Silverio Martínez-Fernández

Publication Activity (10 Years)

Years Active: 2012-2025
Publications (10 Years): 82

Top Topics

Software Development

Development Process

Software Systems

Convolutional Neural Networks

Top Venues

Publications

Álvaro Domingo Reguero, Silverio Martínez-Fernández, Roberto Verdecchia
Energy-efficient neural network training through runtime layer freezing, model quantization, and early stopping. Comput. Stand. Interfaces 92 (2025)
Joel Castaño, Silverio Martínez-Fernández, Xavier Franch
Lessons Learned from Mining the Hugging Face Repository. CoRR (2024)
Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta
Training Future Machine Learning Engineers: A Project-Based Course on MLOps. IEEE Softw. 41 (2) (2024)
Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch
Which design decisions in AI-enabled mobile applications contribute to greener AI? Empir. Softw. Eng. 29 (1) (2024)
Rafiullah Omar, Justus Bogner, Henry Muccini, Patricia Lago, Silverio Martínez-Fernández, Xavier Franch
The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems. CoRR (2024)
Pau Duran, Joel Castaño, Cristina Gómez, Silverio Martínez-Fernández
GAISSALabel: A tool for energy labeling of ML models. CoRR (2024)
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
Evidence-Based Quality-Aware Agile Software Development Process: Design and Evaluation. IEEE Access 12 (2024)
Matias Martinez, Silverio Martínez-Fernández, Xavier Franch
Energy Consumption of Automated Program Repair. ICSE Companion (2024)
Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner
Analyzing the Evolution and Maintenance of ML Models on Hugging Face. MSR (2024)
Francisco Durán, Silverio Martínez-Fernández, Matias Martinez, Patricia Lago
Identifying architectural design decisions for achieving green ML serving. CoRR (2024)
Pau Duran, Joel Castaño, Cristina Gómez, Silverio Martínez-Fernández
GAISSALabel: A Tool for Energy Labeling of ML Models. SIGSOFT FSE Companion (2024)
Luís Cruz, Xavier Franch Gutierrez, Silverio Martínez-Fernández
Innovating for Tomorrow: The Convergence of SE and Green AI. CoRR (2024)
Francisco Durán, Silverio Martínez-Fernández, Matias Martinez, Patricia Lago
Identifying Architectural Design Decisions for Achieving Green ML Serving. CAIN (2024)
Silverio Martínez-Fernández, Xavier Franch, Francisco Durán López
Towards green AI-based software systems: an architecture-centric approach (GAISSA). CoRR (2023)
Yinlena Xu, Silverio Martínez-Fernández, Matias Martinez, Xavier Franch
Energy Efficiency of Training Neural Network Architectures: An Empirical Study. CoRR (2023)
Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta
Teaching MLOps in Higher Education through Project-Based Learning. SEET@ICSE (2023)
Santiago del Rey, Silverio Martínez-Fernández, Luís Cruz, Xavier Franch
Do DL models and training environments have an impact on energy consumption? CoRR (2023)
Santiago del Rey, Silverio Martínez-Fernández, Xavier Franch
A review on green deployment for Edge AI - Abstract. ICT4S (Doctoral Symposium, Demos, Posters) (2023)
Francisco Durán, Silverio Martínez-Fernández, Michael Felderer, Xavier Franch
Guiding the retraining of convolutional neural networks against adversarial inputs. PeerJ Comput. Sci. 9 (2023)
Xavier Franch, Andreas Jedlitschka, Silverio Martínez-Fernández
A Requirements Engineering Perspective to AI-Based Systems Development: A Vision Paper. REFSQ (2023)
Yinlena Xu, Silverio Martínez-Fernández, Matias Martinez, Xavier Franch
Energy Efficiency of Training Neural Network Architectures: An Empirical Study. HICSS (2023)
Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner
Analyzing the Evolution and Maintenance of ML Models on Hugging Face. CoRR (2023)
Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study. CoRR (2023)
Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study. ESEM (2023)
Santiago del Rey, Silverio Martínez-Fernández, Antonio Salmerón
Bayesian Network analysis of software logs for data-driven software maintenance. IET Softw. 17 (3) (2023)
