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Teaching microservice architectures is challenging due to distributed complexity and the gap between academia and industry. Understanding the quality issues students introduce in MSAs is essential to improve education. This study analyzes…

Software Engineering · Computer Science 2026-02-12 Anna Rita Fasolino , Marco De Luca , Michele Perlotto , Porfirio Tramontana

The microservice architectural style has many advantages such as scalability, reusability, and easy maintainability. Microservices have therefore become a popular architectural choice when developing new applications. Reaping these benefits…

Software Engineering · Computer Science 2023-01-18 Meryam Chaieb , Mohamed Aymen Saied

Architecture recovery tools help software engineers obtain an overview of their software systems during all phases of the software development lifecycle. This is especially important for microservice applications because their distributed…

Architecture recovery tools help software engineers obtain an overview of the structure of their software systems during all phases of the software development life cycle. This is especially important for microservice applications because…

Microarchitectural security verification of software has seen the emergence of two broad classes of approaches. The first is based on semantic security properties (e.g., non-interference) which are verified for a given program and a…

Cryptography and Security · Computer Science 2024-06-11 Adwait Godbole , Yatin A. Manerkar , Sanjit A. Seshia

Design patterns provide reusable solutions to recurring software design problems. Automatically detecting these patterns in source code can help bootstrap new developers' understanding of unfamiliar software system architectures, and can…

Software Engineering · Computer Science 2026-04-21 Oishik Chowdhury , Bastin Tony Roy Savarimuthu , Sherlock A. Licorish

The microservices architectural style offers many advantages such as scalability, reusability and ease of maintainability. As such microservices has become a common architectural choice when developing new applications. Hence, to benefit…

Software Engineering · Computer Science 2025-02-11 Khaled Sellami , Mohamed Aymen Saied , Ali Ouni

Technical debt has become a common metaphor for the accumulation of software design and implementation choices that seek fast initial gains but that are under par and counterproductive in the long run. However, as a metaphor, technical debt…

Software Engineering · Computer Science 2021-03-23 Jacinto Ramirez Lahti , Antti-Pekka Tuovinen , Tommi Mikkonen

This study investigates the impact of software design model capabilities and data structure algorithm abilities on microservices architecture design within enterprises. Utilizing a qualitative methodology, the research involved in-depth…

Software Engineering · Computer Science 2024-11-08 Jun Cui

Developers must comprehend the code they will maintain, meaning that the code must be legible and reasonably self-descriptive. Unfortunately, there is still a lack of research and tooling that supports developers in understanding their…

Software Engineering · Computer Science 2021-07-20 Anthony Peruma , Venera Arnaoudova , Christian D. Newman

Recent research has repeatedly shown that machine learning techniques can be applied to either whole files or file fragments to classify them for analysis. We build upon these techniques to show that for samples of un-labeled compiled…

Machine Learning · Statistics 2018-05-08 John Clemens

Performance antipatterns document bad design patterns that have negative influence on system performance. In our previous work we formalized such antipatterns as logical predicates that predicate on four views: (i) the static view that…

Software Engineering · Computer Science 2014-04-04 Antinisca Di Marco , Catia Trubiani

Building meaningful interoperation with external software units requires performing the conceptual interoperability analysis that starts with identifying the conceptual interoperability constraints of each software unit, then it compares…

Software Engineering · Computer Science 2018-12-06 Hadil Abukwaik , Mohammed Abufouda , Thejashree Nair , Dieter Rombach

A method of finding and classifying various components and objects in a design diagram, drawing, or planning layout is proposed. The method automatically finds the objects present in a legend table and finds their position, count and…

Computer Vision and Pattern Recognition · Computer Science 2022-04-29 Sourish Sarkar , Pranav Pandey , Sibsambhu Kar

Pattern languages are well-established in the software architecture community. Many different aspects of creating a software architecture are addressed by such languages. Thus, several pattern languages have to be considered when building a…

Software Engineering · Computer Science 2021-04-21 Frank Leymann , Johanna Barzen

In the past few years, computer vision and pattern recognition systems have been becoming increasingly more powerful, expanding the range of automatic tasks enabled by machine vision. Here we show that computer analysis of building images…

Computer Vision and Pattern Recognition · Computer Science 2023-06-22 Fan Wei , Yuan Li , Lior Shamir

Repository-scale code reasoning is a cornerstone of modern AI-assisted software engineering, enabling Large Language Models (LLMs) to handle complex workflows from program comprehension to complex debugging. However, balancing accuracy with…

Software Engineering · Computer Science 2026-03-04 Zhonghang Li , Zongwei Li , Yuxuan Chen , Han Shi , Jiawei Li , Jierun Chen , Haoli Bai , Chao Huang

Several companies are re-architecting their monolithic information systems with microservices. However, many companies migrated without experience on microservices, mainly learning how to migrate from books or from practitioners' blogs.…

Software Engineering · Computer Science 2019-08-22 Davide Taibi , Valentina Lenarduzzi , Claus Pahl

We describe lessons learned from developing and deploying machine learning models at scale across the enterprise in a range of financial analytics applications. These lessons are presented in the form of antipatterns. Just as design…

Effective building pattern recognition is critical for understanding urban form, automating map generalization, and visualizing 3D city models. Most existing studies use object-independent methods based on visual perception rules and…

Computer Vision and Pattern Recognition · Computer Science 2023-04-20 Zhiwei Wei , Yi Xiao , Wenjia Xu , Mi Shu , Lu Cheng , Yang Wang , Chunbo Liu