C8660 Data Processing on PC II - seminar

Faculty of Science
Spring 2002
Extent and Intensity
0/2/0. 4 credit(s). Type of Completion: graded credit.
Teacher(s)
prof. RNDr. Luděk Bláha, Ph.D. (seminar tutor)
prof. RNDr. Ladislav Dušek, Ph.D. (seminar tutor)
Guaranteed by
prof. RNDr. Ladislav Dušek, Ph.D.
Chemistry Section – Faculty of Science
Contact Person: prof. RNDr. Ladislav Dušek, Ph.D.
Course Enrolment Limitations
The course is only offered to the students of the study fields the course is directly associated with.
fields of study / plans the course is directly associated with
Course objectives
Advanced practical course of statistical techniques on PC. Application of basic statistics (two-sample testing, correlations, binomial distribution). Advanced ANOVA. Least square method regression techniques. Multivariate regression, heteroscedascity and autocorrelation. Introductory course on multivariate statistical analyses. Introductory course on time series modelling. Model data files analyses.
Syllabus
  • 1.Assumptions and applications of basic statistic analysis (graphical presentations and testing: two-sample testing, correlations, binomial distribution - chi-square, contingency tables). 2. Advanced analysis of variance - types of experimental design and applications. Multiway independent ANOVA, ANOVA with repeated measures, results interpretations. 3. Regressions - least square modelling - basic linear model, polynomial models. 4. Practical experience with solution of heteroscedascity and autocorrelation in common regression models. 5. Introduction to non-linear regressions. 6. Multivariate data analyses (assumptions, method selection and application, interpretations). 7. cluster analysis. 8. principal component analysis. 9. discrimination analysis. 10. Applications of multivariate methods. 11. Introductory course on time series modelling. 12. Analysis of model data -examples of complex data analysis (exploratory analysis, graphs and plots, experimental design, hypotheses, selection of appropriate test, calculations and interpretations).
Literature
  • Snedecor, G.W., Cochran, W.G.: Statistical methods, Iowa 1971, Iowa State University Press.
  • Zar, J.H.: Biostatistical analysis. New Jersey 1984, Prentice-Hall
  • Benedík, J., Dušek, L: Sbírka příkladů z biostatistiky. Nakladatelství Konvoj 1993, Brno.
  • HEBÁK, Petr and Jiří HUSTOPECKÝ. Vícerozměrné statistické metody s aplikacemi. Praha: SNTL - Nakladatelství technické literatury, 1987. info
Language of instruction
Czech
The course is also listed under the following terms Spring 2000, Spring 2001.
  • Enrolment Statistics (recent)
  • Permalink: https://is.muni.cz/course/sci/spring2002/C8660