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Data Mining with Big data,What is ?,Data Miningcomputational process of discovering patterns in large data sets Big Datait is the term for a collection of data sets so large and complex that it becomes difficult to process data has exponential growth, both structured and unstructured,How much Data does exist?,2.5 quintillion bytes of data are created EVERY DAY IBM: 90 percent of the data in the world today were produced with past two yearsForms of Data?,Big Data Examples,October 4th, 2012, the first presidential debateFlicker and its photos,Problem!,Data has grown tremendouslyThis large amount of data is beyond the of software tools to manageExploring the large volume of data and extracting useful information and knowledge is a challenge, and sometimes, it is almost infeasible,HACE Theorem,Heterogeneous, Autonomous, Complex, EvolvingBig data starts with large volume, heterogeneous, autonomous sources with distributed and decentralized control, and seeks to explore complex and evolving relationships among dataThese are characteristics of Big DataThis is theorem to model Big Data characteristics,Huge Data with heterogeneous and diverse dimensionality represent huge volume of data Autonomous sources with distributed and decentralized control main characteristics of Big DataComplex and evolving relationships,Data Mining Challenges with Big Data,Big Data Mining PlatformDig Data Semantics and Application KnowledgeInformation Sharing and Data PrivacyDomain and Application KnowledgeBig Data Mining AlgorithmLocal Learning and Model Fusion for Multiple Information Sources mining from Sparse, Uncert
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