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Special Statistical Methods

Type of study Follow-up Master
Language of instruction English
Code 639-3005/04
Abbreviation SSM
Course title Special Statistical Methods
Credits 6
Coordinating department Department of Quality Management
Course coordinator prof. Ing. Darja Noskievičová, CSc.

Osnova předmětu

1. Complex statistical data analysis (verification of normality, homogeneity, data independence – graphical methods).
2. Complex statistical data analysis (verification of normality, homogeneity, data independence - statistical tests).
3. Statistical basis of statistical process control (SPC)
4. Preconditions for the correct application of Shewhart control charts and their verification.
5. Survey and selection of classical Shewhart control charts.
6. Construction and analysis of classical Shewhart control charts.
7. Survey and selection of non-traditional control charts.
8. Control charts for non-normally distributed data.
9. CUSUM and EWMA control charts.
10. Target Short Run control charts.
11. Standardized Short Run control charts.
12. SPC for auto-correlated data.
13. SPC for high-yield processes
14. Basics of acceptance sampling.

Povinná literatura

MONTGOMERY, D. C. Statistical quality control: A modern introduction. Hoboken: J. Wiley, 2013. ISBN 978-1118146811.
MITRA, A. Fundamentals of quality control and improvement. Hoboken: Wiley, 2016. ISBN: 978-1-118-70514-8 .
RYAN, T. P. Statistical methods for quality improvement. Hoboken: J. Wiley and Sons, 2011. ISBN 978-1-118-05811-4 .

Advised literature

NOSKIEVIČOVÁ, D. Special Statistical Methods for Quality Management. Ostrava: VŠB-TUO, 2012. Available from: http://katedry.fmmi.vsb.cz/Opory_FMMI_ENG/QM/Special%20Statistical%20Methods.pdf.