STA 790: Special Topics - Extra Linear Models

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Personnel and meeting times

• Peter Hoff (Lecturer)
  • Lecture : Tue, Thu 3:05-4:20, Old Chemistry 025
  • Office hours: Mon, Wed 9:00-10:30 and by appointment, Old Chem 219

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Course outline

1. Errors in variables models
   
2. Partial least squares
3. Multilinear models
4. Nonparametric regression

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Course materials

• Lecture materials
• Canvas webpage

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References

1. Errors in variables
   • Fuller (1987) “Measurement Error Models”
   • Gleser (1981) “Estimation in a Multivariate Errors in Variables regression model: large sample results”
   • Deming regression vignette
2. Partial least squares
   • Helland (1990)
   • Garthwaite (1992)

Course project

• individual or group projects;
• three pages per person;
• accompanying .Rmd or .Rnw file.