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Exercise 5

Avg difficulty 2.5

In this activity, we looked at a dataset consisting of four measurements of 150 irises. These measurements are sepal length, sepal width, petal length, and petal width.

  1. Find the first principal component u1\uvec_1 and describe the meaning of its four components. Which component is most significant? What can you say about the relative importance of the four measurements?

  2. When the dataset is plotted in the plane defined by u1\uvec_1 and u2\uvec_2, the specimens from the species iris-setosa lie on the left side of the plot. What does this tell us about how iris-setosa differs from the other two species in the four measurements?

  3. In general, which species is closest to the “average iris”?

Austin, Understanding Linear Algebra, §7.3 Principal Component Analysis, Exercise 5

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.