing, 2004

Evolutionary Design of Information Systems Architectures.
Proceedings of the Artificial Intelligence and Soft Computing, 2004

2003
A multi-model algorithm for the cost-oriented design of the information technology infrastructure.
Proceedings of the 11th European Conference on Information Systems, 2003

2002
A cost-oriented methodology for the design of web based IT architectures.
Proceedings of the 2002 ACM Symposium on Applied Computing (SAC), 2002


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