most citedAn Analysis of MLOps Architectures: A Systematic Mapping Study

11 citations · 14 across the 5 of their papers we have counts for

collaborators

5 papers

cs.SE2024

How Mature is Requirements Engineering for AI-based Systems? A Systematic Mapping Study on Practices, Challenges, and Future Research Directions

Umm-e- Habiba, Markus Haug, Justus Bogner +1

Artificial intelligence (AI) permeates all fields of life, which resulted in new challenges in requirements engineering for artificial intelligence (RE4AI), e.g., the difficulty in…

cs.LG20242 cited

The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems

Rafiullah Omar, Justus Bogner, Henry Muccini +3

Background: Machine learning (ML) model composition is a popular technique to mitigate shortcomings of a single ML model and to design more effective ML-enabled systems. While ense…

cs.SE202411 cited

An Analysis of MLOps Architectures: A Systematic Mapping Study

Faezeh Amou Najafabadi, Justus Bogner, Ilias Gerostathopoulos +1

Context. Despite the increasing adoption of Machine Learning Operations (MLOps), teams still encounter challenges in effectively applying this paradigm to their specific projects.…

cs.SE20241 cited

Apples, Oranges, and Software Engineering: Study Selection Challenges for Secondary Research on Latent Variables

Marvin Wyrich, Marvin Muñoz Barón, Justus Bogner

Software engineering (SE) is full of abstract concepts that are crucial for both researchers and practitioners, such as programming experience, team productivity, code comprehensio…

cs.SE2023

Tools for Refactoring to Microservices: A Preliminary Usability Report

Jonas Fritzsch, Filipe Correia, Justus Bogner +1

While Microservices are a preferred choice for modern cloud-based applications, the migration and architectural refactoring of existing legacy systems is still a major challenge in…