Zobrazeno 1 - 10
of 393
pro vyhledávání: '"Lopes, Hélio"'
Autor:
Alves, Antonio Pedro Santos, Kalinowski, Marcos, Mendez, Daniel, Villamizar, Hugo, Azevedo, Kelly, Escovedo, Tatiana, Lopes, Helio
[Context] In Brazil, 41% of companies use machine learning (ML) to some extent. However, several challenges have been reported when engineering ML-enabled systems, including unrealistic customer expectations and vagueness in ML problem specifications
Externí odkaz:
http://arxiv.org/abs/2407.18977
Autor:
Romao, Lucas, Kalinowski, Marcos, Barbosa, Clarissa, Araújo, Allysson Allex, Barbosa, Simone D. J., Lopes, Helio
[Context] Software Engineering (SE) education constantly seeks to bridge the gap between academic knowledge and industry demands, with active learning methods like Problem-Based Learning (PBL) gaining prominence. Despite these efforts, recent graduat
Externí odkaz:
http://arxiv.org/abs/2407.15982
Autor:
Kalinowski, Marcos, Mendez, Daniel, Giray, Görkem, Alves, Antonio Pedro Santos, Azevedo, Kelly, Escovedo, Tatiana, Villamizar, Hugo, Lopes, Helio, Baldassarre, Teresa, Wagner, Stefan, Biffl, Stefan, Musil, Jürgen, Felderer, Michael, Lavesson, Niklas, Gorschek, Tony
Context: Machine learning (ML)-enabled systems are being increasingly adopted by companies aiming to enhance their products and operational processes. Objective: This paper aims to deliver a comprehensive overview of the current status quo of enginee
Externí odkaz:
http://arxiv.org/abs/2406.04359
Earth structural heterogeneities have a remarkable role in the petroleum economy for both exploration and production projects. Automatic detection of detailed structural heterogeneities is challenging when considering modern machine learning techniqu
Externí odkaz:
http://arxiv.org/abs/2404.10170
Autor:
Cabral, Raphael, Kalinowski, Marcos, Baldassarre, Maria Teresa, Villamizar, Hugo, Escovedo, Tatiana, Lopes, Hélio
[Context] Applying design principles has long been acknowledged as beneficial for understanding and maintainability in traditional software projects. These benefits may similarly hold for Machine Learning (ML) projects, which involve iterative experi
Externí odkaz:
http://arxiv.org/abs/2402.05337
Autor:
Zimelewicz, Eduardo, Kalinowski, Marcos, Mendez, Daniel, Giray, Görkem, Alves, Antonio Pedro Santos, Lavesson, Niklas, Azevedo, Kelly, Villamizar, Hugo, Escovedo, Tatiana, Lopes, Helio, Biffl, Stefan, Musil, Juergen, Felderer, Michael, Wagner, Stefan, Baldassarre, Teresa, Gorschek, Tony
[Context] Systems incorporating Machine Learning (ML) models, often called ML-enabled systems, have become commonplace. However, empirical evidence on how ML-enabled systems are engineered in practice is still limited, especially for activities surro
Externí odkaz:
http://arxiv.org/abs/2402.05333
Autor:
Alves, Antonio Pedro Santos, Kalinowski, Marcos, Giray, Görkem, Mendez, Daniel, Lavesson, Niklas, Azevedo, Kelly, Villamizar, Hugo, Escovedo, Tatiana, Lopes, Helio, Biffl, Stefan, Musil, Jürgen, Felderer, Michael, Wagner, Stefan, Baldassarre, Teresa, Gorschek, Tony
Systems that use Machine Learning (ML) have become commonplace for companies that want to improve their products and processes. Literature suggests that Requirements Engineering (RE) can help address many problems when engineering ML-enabled systems.
Externí odkaz:
http://arxiv.org/abs/2310.06726
Engineering successful machine learning (ML)-enabled systems poses various challenges from both a theoretical and a practical side. Among those challenges are how to effectively address unrealistic expectations of ML capabilities from customers, mana
Externí odkaz:
http://arxiv.org/abs/2309.07980
Publikováno v:
Information and Software Technology, Volume 156, April 2023, 107144
[Background] The MVP concept has influenced the way in which development teams apply Software Engineering practices. However, the overall understanding of this influence of MVPs on SE practices is still poor. [Objective] Our goal is to characterize t
Externí odkaz:
http://arxiv.org/abs/2305.08299
Publikováno v:
Information and Software Technology Journal, 2022
Context: User-Centered Design and Agile methodologies focus on human issues. Nevertheless, agile methodologies focus on contact with contracting customers and generating value for them. Usually, the communication between end users and the agile team
Externí odkaz:
http://arxiv.org/abs/2211.13827