Schedule

Introduction to Statistical Modeling

Aug 19

Welcome!

html, Resources

Aug 21

Intro to statistical modeling

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Intro to legume data; live R code

Complete survey Due 08/21

New Assignment Due 08/27

Aug 23

Intro to statistical modeling

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General LM assumptions

Linear Models - Estimation

Aug 26

What is a linear model anyways?

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General LM basics.

Aug 28

More on linear models (estimation)

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Assignment 1 due 11.59 pm

Estimation

Aug 30

More on linear models (estimation)

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Estimation, interpretation of confidence intervals.

Linear Models - Uncertainty Quantification

Sep 02

Labor day

Sep 04

Uncertainty I

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Estimation uncertainty versus prediction uncertainty

Sep 06

Uncertainty II

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Uncertainty of derived quantities; delta method

New Assignment Due 09/13

Sep 09

Uncertainty III

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Estimation uncertainty versus prediction uncertainty

Linear Models - Inference, Hypothesis Tests

Sep 11

Inference I

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t-tests; CI95%; connection between t-tests & CI95%

Sep 13

Inference II

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t-tests; CI95%; connection between t-tests & CI95%

Assignment 2 due 11.59 pm

Project Proposal due 11.59 pm

Sep 16

Inference III

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Application in R

Kahoot!

Sep 18

Inference IV

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Application in R

Sep 20

Inference V

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Hypothesis tests; ANOVA; R code

Sep 23

Inference VI

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ANOVA

Linear Models - Model Diagnostics

Sep 25

Model diagnostics I

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Graphical versus testing methods

Sep 27

Model diagnostics II

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Applied R example

Sep 30

Bootstrapping

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New Assignment Due 10/10

Linear Models - Model Selection

Oct 02

Model selection I

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F, R^2^, AIC, BIC

Oct 04

Model selection II

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Complete survey

Applied example in R

Oct 07

Model selection III

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Summary of criteria, applied example in R

Oct 09

Model selection IV

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Out of sample prediction accuracy

Oct 11

No class - Fall pause day

Oct 14

Model selection V

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Applied example in R

Oct 14

Model selection VI

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Regularization

Wrap-up to first part of Statistical Modeling

Oct 18

Wrap up, modeling I

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Applied example of a modeling problem (semester project example)

Oct 21

Wrap up, modeling II

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Applied example of a modeling problem (semester project example)

Oct 23

Wrap up (Kahoot)

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New Assignment Due 10/31

Mixed Models

Oct 25

Mixed models I

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Connection between general LM and general LMM, random intercept and slope

Oct 28

Mixed models II

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Maximum likelihood estimation, restricted maximum likelihood estimation

Oct 30

Mixed models III

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Applications in R

Nov 1

Kahoot!

Mixed Models

Nov 4

Generalized linear models I

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Connection between general linear model and generalized linear model

Nov 6

Generalized linear models II

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Nov 8

Generalized linear models III

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Work on project

Nov 11

Documentation

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Nov 13

Work on project

Nov 15

Kahoot!

Applied example I

Nov 18

Applied example I

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Nov 20

Work on projects

Nov 22

Work on projects

Project due 11.59 pm Send to your classmate!

Fall break :)

Nov 25

Fall break

Nov 27

Fall break

Nov 29

Fall break

Last week!

Dec 2

Work on/Discuss projects

Dec 4

Wrap up I

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Dec 6

Wrap up II

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