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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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