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Developers use logging statements to track software runtime behaviors and system status. Yet, unclear or misleading logs can hide true execution patterns and hinder software maintenance. Current research on logging statement issues is…

Software Engineering · Computer Science 2025-04-23 Renyi Zhong , Yichen Li , Jinxi Kuang , Wenwei Gu , Yintong Huo , Michael R. Lyu

The paper describes some basic approaches to detection of bottlenecks in composite (modular) systems. The following basic system bottlenecks detection problems are examined: (1) traditional quality management approaches (Pareto chart based…

Artificial Intelligence · Computer Science 2013-06-04 Mark Sh. Levin

A vigorous and growing set of technical debt analysis tools have been developed in recent years -- both research tools and industrial products -- such as Structure 101, SonarQube, and DV8. Each of these tools identifies problematic files…

Software Engineering · Computer Science 2021-03-09 Jason Lefever , Yuanfang Cai , Humberto Cervantes , Rick Kazman , Hongzhou Fang

In recent years, security incidents stemming from centralization defects in smart contracts have led to substantial financial losses. A centralization defect refers to any error, flaw, or fault in a smart contract's design or development…

Software Engineering · Computer Science 2024-11-18 Zewei Lin , Jiachi Chen , Jiajing Wu , Weizhe Zhang , Zibin Zheng

Several software defect prediction techniques have been developed over the past decades. These techniques predict defects at the granularity of typical software assets, such as components and files. In this paper, we investigate…

Software Engineering · Computer Science 2021-04-14 Mukelabai Mukelabai , Stefan Strüder , Daniel Strüber , Thorsten Berger

Almost every software system provides configuration options to tailor the system to the target platform and application scenario. Often, this configurability renders the analysis of every individual system configuration infeasible. To…

Software Engineering · Computer Science 2016-02-17 Flávio Medeiros , Christian Kästner , Márcio Ribeiro , Rohit Gheyi , Sven Apel

Modern software systems often rely on conditional compilation to support optional features and multiple deployment scenarios. In configurable systems, compilation errors may arise only under specific combinations of features, remaining…

Software Engineering · Computer Science 2026-01-26 Rohit Gheyi , Lucas Albuquerque , Márcio Ribeiro , Eduardo Almeida , Danyllo Albuquerque , Mirko Perkusich

Debugging is considered as a rigorous but important feature of software engineering process. Since more than a decade, the software engineering research community is exploring different techniques for removal of faults from programs but it…

Software Engineering · Computer Science 2018-03-13 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H. Miraz

Predicting the number of defects in a project is critical for project test managers to allocate budget, resources, and schedule for testing, support and maintenance efforts. Software Defect Prediction models predict the number of defects in…

Software Engineering · Computer Science 2023-06-16 Susmita Haldar , Luiz Fernando Capretz

Just-in-Time software defect prediction (JIT-SDP) plays a critical role in prioritizing risky code changes during code review and continuous integration. However, existing datasets often suffer from noisy labels and low precision in…

Software Engineering · Computer Science 2026-04-06 Doha Nam , Taehyoun Kim , Duksan Ryu , Jongmoon Baik

Background. Jupyter notebooks are one of the main tools used by data scientists. Notebooks include features (configuration scripts, markdown, images, etc.) that make them challenging to analyze compared to traditional software. As a result,…

Software Engineering · Computer Science 2025-07-28 Wenyuan Jiang , Diany Pressato , Harsh Darji , Thibaud Lutellier

Defect prediction has been a popular research topic where machine learning (ML) and deep learning (DL) have found numerous applications. However, these ML/DL-based defect prediction models are often limited by the quality and size of their…

Software Engineering · Computer Science 2023-07-26 Parvez Mahbub , Ohiduzzaman Shuvo , Mohammad Masudur Rahman

Accurate classification of software bugs is essential for improving software quality. This paper presents a rule-based automated framework for classifying issues in quantum software repositories by bug type, category, severity, and impacted…

Software Engineering · Computer Science 2025-12-23 Mir Mohammad Yousuf , Shabir Ahmad Sofi

Despite huge software engineering efforts and programming language support, resource and memory leaks are still a troublesome issue, even in memory-managed languages such as Java. Understanding the properties of leak-inducing defects, how…

Software Engineering · Computer Science 2019-12-17 Mohammadreza Ghanavati , Diego Costa , Janos Seboek , David Lo , Artur Andrzejak

Deep learning had been used in program analysis for the prediction of hidden software defects using software defect datasets, security vulnerabilities using generative adversarial networks as well as identifying syntax errors by learning a…

Software Engineering · Computer Science 2019-07-16 Venkatesh Theru Mohan , Ali Jannesari

Security vulnerabilities present in a code that has been written in diverse programming languages are among the most critical yet complicated aspects of source code to detect. Static analysis tools based on rule-based patterns usually do…

Cryptography and Security · Computer Science 2025-08-19 Hael Abdulhakim Ali Humran , Ferdi Sonmez

Failure studies are important in revealing the root causes, behaviors, and life cycle of defects in software systems. These studies either focus on understanding the characteristics of defects in specific classes of systems or the…

Software Engineering · Computer Science 2022-09-23 Paschal C. Amusuo , Aishwarya Sharma , Siddharth R. Rao , Abbey Vincent , James C. Davis

As software systems become more complex and configurable, more performance problems tend to arise from the configuration designs. This has caused some configuration options to unexpectedly degrade performance which deviates from their…

Software Engineering · Computer Science 2025-04-16 Youpeng Ma , Tao Chen , Ke Li

The knowledge engineering bottleneck is still a major challenge in configurator projects. In this paper we show how recommender systems can support knowledge base development and maintenance processes. We discuss a couple of scenarios for…

Information Retrieval · Computer Science 2021-02-17 Alexander Felfernig , Stefan Reiterer , Martin Stettinger , Florian Reinfrank , Michael Jeran , Gerald Ninaus

The same defect can be rediscovered by multiple clients, causing unplanned outages and leading to reduced customer satisfaction. In the case of popular open source software, high volume of defects is reported on a regular basis. A large…

Software Engineering · Computer Science 2017-06-14 Mefta Sadat , Ayse Basar Bener , Andriy V. Miranskyy
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