Simple Linear Regression

There is no written material this week, rather see the readings:

Readings

  • Ch. 12 of Mendenhall 1
  • Ch. 8 of Open Intro Stats 2
  • § 11.1, 11.2 of Probabilistic Machine Learning 3
  • Ch. 1 of Fry's Regression 4

References

1 Mendenhall, William, Robert J. Beaver, and Barbara M. Beaver. Introduction to Probability and Statistics. 14th ed./Student edition. Boston, MA, USA: Brooks/Cole, Cengage Learning, 2013.

2 https://www.openintro.org/book/os/

3 Murphy, Kevin P. Probabilistic Machine Learning: An Introduction. Adaptive Computation and Machine Learning Series. Cambridge, Massachusetts: The MIT Press, 2022.

4 Bingham, N. H., and John M. Fry. Regression: Linear Models in Statistics. Springer Undergraduate Mathematics Series. London ; New York: Springer, 2010.