Model Validity in Observers: When to Increase the Complexity of Your Model?
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Control Systems Technology"
DOI: 10.1109/tcst.2025.3545381
Abstract: Model validity is key to the accurate and safe behavior of autonomous vehicles. Using invalid vehicle models in different plan and control vehicle frameworks puts the stability of the vehicle and, thus, its safety at… read more here.
Keywords: model validity; vehicle; model; vehicle models ... See more keywords
A New Type of Model Validity Used in Linear Combining Forecasting Model
Sign Up to like & getrecommendations! Published in 2024 at "Journal of Mathematics"
DOI: 10.1155/jom/8823517
Abstract: When combining numerous individual forecasting models linearly, it is common to construct a measure of model validity based on AD() or APE(). Specifically, we generally construct model validity by using the mean and the standard… read more here.
Keywords: model validity; linear combining; combining forecasting; model ... See more keywords
Ten quick tips for ensuring machine learning model validity
Sign Up to like & getrecommendations! Published in 2024 at "PLOS Computational Biology"
DOI: 10.1371/journal.pcbi.1012402
Abstract: Author summary Artificial Intelligence (AI) and Machine Learning (ML) models are increasingly deployed on biomedical and health data to shed insights on biological mechanism, predict disease outcomes, and support clinical decision-making. However, ensuring model validity… read more here.
Keywords: quick tips; model validity; machine learning;