1. A computing device comprising: a processor; and a memory coupled to the processor, the memory comprising components executable by the processor, the components comprising: a training component to train a commercial content classification model using a kernel support vector machine; an analyzing component to analyze program data using the commercial content classification model and one or more of single-side left neighborhood(s) and right neighborhood(s) of program data segments, the analyzing component classifying respective ones of the program data segments as commercial or non-commercial; and wherein the program data comprises one or more of video and audio data.