Martínez Fernández, Silverio Juan Author
Do DL models and training environments have an impact on energy consumption?
- del Rey, Santiago
- Martinez-Fernandez, Silverio
- Cruz, Luis
- Franch, Xavier
ArXiv - 2024
- ORCID
Training Future Machine Learning Engineers: A Project-Based Course on MLOps
- Lanubile F.
- Martinez-Fernandez S.
- Quaranta L.
IEEE Software - 1/3/2024
- CiteScore: 5.5 (2023)
- SJR: 0.955 (2023
- SNIP: 1.369 (2023
- Scopus
- ORCID
Which design decisions in AI-enabled mobile applications contribute to greener AI?
- Creus Castanyer, Roger
- Martinez-Fernandez, Silverio
- Franch, Xavier
Empirical Software Engineering - 1/2/2024
- CiteScore: 8.5 (2023)
- SJR: 1.505 (2023
- SNIP: 1.968 (2023
- Scopus
- ORCID
Evidence-Based Quality-Aware Agile Software Development Process: Design and Evaluation
- Pertti Karhapää
- Woubshet Behutiye
- Pertti Seppänen
- Pilar Rodríguez
- Markku Oivo
- Xavier Franch
- Silverio Mrtínez-Fernández
- Lidia López
- Michał Choraś
- Alessandra Bagnato
- Sanja Aaramaa
- Jari Partanen
IEEE Access - 1/1/2024
- Scopus
- ORCID
Energy-efficient neural network training through runtime layer freezing, model quantization, and early stopping
- Álvaro Domingo Reguero
- Silverio Martínez-Fernández
- Roberto Verdecchia
Computer Standards & Interfaces - 08/2024
- ORCID
Applying Project-Based Learning to Teach Software Analytics and Best Practices in Data Science
- Martinez-Fernandez, Silverio
- Gomez, Cristina
- Lenarduzzi, Valentina
INTERNATIONAL JOURNAL OF ENGINEERING EDUCATION - 1/1/2023
- JCR Impact Factor: 0.7 (2023)
- CiteScore: 2.9 (2022)
- SJR: 0.261 (2022
- SNIP: 0.63 (2022
- JCR 5-year Impact Factor: 0.8
- JCR Categories: EDUCATION, SCIENTIFIC DISCIPLINES
Bayesian Network analysis of software logs for data‐driven software maintenance
- Santiago del Rey
- Silverio Martínez‐Fernández
- Antonio Salmerón
IET Software - 14/02/2023
- JCR Impact Factor: 1.5 (2023)
- Category normalized Impact: 0.712 (2023)
- CiteScore: 3.8 (2022)
- SJR: 0.404 (2022
- SNIP: 0.848 (2022
- JCR 5-year Impact Factor: 1.5
- JCR Categories: COMPUTER SCIENCE, SOFTWARE ENGINEERING
- Scopus
- ORCID
- OAI-PMH
- Web of Science
Architectural Decisions in AI-Based Systems: An Ontological View
- Xavier Franch
- Silverio Martínez-Fernández
- Claudia P. Ayala
- Cristina Gómez
Communications in Computer and Information Science - 1/1/2022
- CiteScore: 0.9 (2021)
- SJR: 0.209 (2021
- SNIP: 0.286 (2021
- Scopus
- ORCID
- Web of Science
Guiding the retraining of convolutional neural networks against adversarial inputs
- Duran Lopez, Francisco
- Martinez-Fernandez, Silverio
- Felderer, Michael
- Franch, Xavier
ArXiv - 8/08/2022
- Scopus
- ORCID
- Web of Science
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 TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY - 30/04/2022
- JCR Impact Factor: 4.4 (2022)
- CiteScore: 6.7 (2021)
- SJR: 1.7 (2021
- SNIP: 2.472 (2021
- JCR 5-year Impact Factor: 5.1
- JCR Categories: COMPUTER SCIENCE, SOFTWARE ENGINEERING
- Scopus
- ORCID
- Web of Science
A Requirements Engineering Perspective to AI-Based Systems Development: A Vision Paper
- Xavier Franch
- Andreas Jedlitschka
- Silverio Martínez-Fernández
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - 1/1/2023
- CiteScore: 2.2 (2022)
- SJR: 0.32 (2022
- SNIP: 0.542 (2022
- Scopus
- ORCID
Domain-Independent Reference Architectures and Standards
- Martínez-Fernández S.
- Franch X.
- Ayala C.
