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We present an analytic provenance data repository that can be used to study human analysis activity, thought processes, and software interaction with visual analysis tools during exploratory data analysis. We conducted a series of user…

Human-Computer Interaction · Computer Science 2018-01-17 Sina Mohseni , Andrew Pachuilo , Ehsanul Haque Nirjhar , Rhema Linder , Alyssa Pena , Eric D. Ragan

Software logs record system activities, aiding maintainers in identifying the underlying causes for failures and enabling prompt mitigation actions. However, maintainers need to inspect a large volume of daily logs to identify the anomalous…

Software Engineering · Computer Science 2023-08-16 Yintong Huo , Cheryl Lee , Yuxin Su , Shiwen Shan , Jinyang Liu , Michael R. Lyu

Complex software systems evolve frequently, e.g., when introducing new features or fixing bugs during maintenance. However, understanding the impact of such changes on system behavior is often difficult. Many approaches have thus been…

Software Engineering · Computer Science 2020-01-09 Thomas Krismayer , Michael Vierhauser , Rick Rabiser , Paul Grünbacher

When learning cybersecurity, operating systems, or networking, students perform practical tasks using a broad range of command-line tools. Collecting and analyzing data about the command usage can reveal valuable insights into how students…

Cryptography and Security · Computer Science 2021-12-22 Valdemar Švábenský , Jan Vykopal , Daniel Tovarňák , Pavel Čeleda

Large language models (LLMs) for code editing have achieved remarkable progress, yet recent empirical studies reveal a fundamental disconnect between technical accuracy and developer productivity. Despite their strong benchmark performance,…

Software Engineering · Computer Science 2026-04-09 Chenyan Liu , Yun Lin , Jiaxin Chang , Jiawei Liu , Binhang Qi , Bo Jiang , Zhiyong Huang , Jin Song Dong

Software developers maintain extensive mental models of code they produce and its context, often relying on memory to retrieve or reconstruct design decisions, edge cases, and debugging experiences. These missing links and data obstruct…

Software Engineering · Computer Science 2025-04-29 Edward Misback , Erik Vank , Zachary Tatlock , Steven Tanimoto

Logs provide users with useful insights to help with a variety of development and operations tasks. The problem is that logs are often unstructured, making their analysis a complex task. This is mainly due to the lack of guidelines and best…

Software Engineering · Computer Science 2021-11-01 Issam Sedki , Abdelwahab Hamou-Lhadj , Otmane Ait-Mohamed

One of the main challenges that developers face when testing their systems lies in engineering test cases that are good enough to reveal bugs. And while our body of knowledge on software testing and automated test case generation is already…

Software Engineering · Computer Science 2021-11-09 Maurício Aniche , Christoph Treude , Andy Zaidman

Predicting program behavior without execution is a critical task in software engineering. Existing models often fall short in capturing the dynamic dependencies among program elements. To address this, we present CodeFlow, a novel machine…

Software Engineering · Computer Science 2025-02-11 Cuong Chi Le , Hoang Nhat Phan , Huy Nhat Phan , Tien N. Nguyen , Nghi D. Q. Bui

Large language model (LLM)-based coding assistants have made substantial progress, yet most systems remain reactive, requiring developers to explicitly formulate their needs. Proactive coding assistants aim to infer latent developer intent…

Software Engineering · Computer Science 2026-05-08 Lehui Li , Ruixuan Jia , Guo-Ye Yang , Jia Li

Decision mining enables the discovery of decision rules from event logs or streams, and constitutes an important part of in-depth analysis and optimisation of business processes. So far, decision mining has been merely applied in an ex-post…

Artificial Intelligence · Computer Science 2023-03-08 Beate Scheibel , Stefanie Rinderle-Ma

Lessons learned (LL) records constitute the software organization memory of successes and failures. LL are recorded within the organization repository for future reference to optimize planning, gain experience, and elevate market…

Software Engineering · Computer Science 2021-10-12 Tamer Mohamed Abdellatif , Luiz Fernando Capretz , Danny Ho

Logging -- used for system events and security breaches to describe more informational yet essential aspects of software features -- is pervasive. Given the high transactionality of today's software, logging effectiveness can be reduced by…

Software Engineering · Computer Science 2022-07-20 Yiming Tang , Allan Spektor , Raffi Khatchadourian , Mehdi Bagherzadeh

With the servitization of business, understanding how users experience services becomes a crucial success factor for companies. Therefore, there is a need to include feedback from user experiences in the software engineering process.…

Software Engineering · Computer Science 2026-04-07 Paul Kobialka , Andrea Pferscher , Bernhard K. Aichernig , Einar Broch Johnsen , Silvia Lizeth Tapia Tarifa

When a group of people strives to understand new information, struggle ensues as various ideas compete for attention. Steep learning curves are surmounted as teams learn together. To understand how these team dynamics play out in software…

Social and Information Networks · Computer Science 2019-07-11 Pamela Bilo Thomas , Rachel Krohn , Tim Weninger

Exceptions allow developers to handle error cases expected to occur infrequently. Ideally, good test suites should test both normal and exceptional behaviors to catch more bugs and avoid regressions. While current research analyzes…

Software Engineering · Computer Science 2026-02-06 Andre Hora , Gordon Fraser

All methodologies for detecting plagiarism to date have focused on the final digital "outcome", such as a document or source code. Our novel approach takes the creation process into account using logged events collected by special software…

Other Computer Science · Computer Science 2017-07-21 Johannes Schneider , Avi Bernstein , Jan Vom Brocke , Kostadin Damevski , David C. Shepherd

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

Software Engineering · Computer Science 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

Execution logs are a crucial medium as they record runtime information of software systems. Although extensive logs are helpful to provide valuable details to identify the root cause in postmortem analysis in case of a failure, this may…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-20 Sina Gholamian , Paul A. S. Ward

TODO comments are widely used by developers to remind themselves or others about incomplete tasks. In other words, TODO comments are usually associated with temporary or suboptimal solutions. In practice, all the equivalent suboptimal…

Software Engineering · Computer Science 2024-05-13 Zhipeng Gao , Yanqi Su , Xing Hu , Xin Xia
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