Santiago del Rey, Silverio Martínez-Fernández, Luís Cruz, Xavier Franch
Do DL models and training environments have an impact on energy consumption? SEAA (2023)
Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta
Teaching MLOps in Higher Education through Project-Based Learning. CoRR (2023)
Silverio Martínez-Fernández, Xavier Franch, Francisco Durán
Towards green AI-based software systems: an architecture-centric approach (GAISSA). SEAA (2023)
Dolors Costal, Cristina Gómez, Silverio Martínez-Fernández
Metrics for Code Smells of ML Pipelines. PROFES (2) (2023)
Silverio Martínez-Fernández, Justus Bogner, Xavier Franch, Marc Oriol, Julien Siebert, Adam Trendowicz, Anna Maria Vollmer, Stefan Wagner
Software Engineering for AI-Based Systems: A Survey. ACM Trans. Softw. Eng. Methodol. 31 (2) (2022)
Francisco Durán López, Silverio Martínez-Fernández, Michael Felderer, Xavier Franch
Guiding the retraining of convolutional neural networks against adversarial inputs. CoRR (2022)
Xavier Franch, Silverio Martínez-Fernández, Claudia P. Ayala, Cristina Gómez
Architectural Decisions in AI-Based Systems: An Ontological View. QUATIC (2022)
Matias Martinez, Silverio Martínez-Fernández, Xavier Franch
Energy Consumption of Automated Program Repair. CoRR (2022)
Lidia López, Xavier Burgués Illa, Silverio Martínez-Fernández, Anna Maria Vollmer, Woubshet Behutiye, Pertti Karhapää, Xavier Franch, Pilar Rodríguez, Markku Oivo
Quality measurement in agile and rapid software development: A systematic mapping. J. Syst. Softw. 186 (2022)
Claudia Ayala, Besim Bilalli, Cristina Gómez, Silverio Martínez-Fernández
DOGO4ML: Development, Operation and Data Governance for ML-based Software Systems. RCIS Workshops (2022)
Silverio Martínez-Fernández, Justus Bogner, Xavier Franch, Marc Oriol, Julien Siebert, Adam Trendowicz, Anna Maria Vollmer, Stefan Wagner
Software Engineering for AI-Based Systems: A Survey. CoRR (2021)
Lina Garcés, Silverio Martínez-Fernández, Lucas Oliveira, Pedro Henrique Dias Valle, Claudia P. Ayala, Xavier Franch, Elisa Yumi Nakagawa
Three decades of software reference architectures: A systematic mapping study. J. Syst. Softw. 179 (2021)
Lidia López, Martí Manzano, Cristina Gómez, Marc Oriol, Carles Farré, Xavier Franch, Silverio Martínez-Fernández, Anna Maria Vollmer
QaSD: A Quality-aware Strategic Dashboard for supporting decision makers in Agile Software Development. Sci. Comput. Program. 202 (2021)
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 Brunelière, Loli Burgueño, Miguel Goulão, Sabine Teufl, Luca Berardinelli
Dealing with Non-Functional Requirements in Model-Driven Development: A Survey. IEEE Trans. Software Eng. 47 (4) (2021)
Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch
Integration of Convolutional Neural Networks in Mobile Applications. CoRR (2021)
Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch
Integration of Convolutional Neural Networks in Mobile Applications. WAIN@ICSE (2021)
Pedro Henrique Dias Valle, Lina Garcés, Tiago Volpato, Silverio Martínez-Fernández, Elisa Yumi Nakagawa
Towards suitable description of reference architectures. PeerJ Comput. Sci. 7 (2021)
Cristina Aguilera González, Laia Albors Zumel, Jesús Antoñanzas Acero, Valentina Lenarduzzi, Silverio Martínez-Fernández, Sonia Rabanaque Rodríguez
A preliminary investigation of developer profiles based on their activities and code quality: Who does what? QRS (2021)
Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch
Which Design Decisions in AI-enabled Mobile Applications Contribute to Greener AI? CoRR (2021)
Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka, Marc Oriol, Adam Trendowicz
Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems. RCIS (2021)
Woubshet Behutiye, Pertti Karhapää, Lidia López, Xavier Burgués Illa, Silverio Martínez-Fernández, Anna Maria Vollmer, Pilar Rodríguez, Xavier Franch, Markku Oivo
Management of quality requirements in agile and rapid software development: A systematic mapping study. CoRR (2020)
