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Silverio Martínez-Fernández

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affiliation: Polytechnic University of Catalonia, Barcelona, Spain

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2016
[b1]
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Silverio Martínez-Fernández:
Gathering empirical evidence and building a business case for software reference architectures in industry. Polytechnic University of Catalonia, Spain, 2016

Journal Articles

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2024
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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): 2 (2024)
[j19]
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Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta:
Training Future Machine Learning Engineers: A Project-Based Course on MLOps. IEEE Softw. 41(2): 60-67 (2024)
2023
[j18]
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Santiago del Rey, Silverio Martínez-Fernández, Antonio Salmerón:
Bayesian Network analysis of software logs for data-driven software maintenance. IET Softw. 17(3): 268-286 (2023)
[j17]
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Francisco Durán, Silverio Martínez-Fernández, Michael Felderer, Xavier Franch:
Guiding the retraining of convolutional neural networks against adversarial inputs. PeerJ Comput. Sci. 9: e1454 (2023)
2022
[j16]
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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: 111187 (2022)
[j15]
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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): 37e:1-37e:59 (2022)
2021
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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: 111004 (2021)
[j13]
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Pedro Henrique Dias Valle, Lina Garcés, Tiago Volpato, Silverio Martínez-Fernández, Elisa Yumi Nakagawa:
Towards suitable description of reference architectures. PeerJ Comput. Sci. 7: e392 (2021)
[j12]
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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: 102568 (2021)
[j11]
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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:
Dealing with Non-Functional Requirements in Model-Driven Development: A Survey. IEEE Trans. Software Eng. 47(4): 818-835 (2021)
2020
[j10]
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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: 78452-78466 (2020)
[j9]
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Lina Garcés, Silverio Martínez-Fernández, Valdemar Vicente Graciano Neto, Elisa Yumi Nakagawa:
Architectural Solutions for Self-Adaptive Systems. Computer 53(12): 47-59 (2020)
[j8]
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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: 106225 (2020)
[j7]
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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): 931-963 (2020)
2019
[j6]
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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: 68219-68239 (2019)
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Christof Ebert, Jens Heidrich, Silverio Martínez-Fernández, Adam Trendowicz:
Data Science: Technologies for Better Software. IEEE Softw. 36(6): 66-72 (2019)
2018
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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): 283-309 (2018)
2017
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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: 37-52 (2017)
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Silverio Martínez-Fernández, Xavier Franch, Jesús Bisbal:
Mercury: Using the QuPreSS reference model to evaluate predictive services. Sci. Comput. Program. 134: 61-74 (2017)
2014
[j1]
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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: 7 (2014)

