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In the work we have presented an automatic video tagging system that can help us to label and organize a large number of online videos uploaded to YouTube. The proposed system is based on the use of machine learning techniques, together with the application of some graph techniques, to cluster videos into groups of similar videos, and to classify the tags that have been assigned to each video, in order to determine which tags are the most important for a given video. In this work, we have considered that the video tags are the most important information for the user. Thus, the goal is to use the most important tags for each video, that is, those that allow to cluster it into the most relevant group of videos. According to the results obtained with different clustering methods, the best results were reached when using the above-mentioned graph techniques, which allow to cluster videos into groups of similar videos in a way that makes easier the organization of the video collection.
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