Silverio Martínez-Fernández

According to our database, Silverio Martínez-Fernández authored at least 78 papers between 2012 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Energy-efficient neural network training through runtime layer freezing, model quantization, and early stopping.

Álvaro Domingo Reguero, Silverio Martínez-Fernández, Roberto Verdecchia

Comput. Stand. Interfaces, 2025

2024

Which design decisions in AI-enabled mobile applications contribute to greener AI?

Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch

Empir. Softw. Eng., February, 2024

Training Future Machine Learning Engineers: A Project-Based Course on MLOps.

Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta

IEEE Softw., 2024

Do Developers Adopt Green Architectural Tactics for ML-Enabled Systems? A Mining Software Repository Study.

Vincenzo De Martino, Silverio Martínez-Fernández, Fabio Palomba

CoRR, 2024

Impact of ML Optimization Tactics on Greener Pre-Trained ML Models.

Alexandra González Álvarez, Joel Castaño, Xavier Franch, Silverio Martínez-Fernández

CoRR, 2024

The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems.

Rafiullah Omar, Justus Bogner, Henry Muccini, Patricia Lago, Silverio Martínez-Fernández, Xavier Franch

CoRR, 2024

Innovating for Tomorrow: The Convergence of SE and Green AI.

Luís Cruz, Xavier Franch Gutierrez, Silverio Martínez-Fernández

CoRR, 2024

Evidence-Based Quality-Aware Agile Software Development Process: Design and Evaluation.

Pertti Karhapää, Woubshet Behutiye, Pertti Seppänen, Pilar Rodríguez, Markku Oivo, Xavier Franch, Silverio Martínez-Fernández, Lidia López, Michal Choras, Alessandra Bagnato, Sanja Aaramaa, Jari Partanen

IEEE Access, 2024

Lessons Learned from Mining the Hugging Face Repository.

Joel Castaño, Silverio Martínez-Fernández, Xavier Franch

Proceedings of the 1st IEEE/ACM International Workshop on Methodological Issues with Empirical Studies in Software Engineering, 2024

GAISSALabel: A Tool for Energy Labeling of ML Models.

Pau Duran, Joel Castaño, Cristina Gómez, Silverio Martínez-Fernández

Proceedings of the Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering, 2024

Environmental Sustainability of Machine Learning Systems: Reducing the Carbon Impact of Their Lifecycle Process.

Silverio Martínez-Fernández

Proceedings of the Product-Focused Software Process Improvement, 2024

Analyzing the Evolution and Maintenance of ML Models on Hugging Face.

Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner

Proceedings of the 21st IEEE/ACM International Conference on Mining Software Repositories, 2024

Energy Consumption of Automated Program Repair.

Matias Martinez, Silverio Martínez-Fernández, Xavier Franch

Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings, 2024

Using Metrics for Code Smells of ML Pipelines.

Dolors Costal, Cristina Gómez, Santiago del Rey, Silverio Martínez-Fernández

Proceedings of the 21st IEEE International Conference on Software Architecture, 2024

Identifying Architectural Design Decisions for Achieving Green ML Serving.

Francisco Durán, Silverio Martínez-Fernández, Matias Martinez, Patricia Lago

Proceedings of the IEEE/ACM 3rd International Conference on AI Engineering, 2024

2023

Replication Package for 'Analyzing the Evolution and Maintenance of ML Models on Hugging Face'.

Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner

Dataset, November, 2023

Bayesian Network analysis of software logs for data-driven software maintenance.

Santiago del Rey, Silverio Martínez-Fernández, Antonio Salmerón

IET Softw., June, 2023

Guiding the retraining of convolutional neural networks against adversarial inputs.

Francisco Durán, Silverio Martínez-Fernández, Michael Felderer, Xavier Franch

PeerJ Comput. Sci., 2023

A Requirements Engineering Perspective to AI-Based Systems Development: A Vision Paper.

Xavier Franch, Andreas Jedlitschka, Silverio Martínez-Fernández

Proceedings of the Requirements Engineering: Foundation for Software Quality, 2023

Metrics for Code Smells of ML Pipelines.

Dolors Costal, Cristina Gómez, Silverio Martínez-Fernández

Proceedings of the Product-Focused Software Process Improvement, 2023

A review on green deployment for Edge AI - Abstract.

Santiago del Rey, Silverio Martínez-Fernández, Xavier Franch

Proceedings of the Joint Proceedings of ICT4S 2023 Doctoral Symposium, 2023

Teaching MLOps in Higher Education through Project-Based Learning.

Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta

Proceedings of the 45th IEEE/ACM International Conference on Software Engineering: Software Engineering Education and Training, 2023

Energy Efficiency of Training Neural Network Architectures: An Empirical Study.