Conference and Workshop Papers

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2023
[c42]
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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: 1-12
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Santiago del Rey, Silverio Martínez-Fernández, Luís Cruz, Xavier Franch:
Do DL models and training environments have an impact on energy consumption? SEAA 2023: 150-158
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Silverio Martínez-Fernández, Xavier Franch, Francisco Durán:
Towards green AI-based software systems: an architecture-centric approach (GAISSA). SEAA 2023: 432-439
[c39]
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Yinlena Xu, Silverio Martínez-Fernández, Matias Martinez, Xavier Franch:
Energy Efficiency of Training Neural Network Architectures: An Empirical Study. HICSS 2023: 781-790
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Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta:
Teaching MLOps in Higher Education through Project-Based Learning. SEET@ICSE 2023: 95-100
[c37]
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Santiago del Rey, Silverio Martínez-Fernández, Xavier Franch:
A review on green deployment for Edge AI - Abstract. ICT4S (Doctoral Symposium, Demos, Posters) 2023: 64-67
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Dolors Costal, Cristina Gómez, Silverio Martínez-Fernández:
Metrics for Code Smells of ML Pipelines. PROFES (2) 2023: 3-9
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Xavier Franch, Andreas Jedlitschka, Silverio Martínez-Fernández:
A Requirements Engineering Perspective to AI-Based Systems Development: A Vision Paper. REFSQ 2023: 223-232
2022
[c34]
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Xavier Franch, Silverio Martínez-Fernández, Claudia P. Ayala, Cristina Gómez:
Architectural Decisions in AI-Based Systems: An Ontological View. QUATIC 2022: 18-27
[c33]
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Claudia P. Ayala, Besim Bilalli, Cristina Gómez, Silverio Martínez-Fernández:
DOGO4ML: Development, Operation and Data Governance for ML-based Software Systems. RCIS Workshops 2022
2021
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Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch:
Integration of Convolutional Neural Networks in Mobile Applications. WAIN@ICSE 2021: 27-34
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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: 938-945
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Silverio Martínez-Fernández, Xavier Franch, Andreas Jedlitschka, Marc Oriol, Adam Trendowicz:
Developing and Operating Artificial Intelligence Models in Trustworthy Autonomous Systems. RCIS 2021: 221-229
2020
[c29]
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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: 71-84
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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: 240-249
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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: 113-114
[c26]
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Alessandra Bagnato, Antonin Abhervé, Silverio Martínez-Fernández, Xavier Franch:
Challenges and Benefits from Using Software Analytics in Softeam. ICSE (Workshops) 2020: 512
2019
[c25]
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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: 1-6
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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: 14-23
[c23]
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Lisa Jöckel, Michael Kläs, Silverio Martínez-Fernández:
Safe Traffic Sign Recognition through Data Augmentation for Autonomous Vehicles Software. QRS Companion 2019: 540-541
[c22]
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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: 49-63
[c21]
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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: 20-26
[c20]
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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: 378-392
2018
[c19]
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Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch, Andreas Jedlitschka:
Towards Automated Data Integration in Software Analytics. BIRTE 2018: 6:1-6:5
[c18]
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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: 200-208
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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: 587-602
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Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán, Anna Maria Vollmer:
A Quality Model for Actionable Analytics in Rapid Software Development. SEAA 2018: 370-377
[c15]
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Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez:
2nd QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes. PROFES 2018: 373-377
[c14]
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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: 1-5
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Lidia López, Jari Partanen, Pilar Rodríguez, Silverio Martínez-Fernández:
How Practitioners Manage Quality Requirements in Rapid Software Development: A Survey. QuaRAP@RE 2018: 14-17
2017
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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: 111-121
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Claudia P. Ayala, Silverio Martínez-Fernández, Pilar Rodríguez:
1st QuASD Workshop: Managing Quality in Agile and Rapid Software Development Processes. PROFES 2017: 511-514
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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: 411-414
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Matthias Galster, Samuil Angelov, Silverio Martínez-Fernández, Dan Tofan:
Reference architectures and Scrum: friends or foes? ESEC/SIGSOFT FSE 2017: 896-901
2016
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Javier Criado, Silverio Martínez-Fernández, David Ameller, Luis Iribarne, Nicolás Padilla:
Exploring Quality-Aware Architectural Transformations at Run-Time: The ENIA Case. MEDI 2016: 288-302
2015
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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: 154-163
2014
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Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques:
Artifacts of software reference architectures: a case study. EASE 2014: 42:1-42:10
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Silverio Martínez-Fernández, Helena Martins Marques:
Practical experiences in designing and conducting empirical studies in industry-academia collaboration. CESI 2014: 15-20
2013
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Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques, David Ameller:
A Framework for Software Reference Architecture Analysis and Review. CIbSE 2013: 472-485
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Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques:
Benefits and Drawbacks of Reference Architectures. ECSA 2013: 307-310
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Silverio Martínez-Fernández, Claudia P. Ayala, Xavier Franch, Helena Martins Marques:
REARM: A Reuse-Based Economic Model for Software Reference Architectures. ICSR 2013: 97-112
2012
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Silverio Martínez-Fernández, Jesús Bisbal, Xavier Franch:
QuPreSS: A Service-Oriented Framework for Predictive Services Quality Assessment. KMO 2012: 525-536

