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Martínez Fernández, Silverio Juan Author

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 - 3/2025

10.1016/j.csi.2024.103906

Cite count:

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

10.1109/ms.2023.3310768

Cite count: 1 (Web of Science) 3 (Scopus)
  • CiteScore: 5.5 (2023)
  • SJR: 0.955 (2023
  • SNIP: 1.369 (2023

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

10.1007/s10664-023-10407-7

Cite count:
  • CiteScore: 8.5 (2023)
  • SJR: 1.505 (2023
  • SNIP: 1.968 (2023
Open Access

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
... View more Collapse

IEEE ACCESS - 1/1/2024

10.1109/access.2024.3414614

Cite count:
  • CiteScore: 9.8 (2023)
  • SJR: 0.96 (2023
  • SNIP: 1.44 (2023
Open Access

Guiding the retraining of convolutional neural networks against adversarial inputs

  • Duran Lopez, Francisco
  • Martinez-Fernandez, Silverio
  • Felderer, Michael
  • Franch, Xavier

PEERJ COMPUTER SCIENCE - 8/8/2023

10.7717/peerj-cs.1454

Cite count:
Open Access

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

  • Santiago del Rey
  • Silverio Martínez‐Fernández
  • Antonio Salmerón

IET SOFTWARE - 14/6/2023

10.1049/sfw2.12121

Cite count: 3 (Web of Science)
  • JCR Quartile: Q3 (2023)
  • JCR Impact Factor: 1.5 (2023)
  • Category normalized Impact: 0.83 (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

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

Cite count: 1 (Web of Science) 1 (Scopus)
  • 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

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
... View more Collapse

ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY - 30/4/2022

10.1145/3487043

Cite count: 70 (Web of Science) 5 (Scopus)
  • 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

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

  • Lidia López
  • Xavier Burgués
  • Silverio Martínez-Fernández
  • Anna Maria Vollmer
  • Woubshet Behutiye
  • Pertti Karhapää
  • Xavier Franch
  • Pilar Rodríguez
  • Markku Oivo
... View more Collapse

JOURNAL OF SYSTEMS AND SOFTWARE - 1/4/2022

10.1016/j.jss.2021.111187

Cite count: 12 (Web of Science) 2 (Scopus)
  • JCR Impact Factor: 3.514 (2021)
  • CiteScore: 8.9 (2021)
  • SJR: 1.418 (2021
  • SNIP: 2.157 (2021
  • JCR 5-year Impact Factor: 3.572
  • JCR Categories: COMPUTER SCIENCE, THEORY & METHODS

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

10.1007/978-3-031-16957-1_8

Cite count:

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
... View more Collapse

Communications in Computer and Information Science - 1/1/2019

10.1007/978-3-030-29238-6_4

Cite count: 6 (Scopus)
  • SJR Quartile: Q3
  • CiteScore: 0.8 (2020)
  • SJR: 0.188 (2019
  • SNIP: 0.404 (2019
  • SJR Categories: Computer Science (miscellaneous) (Q3); Mathematics (miscellaneous) (Q4)

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

23/06/2016

10.5821/dissertation-2117-96382

  • ORCID

GAISSALabel: A Tool for Energy Labeling of ML Models

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

COMPANION PROCEEDINGS OF THE 32ND ACM INTERNATIONAL CONFERENCE ON THE FOUNDATIONS OF SOFTWARE ENGINEERING, FSE COMPANION 2024 - 10/7/2024

10.1145/3663529.3663811

Cite count:

Lessons Learned from Mining the Hugging Face Repository

  • Joel Castaño
  • Silverio Martínez-Fernández
  • Xavier Franch

PROCEEDINGS OF THE 2024 IEEE/ACM INTERNATIONAL WORKSHOP ON METHODOLOGICAL ISSUES WITH EMPIRICAL STUDIES IN SOFTWARE ENGINEERING, WSESE 2024 - 16/4/2024

10.1145/3643664.3648204

Cite count:
Open Access

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

10.1145/3644815.3644962

Cite count:
Open Access

Energy Consumption of Automated Program Repair

  • Matias Martinez
  • Silverio Martínez-Fernández
  • Xavier Franch

Proceedings - International Conference on Software Engineering - 14/4/2024

10.1145/3639478.3643114

Cite count:
  • CiteScore: 7.6 (2023)
  • SJR: 1.409 (2023
  • SNIP: 1.62 (2023
Open Access

Metrics for Code Smells of ML Pipelines

  • Dolors Costal
  • Cristina Gómez
  • Silverio Martínez-Fernández

PRODUCT-FOCUSED SOFTWARE PROCESS IMPROVEMENT, PROFES 2023, PT II - 1/1/2024

10.1007/978-3-031-49269-3_1

Cite count:
  • CiteScore: 2.6 (2023)
  • SJR: 0.606 (2023
  • SNIP: 0.59 (2023

Using Metrics for Code Smells of ML Pipelines

  • Costal D.
  • Gómez C.
  • Del Rey S.
  • Martínez-Fernández S.

Proceedings - IEEE 21st International Conference on Software Architecture Companion, ICSA-C 2024 - 1/1/2024

10.1109/icsa-c63560.2024.00055

Cite count:

Analyzing the Evolution and Maintenance of ML Models on Hugging Face

  • Castano, Joel
  • Martinez-Fernandez, Silverio
  • Franch, Xavier
  • Bogner, Justus

2024 IEEE/ACM 21ST INTERNATIONAL CONFERENCE ON MINING SOFTWARE REPOSITORIES, MSR - 1/1/2024

10.1145/3643991.3644898

Cite count: 1 (Scopus)
  • SNIP: 3.332 (2022

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

Cite count:

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

Cite count: 3 (Scopus)

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

Cite count: 2 (Web of Science) 1 (Scopus)
  • CiteScore: 7 (2022)
  • SJR: 1.235 (2022
  • SNIP: 1.945 (2022

This author has no patents.

This author has no reports or other types of publications.

Scopus: 10

Web of Science: 12

Scopus: 10

Web of Science: 16

Last data update: 11/23/24 4:01 AM
Next scheduled update: 11/30/24 3:00 AM