Inhalt

[ 921CGELST2K21 ] KV (*)Statistics 2

Versionsauswahl
(*) Leider ist diese Information in Deutsch nicht verfügbar.
Workload Ausbildungslevel Studienfachbereich VerantwortlicheR Semesterstunden Anbietende Uni
3 ECTS M1 - Master 1. Jahr Informatik Thomas Forstner 2 SSt Johannes Kepler Universität Linz
Detailinformationen
Quellcurriculum Masterstudium Computer Science 2022W
Ziele (*)Students understand advanced methods of inductive statistics with focus on parametric and non-parametric statistical test procedures. They can analyze data using these methods and can interpret statistical methods and results in other work. They can also perform these statistical analyses using the program package R.

Lehrinhalte (*)
  • parametric statistical tests for continuous data (one-sample t-test, two-sample-test, paired t-test)
  • sample size estimation and power-analysis for the t-test family
  • non-parametric statistical tests for continuous and/or rank data (Kolmogorov-Smirnov test, Mann-Whitney-U test, Wilcoxon test)
  • tests for categorical data (binomial test, chi-square test, Fisher's exact test, McNemar's test)
  • summarizing the results of a binary classification system (sensitivity, specifity, ROC curves, ...)
  • odds-ratio and risk-ratio (interpretation/tests)
  • summary statistics for association/correlation (Cramer's V, correlation coefficient, partial correlation coefficient) and corresponding statistical tests
  • introduction into analysis of variance
  • introduction into R
Beurteilungskriterien (*)
  • short weekly homework assignments
  • exam at the end of semester
  • each part is weighted with 50% regarding the final grade
Lehrmethoden (*)
  • lecture by instructor
  • weekly homework assignments and presentation/discussion of these assignments
  • live-coding in R
Abhaltungssprache Englisch
Literatur (*)slides provided by instructor, available in Moodle
Lehrinhalte wechselnd? Nein
Sonstige Informationen (*)department homepage: www.systat.jku.at

continuative courses:

  • Special Topics: Biostatistics in Clinical Research (introduction into biostatistics)
  • Special Topics: Applied Biostatistics (seminar about biostatistics)
  • Special Topics: Statistics 3 - Univariate Methods
  • Special Topics: Statistics 4 - Multivariate Methods
  • Special Topics: Statistical Coaching (support for statistical aspects regarding bachelor thesis, master thesis, ...)
Frühere Varianten Decken ebenfalls die Anforderungen des Curriculums ab (von - bis)
INMAWKVSTA2: KV Statistik 2 (2007W-2021S)
Präsenzlehrveranstaltung
Teilungsziffer -
Zuteilungsverfahren Direktzuteilung