Yinlena Xu, Silverio Martínez-Fernández, Matias Martinez, Xavier Franch

Proceedings of the 56th Hawaii International Conference on System Sciences, 2023

Do DL models and training environments have an impact on energy consumption?

Santiago del Rey, Silverio Martínez-Fernández, Luís Cruz, Xavier Franch

Proceedings of the 49th Euromicro Conference on Software Engineering and Advanced Applications, 2023

Towards green AI-based software systems: an architecture-centric approach (GAISSA).

Silverio Martínez-Fernández, Xavier Franch, Francisco Durán

Proceedings of the 49th Euromicro Conference on Software Engineering and Advanced Applications, 2023

Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study.

Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner

Proceedings of the ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2023

2022

Software Engineering for AI-Based Systems: A Survey.

Silverio Martínez-Fernández, Justus Bogner, Xavier Franch, Marc Oriol, Julien Siebert, Adam Trendowicz, Anna Maria Vollmer, Stefan Wagner

ACM Trans. Softw. Eng. Methodol., 2022

Quality measurement in agile and rapid software development: A systematic mapping.

Lidia López, Xavier Burgués Illa, Silverio Martínez-Fernández, Anna Maria Vollmer, Woubshet Behutiye, Pertti Karhapää, Xavier Franch, Pilar Rodríguez, Markku Oivo

J. Syst. Softw., 2022

DOGO4ML: Development, Operation and Data Governance for ML-based Software Systems.

Claudia P. Ayala, Besim Bilalli, Cristina Gómez, Silverio Martínez-Fernández

Proceedings of the Joint Proceedings of RCIS 2022 Workshops and Research Projects Track co-located with the 16th International Conference on Research Challenges in Information Science (RCIS 2022), 2022

Architectural Decisions in AI-Based Systems: An Ontological View.

Xavier Franch, Silverio Martínez-Fernández, Claudia P. Ayala, Cristina Gómez

Proceedings of the Quality of Information and Communications Technology, 2022

2021

Dealing with Non-Functional Requirements in Model-Driven Development: A Survey.

David Ameller, Xavier Franch, Cristina Gómez, Silverio Martínez-Fernández, João Araújo, Stefan Biffl, Jordi Cabot, Vittorio Cortellessa, Daniel Méndez Fernández, Ana Moreira, Henry Muccini, Antonio Vallecillo, Manuel Wimmer, Vasco Amaral, Wolfgang Böhm, Hugo Bruneliere, Loli Burgueño, Miguel Goulão, Sabine Teufl, Luca Berardinelli

IEEE Trans. Software Eng., 2021

QaSD: A Quality-aware Strategic Dashboard for supporting decision makers in Agile Software Development.

Lidia López, Martí Manzano, Cristina Gómez, Marc Oriol, Carles Farré, Xavier Franch, Silverio Martínez-Fernández, Anna Maria Vollmer

Sci. Comput. Program., 2021

Towards suitable description of reference architectures.

Pedro Henrique Dias Valle, Lina Garcés, Tiago Volpato, Silverio Martínez-Fernández, Elisa Yumi Nakagawa

PeerJ Comput. Sci., 2021

Three decades of software reference architectures: A systematic mapping study.

Lina Garcés, Silverio Martínez-Fernández, Lucas Oliveira, Pedro Henrique Dias Valle, Claudia P. Ayala, Xavier Franch, Elisa Yumi Nakagawa

J. Syst. Softw., 2021

Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems.

Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka, Marc Oriol, Adam Trendowicz

Proceedings of the Research Challenges in Information Science, 2021

A preliminary investigation of developer profiles based on their activities and code quality: Who does what?

Cristina Aguilera González, Laia Albors Zumel, Jesús Antoñanzas Acero, Valentina Lenarduzzi, Silverio Martínez-Fernández, Sonia Rabanaque Rodríguez

Proceedings of the 21st IEEE International Conference on Software Quality, 2021

Integration of Convolutional Neural Networks in Mobile Applications.

Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch

Proceedings of the 1st IEEE/ACM Workshop on AI Engineering - Software Engineering for AI, 2021

2020

Data-driven and tool-supported elicitation of quality requirements in agile companies.

Marc Oriol, Silverio Martínez-Fernández, Woubshet Behutiye, Carles Farré, Rafal Kozik, Pertti Seppänen, Anna Maria Vollmer, Pilar Rodríguez, Xavier Franch, Sanja Aaramaa, Antonin Abhervé, Michal Choras, Jari Partanen

Softw. Qual. J., 2020

Management of quality requirements in agile and rapid software development: A systematic mapping study.

Woubshet Behutiye, Pertti Karhapää, Lidia López, Xavier Burgués Illa, Silverio Martínez-Fernández, Anna Maria Vollmer, Pilar Rodríguez, Xavier Franch, Markku Oivo

Inf. Softw. Technol., 2020

Research Directions for Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems.

Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka, Marc Oriol, Adam Trendowicz

CoRR, 2020

Architectural Solutions for Self-Adaptive Systems.

Lina Garcés, Silverio Martínez-Fernández, Valdemar Vicente Graciano Neto, Elisa Yumi Nakagawa

Computer, 2020

Measuring and Improving Agile Processes in a Small-Size Software Development Company.

Michal Choras, Tomasz Springer, Rafal Kozik, Lidia López, Silverio Martínez-Fernández, Prabhat Ram, Pilar Rodríguez, Xavier Franch

IEEE Access, 2020

Skuld: a self-learning tool for impact-driven technical debt management.

Josep Burgaya Pujols, Pieter Bas, Silverio Martínez-Fernández, Antonio Martini, Adam Trendowicz

Proceedings of the TechDebt '20: International Conference on Technical Debt, 2020

Challenges and Benefits from Using Software Analytics in Softeam.

Alessandra Bagnato, Antonin Abhervé, Silverio Martínez-Fernández, Xavier Franch

Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Workshops, Seoul, Republic of Korea, 27 June, 2020

Actionable Software Metrics: An Industrial Perspective.

Prabhat Ram, Pilar Rodríguez, Markku Oivo, Silverio Martínez-Fernández, Alessandra Bagnato, Michal Choras, Rafal Kozik, Sanja Aaramaa, Milla Ahola

Proceedings of the EASE '20: Evaluation and Assessment in Software Engineering, 2020

Approaches for Describing Reference Architectures: A Systematic Mapping Study.

Pedro Henrique Dias Valle, Lina Garcés, Milena Guessi, Silverio Martínez-Fernández, Elisa Yumi Nakagawa

Proceedings of the XXIII Iberoamerican Conference on Software Engineering, 2020

2019

Data Science: Technologies for Better Software.

Christof Ebert, Jens Heidrich, Silverio Martínez-Fernández, Adam Trendowicz

IEEE Softw., 2019

Continuously Assessing and Improving Software Quality With Software Analytics Tools: A Case Study.

Silverio Martínez-Fernández, Anna Maria Vollmer, Andreas Jedlitschka, Xavier Franch, Lidia López, Prabhat Ram, Pilar Rodríguez, Sanja Aaramaa, Alessandra Bagnato, Michal Choras, Jari Partanen

IEEE Access, 2019

Quality-Aware Rapid Software Development Project: The Q-Rapids Project.

Xavier Franch, Lidia López, Silverio Martínez-Fernández, Marc Oriol, Pilar Rodríguez, Adam Trendowicz

Proceedings of the Software Technology: Methods and Tools - 51st International Conference, 2019

Integrating runtime data with development data to monitor external quality: challenges from practice.

Aytaj Aghabayli, Dietmar Pfahl, Silverio Martínez-Fernández, Adam Trendowicz

Proceedings of the 2nd ACM SIGSOFT International Workshop on Software Qualities and Their Dependencies, 2019

Data-Driven Elicitation of Quality Requirements in Agile Companies.

Marc Oriol, Pertti Seppänen, Woubshet Behutiye, Carles Farré, Rafal Kozik, Silverio Martínez-Fernández, Pilar Rodríguez, Xavier Franch, Sanja Aaramaa, Antonin Abhervé, Michal Choras, Jari Partanen

Proceedings of the Quality of Information and Communications Technology, 2019

Safe Traffic Sign Recognition through Data Augmentation for Autonomous Vehicles Software.

Lisa Jöckel, Michael Kläs, Silverio Martínez-Fernández

Proceedings of the 19th IEEE International Conference on Software Quality, 2019

Success factors for effective process metrics operationalization in agile software development: a multiple case study.

Prabhat Ram, Pilar Rodríguez, Markku Oivo, Silverio Martínez-Fernández

Proceedings of the International Conference on Software and System Processes, 2019

Practical experiences and value of applying software analytics to manage quality.

Anna Maria Vollmer, Silverio Martínez-Fernández, Alessandra Bagnato, Jari Partanen, Lidia López, Pilar Rodríguez

Proceedings of the 2019 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2019

2018

Quality-aware Architectural Model Transformations in Adaptive Mashups User Interfaces.

Javier Criado, Silverio Martínez-Fernández, David Ameller, Luis Iribarne, Nicolás Padilla, Andreas Jedlitschka

Fundam. Informaticae, 2018

Definition of the On-time Delivery Indicator in Rapid Software Development.

Martí Manzano, Cristina Gómez, Claudia P. Ayala, Silverio Martínez-Fernández, Prabhat Ram, Pilar Rodríguez, Marc Oriol

Proceedings of the 1st IEEE International Workshop on Quality Requirements in Agile Projects, 2018

How Practitioners Manage Quality Requirements in Rapid Software Development: A Survey.

