caa a22 4500 477073018 CHVBK 20180405111431.0 cr unu---uuuuu 170330e19960601xx s 000 0 eng 10.1007/BF01413745 doi (NATIONALLICENCE)springer-10.1007/BF01413745 Producing a neural network for monitoring driver alertness from steering actions [Elektronische Daten] [Kevin Swingler, Leslie Smith] There is a limit to the accuracy with which we can predict a person's state of alertness from their behaviour. Driver behaviour and alertness are, however, clearly related, and this should allow us to build a predictive model. For such a model to be of use it must be very general in its ability. Such generality is available at the expense of accuracy and a trade-off between overall error rate and quantity of usable predictions must consequently be made. This paper discusses a set of methods which were applied to the task of building a neural network based system for predicting driver alertness from steering behaviour. We show how an acceptable level of generality was achieved and how the trade-off between error rate and quantity of usable predictions was managed. Springer-Verlag London Limited, 1996 Generalisation nationallicence Complexity nationallicence Error reject trade-off nationallicence System monitoring nationallicence Temporal processing nationallicence Swingler Kevin Centre for Cognitive and Computational Neuroscience, Stirling University, FK9 4LA, Stirling, Scotland aut Smith Leslie Centre for Cognitive and Computational Neuroscience, Stirling University, FK9 4LA, Stirling, Scotland aut Neural Computing & Applications Springer-Verlag 4/2(1996-06-01), 96-104 0941-0643 4:2<96 1996 4 521 https://doi.org/10.1007/BF01413745 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/BF01413745 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Swingler Kevin Centre for Cognitive and Computational Neuroscience, Stirling University, FK9 4LA, Stirling, Scotland aut NATIONALLICENCE 700 1- Smith Leslie Centre for Cognitive and Computational Neuroscience, Stirling University, FK9 4LA, Stirling, Scotland aut NATIONALLICENCE 773 0- Neural Computing & Applications Springer-Verlag 4/2(1996-06-01), 96-104 0941-0643 4:2<96 1996 4 521 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer