Statistics 100C: Linear Models

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For the course syllabus click here.

Useful links:

  • http://www.socr.ucla.edu

    It's online, therefore it exists!


  • http://wiki.stat.ucla.edu/socr/index.php/SOCR_EduMaterials
  • Download R and packages.

    Labs

    Handouts

  • The next five links are the statistical tables needed for the entire quarter (from "Mathematical Statistics and Data Analysis", by John Rice, Doxbury Press, Second Edition (1995)).
    Table 1: Standard normal distribution table (Z).
    Table 2: Chi-square distribution table.
    Table 3: t distribution table.
    Table 4: F distribution table (95th percentiles).
    Table 5: F distribution table (99th percentiles).
  • 1. History of regression: Francis Galton's 1886 paper .
  • 2. Simple regression - summary.
  • 3. Leverage values and standardized residuals.
  • 4. Simple regression - example.
  • 5. Fitted values and their variance covariance matrix.
  • 6. Residuals and their variance covariance matrix.
  • 7. Multiple regression.
  • 8. Useful linear algebra results.
  • 9. F test for the general linear hypothesis.

    Homework

  • Homework 1. Due on Friday, 13 April.
  • Homework 2. Due on Friday, 20 April.
  • Homework 3. Due on Wednesday, 25 April.
  • Homework 4. Due on Wednesday, 09 May.
  • Homework 5. Due on Wednesday, 16 May.
  • Homework 6. Due on Friday, 26 May.

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