Michal Choras, Tomasz Springer, Rafal Kozik, Lidia López, Silverio Martínez-Fernández, Prabhat Ram, Pilar Rodríguez, Xavier Franch
Measuring and Improving Agile Processes in a Small-Size Software Development Company. IEEE Access 8 (2020)
Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka, Marc Oriol, Adam Trendowicz
Research Directions for Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems. CoRR (2020)
Alessandra Bagnato, Antonin Abhervé, Silverio Martínez-Fernández, Xavier Franch
Challenges and Benefits from Using Software Analytics in Softeam. ICSE (Workshops) (2020)
Woubshet Behutiye, Pertti Karhapää, Lidia López, Xavier Burgués Illa, Silverio Martínez-Fernández, Anna Maria Vollmer, Pilar Rodríguez, Xavier Franch, Markku Oivo
Management of quality requirements in agile and rapid software development: A systematic mapping study. Inf. Softw. Technol. 123 (2020)
Lina Garcés, Silverio Martínez-Fernández, Valdemar Vicente Graciano Neto, Elisa Yumi Nakagawa
Architectural Solutions for Self-Adaptive Systems. Computer 53 (12) (2020)
Josep Burgaya Pujols, Pieter Bas, Silverio Martínez-Fernández, Antonio Martini, Adam Trendowicz
Skuld: a self-learning tool for impact-driven technical debt management. TechDebt@ICSE (2020)
Pedro Henrique Dias Valle, Lina Garcés, Milena Guessi, Silverio Martínez-Fernández, Elisa Yumi Nakagawa
Approaches for Describing Reference Architectures: A Systematic Mapping Study. CIbSE (2020)
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
Data-driven and tool-supported elicitation of quality requirements in agile companies. Softw. Qual. J. 28 (3) (2020)
Prabhat Ram, Pilar Rodríguez, Markku Oivo, Silverio Martínez-Fernández, Alessandra Bagnato, Michal Choras, Rafal Kozik, Sanja Aaramaa, Milla Ahola
Actionable Software Metrics: An Industrial Perspective. EASE (2020)
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
Data-Driven Elicitation of Quality Requirements in Agile Companies. QUATIC (2019)
Anna Maria Vollmer, Silverio Martínez-Fernández, Alessandra Bagnato, Jari Partanen, Lidia López, Pilar Rodríguez
Practical experiences and value of applying software analytics to manage quality. ESEM (2019)
Xavier Franch, Lidia López, Silverio Martínez-Fernández, Marc Oriol, Pilar Rodríguez, Adam Trendowicz
Quality-Aware Rapid Software Development Project: The Q-Rapids Project. TOOLS (2019)
Silverio Martínez-Fernández, Anna Maria Vollmer, Andreas Jedlitschka, Xavier Franch, Lidia López, Prabhat Ram, Pilar Rodríguez, Sanja Aaramaa, Alessandra Bagnato, Michal Choras, Jari Partanen
Continuously Assessing and Improving Software Quality With Software Analytics Tools: A Case Study. IEEE Access 7 (2019)
Lisa Jöckel, Michael Kläs, Silverio Martínez-Fernández
Safe Traffic Sign Recognition through Data Augmentation for Autonomous Vehicles Software. QRS Companion (2019)
Anna Maria Vollmer, Silverio Martínez-Fernández, Alessandra Bagnato, Jari Partanen, Lidia López, Pilar Rodríguez
Practical experiences and value of applying software analytics to manage quality. CoRR (2019)
Christof Ebert, Jens Heidrich, Silverio Martínez-Fernández, Adam Trendowicz
Data Science: Technologies for Better Software. IEEE Softw. 36 (6) (2019)
Prabhat Ram, Pilar Rodríguez, Markku Oivo, Silverio Martínez-Fernández
Success factors for effective process metrics operationalization in agile software development: a multiple case study. ICSSP (2019)
Aytaj Aghabayli, Dietmar Pfahl, Silverio Martínez-Fernández, Adam Trendowicz
Integrating runtime data with development data to monitor external quality: challenges from practice. SQUADE@ESEC/SIGSOFT FSE (2019)
Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán, Anna Maria Vollmer
A Quality Model for Actionable Analytics in Rapid Software Development. CoRR (2018)
Javier Criado, Silverio Martínez-Fernández, David Ameller, Luis Iribarne, Nicolás Padilla, Andreas Jedlitschka
Quality-aware Architectural Model Transformations in Adaptive Mashups User Interfaces. Fundam. Informaticae 162 (4) (2018)
Xavier Franch, Cristina Gómez, Andreas Jedlitschka, Lidia López, Silverio Martínez-Fernández, Marc Oriol, Jari Partanen
