Computational Linguistics & Phonetics Computational Linguistics & Phonetics Fachrichtung 4.7 Universität des Saarlandes Computational Psycholinguistics

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readings
  
Statistics


Date Topics
10.01.





Basic concepts in Statistics I

Descriptive & inferential statistics, population & sample, sampling methods, variables, scales of measurements
Statistics in emprirical linguistics: experiments, corpora
Slides
11.01.






Basic concepts in Statistics II

Hypothesis testing, significance testing, experimental designs
Introduction to R, Data with R
Slides
Basic R codes
17.01.







Descriptive Statistics I

Frequency distributions
Measures of central tendency
Computing descriptive statistics in R
Reporting descriptive statistics
Slides
R codes
18.01.






Descriptive Statistics II & Inferential Statistics I

Variability, data visualisation techniques
Variability and data visualisation in R
Basics of probability and rules
Slides
R codes
31.01. 1st session



Inferential Statistics II

Parametric and non-parametric introduced
Tests for Mean/Median
Slides
R codes
31.01. 2nd session




Inferential Statistics III

Decision trees
Regression models introduced
Linear regression
Linear regression in R
Slides
R codes
01.02. long session




Inferential Statistics IV

(Linear regression continues)
Multiple comparisons in R
Correlation in R
Basic methods for categorical data in R
Slides
R codes
07.02.





Inferential Statistics V

Logistic regression
Logistic regression in R
Exam Preparations
Slides
R codes
Extra Materials





Model comparison, Outliers & Advanced Models

Model comparisons
Outlier removal techniques
Multilevel approaches: why, further reading
Advanced models in R
Slides
R codes
08.02.

EXAM: 12:15-13:45 (room 2.11)