7 citations · 9 across the 4 of their papers we have counts for
4 papers
Self-Adaptation in Industry: A Survey
Danny Weyns, Ilias Gerostathopoulos, Nadeem Abbas +13
Computing systems form the backbone of many areas in our society, from manufacturing to traffic control, healthcare, and financial systems. When software plays a vital role in the…
Data Leakage in Notebooks: Static Detection and Better Processes
Chenyang Yang, Rachel A Brower-Sinning, Grace A. Lewis +1
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 overestimati…
Characterizing and Detecting Mismatch in Machine-Learning-Enabled Systems
Grace A. Lewis, Stephany Bellomo, Ipek Ozkaya
Increasing availability of machine learning (ML) frameworks and tools, as well as their promise to improve solutions to data-driven decision problems, has resulted in popularity of…
Component Mismatches Are a Critical Bottleneck to Fielding AI-Enabled Systems in the Public Sector
Grace A. Lewis, Stephany Bellomo, April Galyardt
The use of machine learning or artificial intelligence (ML/AI) holds substantial potential toward improving many functions and needs of the public sector. In practice however, inte…