Linguistic Data: Quantitative Analysis and Visualisation: linguistic theory
- Instructors: Ilya Schurov and Ivan Pozdnyakov
Materials
Date | Topics | Links | video |
---|---|---|---|
Jan 10 | Introduction. Quantitative linguistic research and data types. R basics | ||
Jan 17 | Statistical hypothesis testing. Binomial test | code | video |
Jan 24 | Measures of statistical dispersion: variance and standard deviation. Population and sample. Estimate of population mean. Central limit theorem | code | lecture, practice |
Jan 31 | One sample t-test | code | lecture, practice |
Feb 7 | One sided and two sided alternatives. Two sample t-test | code | video |
Feb 14 | Multiple comparison problem. ANOVA | code, Confidence intervals visualization | video |
Feb 21 | Visualizations | ||
Feb 28 | Chi-squared test | ||
April 7 | Correlations | ||
April 11 | Bivariate regression | ||
April 18 | Multivariate regressions | code | video |
Homeworks
Academic ethics policy: you have to do your homeworks by yourself. In case of academic cheating (e.g. if you copy someone else's work, etc.), your work will receive grade 0 and the program supervisor will be notified. If you feel that you are stuck with the homeowork, ask for instructor's advices and hints.
Late penalties: in case of late submission, your grade will be multiplied by exp(-t / 86400), where t is the number of seconds since the due date. For example, if you delay the submission by one day, your grade will be multiplied by exp(-1)=0.3678794412.
Extensions: you can ask for up to two extensions of homework due dates during the course. Each extension is one week. Extensions due to valid excuses (i.e. illness) do not count.
Homework #1
- Homework file
- Please, put your solutions in the Rmd template.
- Due date: Jan 30, 23:00.
- Please, upload your solutions (Rmd files) here.
Homework #2
- Homework file
- Please, put your solutions in the Rmd template.
- Due date: Feb 20, 23:00.
- Please, upload your solutions (Rmd files) here.
Final projects
- Final projects description
- Upload project proposals here, due date is April 27.