This report presents work done on classification and segmentation of cinematic sound employing support vector machines (svm) with sequential minimal optimization (smo). Speech, music, environmental sound and silence, plus all pairwise combinations, are considered as classes. A model considering simple adjacency rules and probabilistic output from logistic regression is used for segmenting fixed...