Data Mining

Today, YouTube is the largest user-driven video capability provider in the world; it has turn tail a major(ip)(ip) political platform for disseminating multimedia information. A major contribution to its success comes from the user-touser social experience that differentiates it from traditional business line mobilizeers. This work examines the social vane aspect of YouTube by snout the fullscale YouTube subscription graph, comment graph, and video capacitance corpus. We ?nd YouTube to deviate signi?cantly from meshwork characteristics that mark traditional online social networks, such(prenominal) as homophily, reciprocal linking, and assortativity. However, examine to reported characteristics of another bailiwick-driven online social network, Twitter, YouTube is remarkably similar. Examining the social and content facets of user popularity, we ?nd a stronger correlation between a users social popularity and his/her most popular content as irrelevant to typical content popularity. Finally, we demonstrate an activity of our measurements for classifying YouTube Partners, who are selected users that plowshare YouTubes advertisement revenue. Results are motivation despite the exceedingly imbalanced nature of the classi?cation problem. Introduction YouTube is a key international platform for socially-enabled media diffusion.

According to public statistics, more(prenominal) than 48 hours of video content is uploaded every minute and 3 billion views are generated every day. To equilibrate the content broadcast/consume experience, YouTube connects seamlessly with ma jor online social networks (OSNs) such as F! acebook, Twitter, and Google+ to help oneself off-site diffusion. In fact, 12 million users keep nates linked their YouTube account with at least one such OSN for auto-sharing, and more than 150 years of YouTube content is watched on Facebook every day. more(prenominal) importantly, YouTube serves as a popular social network on its own, connecting registered users through subscriptions that notify subscribers of social and...If you want to get a full essay, order it on our website: BestEssayCheap.com

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