A Statistical Solution to The `Variety' Problem

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A Statistical Solution to The `Variety' Problem
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  A Statistical Solution to The ‘Variety’ ProblemDeep Mukhopadhyay Department of StatisticsTemple University deep@temple.edu Joint work with Emanuel Parzen Feb 22, 2014 Deep (Statistics@Fox) LP STATISTICAL SCIENCE Feb 2014 1 / 32  The Mixed Data Problem “Today’s Big Data Challenge Stems From Variety, Not Volume or Velocity” Variety Problem: Framework  Simultaneously   Model Mixed Data Types. “Of the famous big data Vs, it’s the variety in data that holds the most potential for exploitation.”“Variety Is the  Unsolved Problem in Big Data, especially difficult to solve Programmatically ” Design Scalable and Viable ‘Mixed Data Algorithm’ Is ‘Variety’ is solely a Big Data Problem ?  The Mixed Data Problem “Today’s Big Data Challenge Stems From Variety, Not Volume or Velocity” Variety Problem: Framework  Simultaneously   Model Mixed Data Types. “Of the famous big data Vs, it’s the variety in data that holds the most potential for exploitation.”“Variety Is the  Unsolved Problem in Big Data, especially difficult to solve Programmatically ” Design Scalable and Viable ‘Mixed Data Algorithm’ Is ‘Variety’ is solely a Big Data Problem ?  The Mixed Data Problem “Today’s Big Data Challenge Stems From Variety, Not Volume or Velocity” Variety Problem: Framework  Simultaneously   Model Mixed Data Types. “Of the famous big data Vs, it’s the variety in data that holds the most potential for exploitation.”“Variety Is the  Unsolved Problem in Big Data, especially difficult to solve Programmatically ” Design Scalable and Viable ‘Mixed Data Algorithm’ Is ‘Variety’ is solely a Big Data Problem ?  The Mixed Data Problem “Today’s Big Data Challenge Stems From Variety, Not Volume or Velocity” Variety Problem: Framework  Simultaneously   Model Mixed Data Types. “Of the famous big data Vs, it’s the variety in data that holds the most potential for exploitation.”“Variety Is the  Unsolved Problem in Big Data, especially difficult to solve Programmatically ” Design Scalable and Viable ‘Mixed Data Algorithm’ Is ‘Variety’ is solely a Big Data Problem ?
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