Data-Driven Elicitation, Assessment and Documentation of Quality Requirements in Agile Software Development. CAiSE (2018)
Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán, Anna Maria Vollmer
A Quality Model for Actionable Analytics in Rapid Software Development. SEAA (2018)
Lidia López, Jari Partanen, Pilar Rodríguez, Silverio Martínez-Fernández
How Practitioners Manage Quality Requirements in Rapid Software Development: A Survey. QuaRAP@RE (2018)
Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch, Andreas Jedlitschka
Towards Automated Data Integration in Software Analytics. CoRR (2018)
Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch, Andreas Jedlitschka
Towards Automated Data Integration in Software Analytics. BIRTE (2018)
Lidia López, Silverio Martínez-Fernández, Cristina Gómez, Michal Choras, Rafal Kozik, Liliana Guzmán, Anna Maria Vollmer, Xavier Franch, Andreas Jedlitschka
Q-Rapids Tool Prototype: Supporting Decision-Makers in Managing Quality in Rapid Software Development. CAiSE Forum (2018)
Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez
2nd QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes. PROFES (2018)
Martí Manzano, Cristina Gómez, Claudia P. Ayala, Silverio Martínez-Fernández, Prabhat Ram, Pilar Rodríguez, Marc Oriol
Definition of the On-time Delivery Indicator in Rapid Software Development. QuaRAP@RE (2018)
Cristina Gómez, Claudia P. Ayala, Xavier Franch, Lidia López, Woubshet Behutiye, Silverio Martínez-Fernández
Towards an Ontology for Strategic Decision Making: The Case of Quality in Rapid Software Development Projects. ER Workshops (2017)
Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez
1st QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes. PROFES (2017)
Silverio Martínez-Fernández, Xavier Franch, Jesús Bisbal
Mercury: Using the QuPreSS reference model to evaluate predictive services. Sci. Comput. Program. 134 (2017)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques
Benefits and drawbacks of software reference architectures: A case study. Inf. Softw. Technol. 88 (2017)
Matthias Galster, Samuil Angelov, Silverio Martínez-Fernández, Dan Tofan
Reference architectures and Scrum: friends or foes? ESEC/SIGSOFT FSE (2017)
Xavier Franch, Claudia P. Ayala, Lidia López, Silverio Martínez-Fernández, Pilar Rodríguez, Cristina Gómez, Andreas Jedlitschka, Markku Oivo, Jari Partanen, Timo Raty, Veikko Rytivaara
Data-Driven Requirements Engineering in Agile Projects: The Q-Rapids Approach. RE Workshops (2017)
Javier Criado, Silverio Martínez-Fernández, David Ameller, Luis Iribarne, Nicolás Padilla
Exploring Quality-Aware Architectural Transformations at Run-Time: The ENIA Case. MEDI (2016)
Silverio Martínez-Fernández, Paulo Sérgio Medeiros dos Santos, Claudia P. Ayala, Xavier Franch, Guilherme Horta Travassos
Aggregating Empirical Evidence about the Benefits and Drawbacks of Software Reference Architectures. ESEM (2015)
Silverio Martínez-Fernández, Helena Martins Marques
Practical experiences in designing and conducting empirical studies in industry-academia collaboration. CESI (2014)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques, David Ameller
Towards guidelines for building a business case and gathering evidence of software reference architectures in industry. J. Softw. Eng. Res. Dev. 2 (2014)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques
Artifacts of software reference architectures: a case study. EASE (2014)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques
REARM: A Reuse-Based Economic Model for Software Reference Architectures. ICSR (2013)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques
Benefits and Drawbacks of Reference Architectures. ECSA (2013)
Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques, David Ameller
A Framework for Software Reference Architecture Analysis and Review. CIbSE (2013)
Silverio Martínez-Fernández, Jesús Bisbal, Xavier Franch
QuPreSS: A Service-Oriented Framework for Predictive Services Quality Assessment. KMO (2012)