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2017 – 2018 IEEE Project DRIMUX: Dynamic Rumor Influence Minimization with User Experience in Social Networks Abstract: With the soaring development of large scale online social networks, online information sharing is becoming ubiquitous everyday. Various information is propagating through online social networks including both the positive and negative. In this paper, we focus on the negative information problems such as the online rumors. Rumor blocking is a serious problem in large-scale social networks. Malicious rumors could cause chaos in society and hence need to be blocked as soon as possible after being detected. In this paper, we propose a model of dynamic rumor influence minimization with user experience (DRIMUX). Our goal is to minimize the influence of the rumor (i.e., the number of users that have accepted and sent the rumor) by blocking a certain subset of nodes. A dynamic Ising propagation model considering both the global popularity and individual attraction of the rumor is presented based on realistic scenario. In addition, different from existing problems of influence minimization, we take into account the constraint of user experience utility. Specifically, each node is assigned a tolerance time threshold. If the blocking time of each user exceeds that threshold, the utility of the network will decrease. Under this constraint, we then formulate the problem as a network inference problem with survival theory, and propose solutions based on maximum likelihood principle. Experiments are implemented based on large-scale real world networks and validate the effectiveness of our method.

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32 Interesting Facts about Social Media [2017] Things to Know about Social Sites 1. Stanford Grads, Kevin Systrom and Mike Krieger founded Instagram in 2010. 2. Facebook purchased the company two years later in 2012 for $1 billion in cash and stock. 3. When it was bought by Facebook, Instagram only had 13 employees. 4. 70% of Instagram users check it at least once a day. 5. 40% of Instagrams global users live in the United States. 6. In a month, active people on Facebook is roughly equivalent to the entire population of India, the worlds second most-populous country 7. The bird featured in Twitters iconic logo and branding is called Larry. Named after former NBA player and Hall of Famer, Larry Bird, who played the Boston Celtics. Because it is the Twitter co-founder Biz Stone’s home-state team of course. 8. Approximately 82% of world leaders have Twitter accounts. 9. Instagram launched on October 6, 2010. By December 21, 2010, the service had more than 1 million users. It took Twitter more than two years to accomplish this level of growth. 10. New York City is the most frequently geotagged city on Instagram (source), and Times Square is the second-most geotagged place. 11. 93% of marketers are using social media. 12. Social networks earned an estimated $8.3 billion from advertising in 2015 13. 90% of Instagram users are younger than 35 14. 30% of US teens cite Instagram as their favourite social network 15. 800 to 900 million people log onto Facebook every day 16. Thats 432,000 new Facebook profile pages are created in 24-hours. 17. Between 1pm-3pm is when the average daily user of Facebook is going to feed their addiction. 18. There are even 83 million fake profiles that have been created. 19. most people admitted to difficulties in relationships because of confrontational online behaviour 20. Fridays are Facebook’s Best Day for Engagement 21. There are 1.65 billion active mobile social accounts globally with 1 million new active mobile social users added every day. 22. Visual content is more than 40 times more likely to get shared on social media than other types of content. 23. There were over 4.4 million videos uploaded directly to Facebook in February 2016, generating over 199 billion views. 24. The best time to post on Facebook is 3:00 p.m. on Wednesday. Other optimal times include 12:00 to 1:00 p.m. on Saturdays and Sundays and 1:004:00 p.m. on Thursdays and Fridays. 25. 75% of male internet users are on Facebook where 83% are female internet users. 26. Female internet users are more likely to use Instagram than men 27. Katy Perry has the most worldwide twitter followers, at 94.65 million 28. More than half of all YouTube views are on mobile devices. 29. More than 56% of online adults use more than one social media platform. 30. Tweets with images receive 18% more clicks than tweets without images. 31. 100 million food and 146 fashion boards exist on Pinterest. 32. Pizza is the most widely instagrammed food. Social Media Facts To Blow Your Mind Amazing Social Media Statistics and Facts 32 Interesting Internet Addiction Statistics Amazing Social Media Statistics You Should Know in 2017 32 Fun and Interesting Twitter Facts Really interesting but shocking facts about Facebook Interesting Facts & Information Amazing Facts About Instagram Facts About Instagram That You Should Definitely Know Fascinating YouTube Facts That May Surprise You Mind-Blowing Facts And Numbers Surprising Facts That You Probably Didn’t Know

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