Beginner's Guide to Principal Components: Applications with Microsoft Excel

Beginner's Guide to Principal Components: Applications with Microsoft Excel
PDF
  • eBook:
    Beginner's Guide to Principal Components: Applications with Microsoft Excel
  • Author:
    KILEM GWET
  • Edition:
    -
  • Categories:
  • Data:
    November 10, 2020
  • ISBN:
    0970806256
  • ISBN-13:
    9780970806253
  • Language:
    English
  • Pages:
    146 pages
  • Format:
    PDF

Book Description
The Beginner’s Guide to Principal Components is a book that introduces beginner readers to the field of principal component analysis. Principal component analysis was invented in the beginning of the twentieth century and has been extensively used by statisticians and social scientists. It has found new applications in the era of big data and artificial intelligence. With a growing number of users of principal component analysis, comes the need to present the materials for a broader audience with limited mathematical background, but with a clear desire to understand how the techniques work.This book does not require a strong background in linear algebra. All concepts related to linear or matrix algebra and needed to understand the principal components will be introduce at a basic level. However, any prior exposure to linear or matrix algebra will be helpful. The more you want to understand principal components, the deeper you need to delve into the underlying mathematics.

Content

1. Principal Components and Linear Algebra
2. Computing Principal Components
3. Using Principal Components
A. Matrix Operations with Excel
B. Matrices, Vectors and Calculus
C. Miscellaneous Data Used in this Book

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