... Kernel Methods for PatternAnalysis, Cambridge University Press, New York, NY, USA,2004.[10] L. Manevitz and M. Yousef, One- class SVMs for documentclassification,” Journal of Machine Learning Research, ... precision (PRC)plot for the different studied methods. We can notice thatthe proposed 1-SVM-based sound detection method outper-forms the others. Figures 6 and 7 illustrate the performanceof the ... rounds: after usingX data for learning and Y data for testing, we can use Ydata for learning and X data for testing. This procedureprovides more detection accuracy. For that reason, it is moreappropriate...