Results 21 to 30 of about 24,298 (249)

An artificial neural network−pharmacokinetic model and its interpretation using Shapley additive explanations

open access: yesCPT: Pharmacometrics & Systems Pharmacology, 2021
We developed a method to apply artificial neural networks (ANNs) for predicting time‐series pharmacokinetics (PKs), and an interpretable the ANN‐PK model, which can explain the evidence of prediction by applying Shapley additive explanations (SHAP).
Chika Ogami   +6 more
doaj   +1 more source

Shapley Values for Feature Selection: The Good, the Bad, and the Axioms

open access: yesIEEE Access, 2021
The Shapley value has become popular in the Explainable AI (XAI) literature, thanks, to a large extent, to a solid theoretical foundation, including four “favourable and fair” axioms for attribution in transferable utility games.
Daniel Fryer, Inga Strumke, Hien Nguyen
doaj   +1 more source

Exploring kinase family inhibitors and their moiety preferences using deep SHapley additive exPlanations

open access: yesBMC Bioinformatics, 2022
Background While it has been known that human protein kinases mediate most signal transductions in cells and their dysfunction can result in inflammatory diseases and cancers, it remains a challenge to find effective kinase inhibitor as drugs for these ...
You-Wei Fan   +6 more
doaj   +1 more source

Aero-Engine Health State Prediction Using EnsembleBRB-based SHapley Additive exPlanations Approach [PDF]

open access: yesJisuanji gongcheng
As an important aspect of engine health management, predicting the health state of aero-engines can provide quantitative basis for improving aircraft reliability and reducing engine maintenance costs.
YOU Yaqian, YAN Hui, SU Yaofeng, WANG Xiaoshuang, YAN Ruicheng
doaj   +1 more source

Explainable Deepfake and Spoofing Detection: An Attack Analysis Using SHapley Additive exPlanations

open access: yesThe Speaker and Language Recognition Workshop (Odyssey 2022), 2022
Accepted to Speaker Odyssey Workshop ...
Ge, Wanying   +2 more
openaire   +2 more sources

Investigation of feature contribution to shield tunneling-induced settlement using Shapley additive explanations method

open access: yesJournal of Rock Mechanics and Geotechnical Engineering, 2022
Accurate prediction of shield tunneling-induced settlement is a complex problem that requires consideration of many influential parameters. Recent studies reveal that machine learning (ML) algorithms can predict the settlement caused by tunneling ...
K.K. Pabodha M. Kannangara   +3 more
doaj   +1 more source

Explaining Deep Learning Models for Spoofing and Deepfake Detection with Shapley Additive Explanations

open access: yesICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022
Substantial progress in spoofing and deepfake detection has been made in recent years. Nonetheless, the community has yet to make notable inroads in providing an explanation for how a classifier produces its output. The dominance of black box spoofing detection solutions is at further odds with the drive toward trustworthy, explainable artificial ...
Ge, Wanying   +3 more
openaire   +2 more sources

Robotic Lever Manipulation using Hindsight Experience Replay and Shapley Additive Explanations [PDF]

open access: yes2021 European Control Conference (ECC), 2021
Published in proceedings of the European Control Conference ...
Sindre Benjamin Remman   +1 more
openaire   +2 more sources

Explaining multivariate molecular diagnostic tests via Shapley values

open access: yesBMC Medical Informatics and Decision Making, 2021
Background Machine learning (ML) can be an effective tool to extract information from attribute-rich molecular datasets for the generation of molecular diagnostic tests.
Joanna Roder   +3 more
doaj   +1 more source

Predicting Depression during the COVID-19 Pandemic Using Interpretable TabNet: A Case Study in South Korea

open access: yesMathematics, 2023
COVID-19 has further aggravated problems by compelling people to stay indoors and limit social interactions, leading to a worsening of the depression situation.
Hung Viet Nguyen, Haewon Byeon
doaj   +1 more source

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