Title of article :
Alcohol consumption detection through behavioural analysis using intelligent systems
Author/Authors :
Robinel، نويسنده , , Audrey and Puzenat، نويسنده , , Didier، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2014
Abstract :
We describe in this paper a new methodology for blood alcohol content (BAC) estimation of a subject. Rather than using external devices to determine the BAC value of a subject, we perform a behaviour analysis of this subject using intelligent systems. We monitor the user’s actions in an ordinary task and label those data to various measured BAC values. The obtained data-set is then used to train learning systems to detect alcoholic consumption and perform BAC estimation. We obtain good results on a mono-user base, and lower results with multiple users. We improve the results by combining multiple classifiers and regression algorithms.
Keywords :
instrumentation , Automated behavioural analysis , Blood alcohol content , Intelligent systems , human computer interface , Artificial neural networks
Journal title :
Expert Systems with Applications
Journal title :
Expert Systems with Applications