February 16, 2014

TSK - Chapter 3 - Exploring Data

Data exploration is a preliminary exploration of the data to better understand its characteristics.

  • 3 Exploring Data
    • 3.1 The Iris Data Set
    • 3.2 Summary Statistics
      • 3.2.1 Frequencies and the Mode
      • 3.2.2 Percentiles
      • 3.2.3 Measures of Location : Mean and Median
      • 3.2.4 Measure of Spread : Range and Variance
      • 3.2.5 Multivariate Summary Statistics
      • 3.2.6 Other ways to Summarize the Data
    • 3.3 Visualization
      • 3.3.1 Motivations for Visualization
      • 3.3.2 General Concepts
      • 3.3.3 Techniques
      • 3.3.4 Visualizing Higher dimensional data
      • 3.3.5 Do's and Don'ts
    • 3.4 OLAP and Multidimensional Analysis
      • Representing Iris data as a multidimensional array
      • Multidimensional data : The General Case
      • Analyzing multidimensional data
      • Final comments on multidimensional data

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