<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Maritime shift workers sleepiness detection system with multi-modality cues"^^ . "Sleepiness has been recognized as a causal factor in many round-the-clock industries. While individuals can subjectively express their momentary sleepiness level, sleepiness-related contextual factors (CF) can influence their perception of sleepiness and cognitive performance. In this paper, the self-reported sleepiness value (vSRS) was improved by transforming it into a kernel density estimate and the assignment of the class�s score is done using a likelihood ratio test (IvSRS). We integrated multiple CF and IvSRS to model sleepiness using a Bayesian network (BN). The BN produced a single probability estimate calculated based on the prior and posterior probability of the CF and IvSRS. The results showed IvSRS performed better (p < 0.05) in classifying sleepiness to three states, compared to non-modified vSRS. Considering each CF and IvSRS as stand alone indicators, integrating all these information under a BN significantly improved the systems performance (p � 0.05). In addition to being able to function well in the event of missing vSRS, the proposed system has a prediction horizon of 12 h, with F1-measure > 78. © 2019 Institute of Electrical and Electronics Engineers Inc.. All rights reserved."^^ . "2019" . . "7" . . "Institute of Electrical and Electronics Engineers Inc."^^ . . . "IEEE Access"^^ . . . "21693536" . . . . . . . . . . . . . . . . "M.A."^^ . "Short"^^ . "M.A. Short"^^ . . "N.M."^^ . "Saad"^^ . "N.M. Saad"^^ . . "T.B."^^ . "Tang"^^ . "T.B. Tang"^^ . . "R.P."^^ . "Balandong"^^ . "R.P. Balandong"^^ . . . . . "HTML Summary of #11860 \n\nMaritime shift workers sleepiness detection system with multi-modality cues\n\n" . "text/html" . .