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Finally, we will also provide concrete examples of urban informatics applications. Recent years have seen the automatic construction of very large knowledge bases, such as DBpedia, Freebase, Nell and Yago, as well as industrial knowledge graphs at Google, Microsoft, Bloomberg, Walmart, and others.
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Such big geo-social data Wsb only collectively represents diverse kinds of real-world human activities, but also serves as a handy resource for various geo-social applications. In this tutorial, we aim to present the recent advances on geo-social media analytics in a systematic manner, consisting of five parts: a properties of geo-social networks, which unveil the relationships between human mobility ses social structures; b geo-social link prediction, using geographical, mobility, activity features with various inference models; c location recommendation, leveraging personal, social, contextual, geographical, and content information; d geo-social influence propagation and maximization; and e connecting online and offline social networks for revisiting conventional SNA wisdom and developing applications that bridge virtual and physical social worlds.
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We propose an entry level 3-hour tutorial, which will give an Wsb of basic principles of network analytics and how to use SNAP for network analytics in real world scenarios.
SNAP is being used widely in studies of Web-based and other large scale networks. All software is freely available under a liberal open source license. All datasets discussed are publicly available for download from the Web. Hundreds of copies of software and datasets are downloaded each month.
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Prostate stimulation by tens this tutorial, we survey the state-of-the-art in zex of mining mobility data across different application Wfb such as ads, geo-social, privacy and security. Our tutorial consists of three parts. We conclude by showcasing the opportunities for new data collection techniques and new data mining methods to meet Web sex tutorial challenges and applications that are unique to the mobile arena e.
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