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Data science pipelines to train and evaluate models with machine learning may contain bugs just like any other code. Leakage between training and test data can lead to overestimating the model's accuracy during offline evaluations, possibly…

Software Engineering · Computer Science 2022-09-08 Chenyang Yang , Rachel A Brower-Sinning , Grace A. Lewis , Christian Kästner

Reaction time studies with computers investigate how and how quickly participants respond to changing sensory input. They promise simple and precise measurement of time and inputs and offer interesting insights into human behavior. However,…

Human-Computer Interaction · Computer Science 2024-01-09 Désirée Scholz , Linda Graefe , Thomas M. Prinz

Spreadsheet engineering adapts the lessons of software engineering to spreadsheets, providing eight principles as a framework for organizing spreadsheet programming recommendations. Spreadsheets raise issues inadequately addressed by…

Software Engineering · Computer Science 2024-12-31 Thomas A. Grossman

Science students must deal with the errors inherent to all physical measurements and be conscious of the necessity to express their as a best estimate and a range of uncertainty. Errors are routinely classified as statistical or systematic.…

Physics Education · Physics 2020-06-03 Martin Monteiro , Cecilia Stari , Cecilia Cabeza , Arturo C. Marti

Spreadsheet technology is a cornerstone of IT systems in most organisations. It is often the glue that binds more structured transaction-based systems together. Financial operations are a case in point where spreadsheets fill the gaps left…

Software Engineering · Computer Science 2011-11-30 Kevin McDaid , Ronan MacRuairi , Neil Clynch , Kevin Logue , Cian Clancy , Shane Hayes

Spreadsheets are widely used within companies and often form the basis for business decisions. Numerous cases are known where incorrect information in spreadsheets has lead to incorrect decisions. Such cases underline the relevance of…

Software Engineering · Computer Science 2015-03-16 Bas Jansen

Finding and fixing errors is a time-consuming task not only for novice programmers but also for expert programmers. Prior work has identified frequent error patterns among various levels of programmers. However, the differences in the…

Software Engineering · Computer Science 2024-04-01 Atsushi Shirafuji , Taku Matsumoto , Md Faizul Ibne Amin , Yutaka Watanobe

Code review is a widely-used practice in software development companies to identify defects. Hence, code review has been included in many software engineering curricula at universities worldwide. However, teaching code review is still a…

Software Engineering · Computer Science 2021-02-04 Chun Yong Chong , Patanamon Thongtanunam , Chakkrit Tantithamthavorn

Context: Conducting experiments is central to research machine learning research to benchmark, evaluate and compare learning algorithms. Consequently it is important we conduct reliable, trustworthy experiments. Objective: We investigate…

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

Spreadsheet computing is one of the more popular computing methodologies in today's modern society. The spreadsheet application's ease of use and usefulness has enabled non-programmers to perform programming-like tasks in a familiar setting…

Artificial Intelligence · Computer Science 2022-03-22 Ezana N. Beyenne

In recent years, researchers have proposed a number of automated tools to identify and improve floating-point rounding error in mathematical expressions. However, users struggle to effectively apply these tools. In this paper, we work with…

Human-Computer Interaction · Computer Science 2023-08-11 Edward Misback , Caleb C. Chan , Brett Saiki , Eunice Jun , Zachary Tatlock , Pavel Panchekha

Spreadsheets are one of the most widely used tools for end users. As a result, spreadsheets such as Excel are now included in many curricula. However, digital solutions for assessing spreadsheet assignments are still scarce in the teaching…

Computers and Society · Computer Science 2023-11-21 Sören Aguirre Reid , Frank Kammer , Jonas-Ian Kuche , Pia-Doreen Ritzke , Markus Siepermann , Max Stephan , Armin Wagenknecht

Since the calculation engine of Excel was the subject of a major upgrade to accommodate Dynamic Arrays in 2018 there has been a series of seismic changes to the art of building spreadsheet solutions. This paper will show the ad-hoc end user…

Software Engineering · Computer Science 2023-09-04 Peter Bartholomew

Context: Empirical Software Engineering (ESE) drives innovation in SE through qualitative and quantitative studies. However, concerns about the correct application of empirical methodologies have existed since the 2006 Dagstuhl seminar on…

A business case study on how three simple guidelines: 1. Make it easy to check (and maintain) 2. Make it safe to use 3. Keep business logic out of code changed user attitudes and improved spreadsheet quality in a financial services…

Human-Computer Interaction · Computer Science 2010-09-30 Dermot Balson

For software interacting directly with real-world end-users, it is common practice to script scenario tests validating the system's compliance with a number of its features. However, these do not accommodate the replication of the type of…

Software Engineering · Computer Science 2022-08-26 Pasquale Salza , Marco Edoardo Palma , Harald C. Gall

[Background] Nowadays, there is a massive growth of data volume and speed in many types of systems. It introduces new needs for infrastructure and applications that have to handle streams of data with low latency and high throughput.…

Software Engineering · Computer Science 2019-09-25 Alexandre Vianna , Waldemar Ferreira , Kiev Gama

The difference between surface and deep structures of a spreadsheet is a major cause of difficulty in checking spreadsheets. After a brief survey of current methods of checking (or debugging) spreadsheets, new visual methods of showing the…

Human-Computer Interaction · Computer Science 2008-05-16 Ying Chen , Hock Chuan Chan

A substantial fraction of the time that computational modellers dedicate to developing their models is actually spent trouble-shooting and debugging their code. However, how this process unfolds is seldom spoken about, maybe because it is…

Computational Engineering, Finance, and Science · Computer Science 2022-11-04 Ester Comellas , Jean-Paul Pelteret , Wolfgang Bangerth