Reference Architectures for Critical Domains: Industrial Uses and Impacts - 1/1/2023
Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems
- Silverio Martínez-Fernández
- Xavier Franch
- Andreas Jedlitschka
- Marc Oriol
- Adam Trendowicz
Lecture Notes in Business Information Processing - 1/1/2021
- CiteScore: 1.5 (2020)
- SJR: 0.214 (2020
- SNIP: 0.493 (2020
- Scopus
- ORCID
- Web of Science
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
Communications in Computer and Information Science - 1/1/2019
- SJR Quartile: Q3
- CiteScore: 0.8 (2020)
- SJR: 0.188 (2019
- SNIP: 0.404 (2019
- SJR Categories: Computer Science (miscellaneous) (Q3); Mathematics (miscellaneous) (Q4)
- Scopus
- ORCID
Data-driven elicitation, assessment and documentation of quality requirements in agile software development
- Franch, X.
- Gómez, C.
- Jedlitschka, A.
- López, L.
- Martínez-Fernández, S.
- Oriol, M.
- Partanen, J.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - 1/1/2018
- CiteScore: 1.8 (2020)
- SJR: 0.283 (2018
- SNIP: 0.707 (2018
- Scopus
- ORCID
- Web of Science
GAISSALabel: A Tool for Energy Labeling of ML Models
- Pau Duran
- Joel Castaño
- Cristina Gómez
- Silverio Martínez-Fernández
FSE Companion - Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering - 10/7/2024
- Scopus
- ORCID
Identifying architectural design decisions for achieving green ml serving
- Francisco Durán
- Silverio Martinez-Fernandez
- Matias Martinez
- Patricia Lago
Proceedings - 2024 IEEE/ACM 3rd International Conference on AI Engineering - Software Engineering for AI, CAIN 2024 - 14/4/2024
- Scopus
- ORCID
Energy Consumption of Automated Program Repair
- Matias Martinez
- Silverio Martínez-Fernández
- Xavier Franch
Proceedings - International Conference on Software Engineering - 14/4/2024
- CiteScore: 7.6 (2023)
- SJR: 1.409 (2023
- SNIP: 1.62 (2023
- Scopus
- ORCID
Analyzing the Evolution and Maintenance of ML Models on Hugging Face
- Castano, Joel
- Martinez-Fernandez, Silverio
- Franch, Xavier
- Bogner, Justus
Proceedings - 2024 IEEE/ACM 21st International Conference on Mining Software Repositories, MSR 2024 - 1/1/2024
- Scopus
- ORCID
Metrics for Code Smells of ML Pipelines
- Dolors Costal
- Cristina Gómez
- Silverio Martínez-Fernández
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - 1/1/2024
- CiteScore: 2.6 (2023)
- SJR: 0.606 (2023
- SNIP: 0.59 (2023
- Scopus
- ORCID
Lessons Learned from Mining the Hugging Face Repository
- Joel Castaño
- Silverio Martínez-Fernández
- Xavier Franch
16/04/2024
- ORCID
A review on green deployment for Edge AI - Abstract
- del Rey S.
- Martínez-Fernández S.
- Franch X.
CEUR Workshop Proceedings - 1/1/2023
- CiteScore: 1.1 (2022)
- SJR: 0.202 (2022
- SNIP: 0.223 (2022
Teaching MLOps in Higher Education through Project-Based Learning
- Lanubile, Filippo
- Martinez-Fernandez, Silverio
- Quaranta, Luigi
- IEEE
2023 IEEE/ACM 45TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING-SOFTWARE ENGINEERING EDUCATION AND TRAINING, ICSE-SEET - 1/1/2023
10.1109/icse-seet58685.2023.00015
- CiteScore: 7 (2022)
- SJR: 1.235 (2022
- SNIP: 1.945 (2022
- Scopus
- ORCID
- Web of Science
Energy Efficiency of Training Neural Network Architectures: An Empirical Study
- Xu Y.
- Martínez-Fernández S.
- Martinez M.
- Franch X.
Proceedings of the Annual Hawaii International Conference on System Sciences - 1/1/2023
- Scopus
- ORCID
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study
- Castano J.
- Martinez-Fernandez S.
- Franch X.
- Bogner J.
International Symposium on Empirical Software Engineering and Measurement - 1/1/2023
10.1109/esem56168.2023.10304801
- Scopus
- ORCID
This author has no patents.
This author has no reports or other types of publications.
h index
Scopus: 10
Web of Science: 10
i10 index
Scopus: 10
Web of Science: 10
Author profiles
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Acronym P20_00809Since: October 5, 2021Until: December 31, 2022Funded by: JUNTAFunding / grant amount: 90,700.00 EURRole: Colaborador
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Acronym TIN2017-83964-RSince: January 1, 2018Until: December 31, 2021Funded by: MECFunding / grant amount: 67,760.00 EURRole: Equipo de trabajo