Lidia López, Jari Partanen, Pilar Rodríguez, Silverio Martínez-Fernández

Proceedings of the 1st IEEE International Workshop on Quality Requirements in Agile Projects, 2018

2nd QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes.

Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez

Proceedings of the Product-Focused Software Process Improvement, 2018

A Quality Model for Actionable Analytics in Rapid Software Development.

Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán, Anna Maria Vollmer

Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Q-Rapids Tool Prototype: Supporting Decision-Makers in Managing Quality in Rapid Software Development.

Lidia López, Silverio Martínez-Fernández, Cristina Gómez, Michal Choras, Rafal Kozik, Liliana Guzmán, Anna Maria Vollmer, Xavier Franch, Andreas Jedlitschka

Proceedings of the Information Systems in the Big Data Era, 2018

Data-Driven Elicitation, Assessment and Documentation of Quality Requirements in Agile Software Development.

Xavier Franch, Cristina Gómez, Andreas Jedlitschka, Lidia López, Silverio Martínez-Fernández, Marc Oriol, Jari Partanen

Proceedings of the Advanced Information Systems Engineering, 2018

Towards Automated Data Integration in Software Analytics.

Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch, Andreas Jedlitschka

Proceedings of the International Workshop on Real-Time Business Intelligence and Analytics, 2018

2017

Mercury: Using the QuPreSS reference model to evaluate predictive services.

Silverio Martínez-Fernández, Xavier Franch, Jesús Bisbal

Sci. Comput. Program., 2017

Benefits and drawbacks of software reference architectures: A case study.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques

Inf. Softw. Technol., 2017

Reference architectures and Scrum: friends or foes?

Matthias Galster, Samuil Angelov, Silverio Martínez-Fernández, Dan Tofan

Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering, 2017

Data-Driven Requirements Engineering in Agile Projects: The Q-Rapids Approach.

Xavier Franch, Claudia P. Ayala, Lidia López, Silverio Martínez-Fernández, Pilar Rodríguez, Cristina Gómez, Andreas Jedlitschka, Markku Oivo, Jari Partanen, Timo Raty, Veikko Rytivaara

Proceedings of the IEEE 25th International Requirements Engineering Conference Workshops, 2017

1st QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes.

Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez

Proceedings of the Product-Focused Software Process Improvement, 2017

Towards an Ontology for Strategic Decision Making: The Case of Quality in Rapid Software Development Projects.

Cristina Gómez, Claudia P. Ayala, Xavier Franch, Lidia López, Woubshet Behutiye, Silverio Martínez-Fernández

Proceedings of the Advances in Conceptual Modeling, 2017

2016

Gathering empirical evidence and building a business case for software reference architectures in industry.

Silverio Martínez-Fernández

PhD thesis, 2016

Exploring Quality-Aware Architectural Transformations at Run-Time: The ENIA Case.

Javier Criado, Silverio Martínez-Fernández, David Ameller, Luis Iribarne, Nicolás Padilla

Proceedings of the Model and Data Engineering - 6th International Conference, 2016

2015

Aggregating Empirical Evidence about the Benefits and Drawbacks of Software Reference Architectures.

Silverio Martínez-Fernández, Paulo Sérgio Medeiros dos Santos, Claudia P. Ayala, Xavier Franch, Guilherme Horta Travassos

Proceedings of the 2015 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2015

2014

Towards guidelines for building a business case and gathering evidence of software reference architectures in industry.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques, David Ameller

J. Softw. Eng. Res. Dev., 2014

Practical experiences in designing and conducting empirical studies in industry-academia collaboration.

Silverio Martínez-Fernández, Helena Martins Marques

Proceedings of the 2nd International Workshop on Conducting Empirical Studies in Industry, 2014

Artifacts of software reference architectures: a case study.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques

Proceedings of the 18th International Conference on Evaluation and Assessment in Software Engineering, 2014

2013

REARM: A Reuse-Based Economic Model for Software Reference Architectures.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques

Proceedings of the Safe and Secure Software Reuse, 2013

Benefits and Drawbacks of Reference Architectures.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques

Proceedings of the Software Architecture - 7th European Conference, 2013

A Framework for Software Reference Architecture Analysis and Review.

Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques, David Ameller

Proceedings of the XVI Iberoamerican Conference on Software Engineering, 2013

2012

QuPreSS: A Service-Oriented Framework for Predictive Services Quality Assessment.

Silverio Martínez-Fernández, Jesús Bisbal, Xavier Franch

Proceedings of the 7th International Conference on Knowledge Management in Organizations: Service and Cloud Computing, 2012