Silverio Martínez-Fernández

About Silverio Martínez-Fernández

Silverio Martínez-Fernández, With an exceptional h-index of 19 and a recent h-index of 18 (since 2020), a distinguished researcher at Universidad Politécnica de Cataluña, specializes in the field of Software Engineering, Empirical Software Engineering, AI Engineering, Green AI, Software Analytics.

His recent articles reflect a diverse array of research interests and contributions to the field:

Identifying architectural design decisions for achieving green ML serving

Lessons Learned from Mining the Hugging Face Repository

GAISSALabel: A tool for energy labeling of ML models

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

Metrics for Code Smells of ML Pipelines

Analyzing the evolution and maintenance of ml models on hugging face

Training future ML engineers: a project-based course on MLOps

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

Silverio Martínez-Fernández Information

University

Position

'Beatriz Galindo' Researcher

Citations(all)

1124

Citations(since 2020)

935

Cited By

447

hIndex(all)

19

hIndex(since 2020)

18

i10Index(all)

32

i10Index(since 2020)

26

Email

University Profile Page

Google Scholar

Silverio Martínez-Fernández Skills & Research Interests

Software Engineering

Empirical Software Engineering

AI Engineering

Green AI

Software Analytics

Top articles of Silverio Martínez-Fernández

Identifying architectural design decisions for achieving green ML serving

arXiv preprint arXiv:2402.07585

2024/2/12

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Patricia Lago
Patricia Lago

H-Index: 27

Lessons Learned from Mining the Hugging Face Repository

arXiv preprint arXiv:2402.07323

2024/2/11

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

GAISSALabel: A tool for energy labeling of ML models

arXiv preprint arXiv:2401.17150

2024/1/30

Cristina Gómez
Cristina Gómez

H-Index: 14

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

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

Empirical Software Engineering

2024/1

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Metrics for Code Smells of ML Pipelines

2023/12/2

Dolors Costal
Dolors Costal

H-Index: 10

Cristina Gómez
Cristina Gómez

H-Index: 14

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Analyzing the evolution and maintenance of ml models on hugging face

arXiv preprint arXiv:2311.13380

2023/11/22

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Justus Bogner
Justus Bogner

H-Index: 12

Training future ML engineers: a project-based course on MLOps

IEEE software

2023/9/7

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

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

2023/9/6

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

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

2023/9/6

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Luís Cruz
Luís Cruz

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

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

IET Software

2023

Teaching MLOps in higher education through project-based learning

2023/5/14

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

A requirements engineering perspective to AI-based systems development: A vision paper

2023/4/4

Xavier Franch
Xavier Franch

H-Index: 27

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Energy efficiency of training neural network architectures: An empirical study

arXiv preprint arXiv:2302.00967

2023/2/2

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

A review on green deployment for Edge AI-Abstract

2023

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Exploring the carbon footprint of Hugging Face's ML models: a repository mining study

2023/10/26

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Justus Bogner
Justus Bogner

H-Index: 12

Applying project-based learning to teach software analytics and best practices in data science

International journal of engineering education

2023

Energy Consumption of Automated Program Repair

arXiv preprint arXiv:2211.12104

2022/11/22

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Domain-Independent Reference Architectures and Standards

2022/9/7

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Xavier Franch
Xavier Franch

H-Index: 27

Architectural decisions in AI-based systems: An ontological view

2022/9/5

Xavier Franch
Xavier Franch

H-Index: 27

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Cristina Gómez
Cristina Gómez

H-Index: 14

Guiding the retraining of convolutional neural networks against adversarial inputs

arXiv preprint arXiv:2207.03689

2022/7/8

Silverio Martínez-Fernández
Silverio Martínez-Fernández

H-Index: 12

Michael Felderer
Michael Felderer

H-Index: 26

Xavier Franch
Xavier Franch

H-Index: 27

See List of Professors in Silverio Martínez-Fernández University(Universidad Politécnica de Cataluña)

Co-Authors

academic-engine