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2021
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Tayana Conte, Martín Solari, Sheila S. Reinehr, Rafael Prikladnicki, Nelly Condori-Fernández, Vítor E. Silva Souza, Natasha M. Costa Valentim, Silverio Martínez-Fernández, Marcela Genero, Marcos Kalinowski, Marcelo Jenkins, Alexandra Martínez, Christian Quesada-López:
24th Iberoamerican Conference on Software Engineering, CIbSE 2021, San Jose, Costa Rica, August 20 - September 3, 2021. Curran Associates 2021, ISBN 978-1-7138-3944-6 [contents]
2019
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Xavier Franch, Tomi Männistö, Silverio Martínez-Fernández:
Product-Focused Software Process Improvement - 20th International Conference, PROFES 2019, Barcelona, Spain, November 27-29, 2019, Proceedings. Lecture Notes in Computer Science 11915, Springer 2019, ISBN 978-3-030-35332-2 [contents]
2018
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Silverio Martínez-Fernández, Matthias Galster, Fabio Queda Bueno da Silva, Marcus Ciolkowski:
Proceedings of the 6th International Workshop on Conducting Empirical Studies in Industry, CESI@ICSE 2018, Gothenburg, Sweden, May 27 - June 03, 2018. ACM 2018, ISBN 978-1-4503-5736-4 [contents]

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2023
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Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner:
Replication Package for 'Analyzing the Evolution and Maintenance of ML Models on Hugging Face'. Zenodo, 2023

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2024
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Pau Duran, Joel Castaño, Cristina Gómez, Silverio Martínez-Fernández:
GAISSALabel: A tool for energy labeling of ML models. CoRR abs/2401.17150 (2024)
[i18]
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Joel Castaño, Silverio Martínez-Fernández, Xavier Franch:
Lessons Learned from Mining the Hugging Face Repository. CoRR abs/2402.07323 (2024)
[i17]
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Francisco Durán, Silverio Martínez-Fernández, Matias Martinez, Patricia Lago:
Identifying architectural design decisions for achieving green ML serving. CoRR abs/2402.07585 (2024)
2023
[i16]
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Yinlena Xu, Silverio Martínez-Fernández, Matias Martinez, Xavier Franch:
Energy Efficiency of Training Neural Network Architectures: An Empirical Study. CoRR abs/2302.00967 (2023)
[i15]
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Filippo Lanubile, Silverio Martínez-Fernández, Luigi Quaranta:
Teaching MLOps in Higher Education through Project-Based Learning. CoRR abs/2302.01048 (2023)
[i14]
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Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner:
Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study. CoRR abs/2305.11164 (2023)
[i13]
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Santiago del Rey, Silverio Martínez-Fernández, Luís Cruz, Xavier Franch:
Do DL models and training environments have an impact on energy consumption? CoRR abs/2307.05520 (2023)
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Silverio Martínez-Fernández, Xavier Franch, Francisco Durán:
Towards green AI-based software systems: an architecture-centric approach (GAISSA). CoRR abs/2307.09964 (2023)
[i11]
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Joel Castaño, Silverio Martínez-Fernández, Xavier Franch, Justus Bogner:
Analyzing the Evolution and Maintenance of ML Models on Hugging Face. CoRR abs/2311.13380 (2023)
2022
[i10]
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Francisco Durán, Silverio Martínez-Fernández, Michael Felderer, Xavier Franch:
Guiding the retraining of convolutional neural networks against adversarial inputs. CoRR abs/2207.03689 (2022)
[i9]
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Matias Martinez, Silverio Martínez-Fernández, Xavier Franch:
Energy Consumption of Automated Program Repair. CoRR abs/2211.12104 (2022)
2021
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Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch:
Integration of Convolutional Neural Networks in Mobile Applications. CoRR abs/2103.07286 (2021)
[i7]
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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 abs/2105.01984 (2021)
[i6]
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Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch:
Which Design Decisions in AI-enabled Mobile Applications Contribute to Greener AI? CoRR abs/2109.15284 (2021)
2020
[i5]
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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 abs/2002.02303 (2020)
[i4]
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  - journals/corr/abs-2003-05434
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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 abs/2003.05434 (2020)
2019
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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 abs/1910.11007 (2019)
2018
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Silverio Martínez-Fernández, Andreas Jedlitschka, Liliana Guzmán, Anna Maria Vollmer:
A Quality Model for Actionable Analytics in Rapid Software Development. CoRR abs/1803.09670 (2018)
[i1]
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  - journals/corr/abs-1808-05376
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Silverio Martínez-Fernández, Petar Jovanovic, Xavier Franch, Andreas Jedlitschka:
Towards Automated Data Integration in Software Analytics. CoRR abs/1808.05376 (2018)

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