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Hands-On Artificial Intelligence for Cybersecurity
book

Hands-On Artificial Intelligence for Cybersecurity

by Alessandro Parisi
August 2019
Intermediate to advanced
342 pages
9h 35m
English
Packt Publishing
Content preview from Hands-On Artificial Intelligence for Cybersecurity

Variance, covariance, and the covariance matrix

To understand the concepts of Eigenvectors and Eigenvalues, we must first recall some mathematical definitions as follows:

  • Variance: This measures the degree of dispersion existing within the data and is represented by the average of the deviations of the data with respect to their average, as follows:
  • Covariance: This measures the degree of linear correlation between two variables; it is represented mathematically as follows:

  • Covariance matrix: This is the matrix that contains the covariances ...
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Publisher Resources

ISBN: 9781789804027