Model Review: A PROMISEing Opportunity
PROMISE 2023: Proceedings of the 19th International Conference on Predictive Models and Data Analytics in Software Engineering(2023)
摘要
To make models more understandable and correctable, I propose
that the PROMISE community pivots to the problem of model review.
Over the years, there have been many reports that very simple mod-
els can perform exceptionally well. Yet, where are the researchers
asking “say, does that mean that we could make software analytics
simpler and more comprehensible?” This is an important question,
since humans often have difficulty accurately assessing complex
models (leading to unreliable and sometimes dangerous results). Prior PROMISE results have shown that data mining can effectively summarizing large models/ data sets into simpler and smaller
ones. Therefore, the PROMISE community has the skills and experience needed to redefine, simplify, and improve the relationship
between humans and AI.
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关键词
model,review,opportunity
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