%0 Conference Paper %B 7th IEEE International Conference on Development and Learning, 2008. ICDL 2008 %D 2008 %T Automatic cry detection in early childhood education settings %A Ruvolo, P. %A Movellan, J. %K Acoustic noise %K auditory moods %K automatic cry detection %K behavioural sciences computing %K Deafness %K early childhood education settings %K education %K Educational robots %K Emotion recognition %K human coders %K Humans %K learning (artificial intelligence) %K Machine Learning %K Mood %K preschool classrooms %K Prototypes %K Robustness %K Working environment noise %X
We present results on applying a novel machine learning approach for learning auditory moods in natural environments [1] to the problem of detecting crying episodes in preschool classrooms. The resulting system achieved levels of performance approaching that of human coders and also significantly outperformed previous approaches to this problem [2].
%B 7th IEEE International Conference on Development and Learning, 2008. ICDL 2008 %I IEEE %C Monterey, CA %8 08/2008 %@ 978-1-4244-2661-4 %G eng %M 10367600