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Table of Contents
Introduction
Contributions
Background: If You're Not MAD
OLAP and Data Cubes
Databases and Statistical Packages
MapReduce and Parallel Programming
Data Mining and Analytics in the Database
Fox Audience Network
MAD Database Design
New Requirements
Getting More MAD
Data-Parallel Statistics
Vectors and Matrices
tf-idf and Cosine Similarity
Matrix Based Analytical Methods
Ordinary Least Squares
Conjugate Gradient
Functionals
Mann-Whitney U Test
Log-Likelihood Ratios
Resampling Techniques
MAD DBMS
Loading and Unloading
ETL and ELT
Data Evolution: Storage and Partitioning
MAD Programming
Directions and Reflections
When is the Future?
Acknowledgments
References