Clinical implementation of AI technologies will require interpretable AI models.
Sign Up to like & getrecommendations! Published in 2019 at "Medical physics"
DOI: 10.1002/mp.13891
Abstract: Artificial intelligence (AI) technologies have been heavily investigated in recent years in various contexts of science and technology. AI models are known to be powerful tools to help us resolve complex problems even though most… read more here.
Keywords: require interpretable; implementation technologies; interpretable models; clinical implementation ... See more keywords
Flexible and Interpretable Models for Survival Data
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Computational and Graphical Statistics"
DOI: 10.1080/10618600.2019.1592758
Abstract: Abstract As data sets continue to increase in size, there is growing interest in methods for prediction that are both flexible and interpretable. A flurry of recent work on this topic has focused on additive… read more here.
Keywords: interpretable models; flexible interpretable; models survival; survival data ... See more keywords
Magnetoencephalography Decoding Transfer Approach: From Deep Learning Models to Intrinsically Interpretable Models
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2024.3365051
Abstract: When decoding neuroelectrophysiological signals represented by Magnetoencephalography (MEG), deep learning models generally achieve high predictive performance but lack the ability to interpret their predicted results. This limitation prevents them from meeting the essential requirements of… read more here.
Keywords: deep learning; knowledge; learning models; interpretable models ... See more keywords
Uncover: Toward Interpretable Models for Detecting New Star Cluster Members.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on visualization and computer graphics"
DOI: 10.1109/tvcg.2022.3172560
Abstract: In this design study, we present Uncover, an interactive tool aimed at astronomers to find previously unidentified member stars in stellar clusters. We contribute data and task abstraction in the domain of astronomy and provide… read more here.
Keywords: detecting new; models detecting; uncover toward; toward interpretable ... See more keywords