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Causal Effects EAM Fachgruppe Methoden und Evaluation (DGPs)

Courses: Course information

en  Regression Theory

Speakers: Prof. Dr. Rolf Steyer

Winter term 2002/2003, Course, Course length: 23.25 hours, Language: English, Topic: Probability and regression

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Date Topics Videos (RealPlayer) PowerPoint Files (.pdf) Blackboard pictures other material
22.10.2002 Introduction (completely in German) Video .pdf chapter 1
.pdf Kapitel 1
   
25.10.2002 Elements of Probability Theory Video .pdf chapter 2
.pdf Kapitel 2
page1
page2
page3
 
29.10.2002 Presentation of videos from last year's lecture
(From the first part only the last twenty minutes were shown)
Video Part I
Video Part II
.pdf chapter 3    
01.11.2002 Random Variables Video .pdf chapter 4
.pdf Kapitel 4
   
05.11.2002 Expected Value
Variance and Standard Deviation
Covariance
Video .pdf chapter 5
.pdf Kapitel 5
page1
page2
page3
page4
page5
page6
page7
 
08.11.2002 Conditional Expected Value
Regression
Residual
Coefficient of Determination
Multiple Correlation
Video .pdf chapter 6
.pdf Kapitel 6
.pdf chapter 7
.pdf Kapitel 7
page1
page2
page3
page4
page5
page6
page7
 
12.11.2002 Simple Nonlinear Regression Video .pdf chapter 8 page1
page2
page3
page4
page5
page6
page7
page8
page9
SPSS Daten1
SPSS Daten2
SPSS Daten3
SPSS Steu.
Ausgabe 1
Ausgabe 2
Syntax
15.11.2002 Multiple Linear Regression
with two Regressors
Video .pdf chapter 9
.pdf Kapitel 9
page1
page2
page3
page4
 
19.11.2002 Conditional Linear Quasi-Regression
Conditional Nonlinear Regression
Video .pdf chapter 10
.pdf chapter 11
   
22.11.2002 Example: Baldwin Illusion
Conditional Statistics
Partial Correlation
Video .pdf chapter 12 page1
page2
 
26.11.2002 Matrix Algebra Video .pdf chapter 13 page1
page2
page3
page4
 
29.11.2002 Multiple Linear Regression Video .pdf chapter 14    
03.12.2002 Causal Regression: Paradoxes Video .pdf chapter 15    
06.12.2002 Individual and Average Causal Effects Video .pdf chapter 16 page1
page2
page3
page4
page5
page6
page7
page8
 
10.12.2002 Conditional Causal Effects Video .pdf chapter 17 page1