Statistical Data Analysis and Experiment DesignLaajuus (5 cr)
Course unit code: TE00BT37
General information
- Credits
- 5 cr
- Teaching language
- Finnish
Objective
The aim of this course is that you learn to design an experiment and make statistical data analysis. Furthermore, we will look at method for design of experiments depending on multiple variables. Within this course we make use of software tools. The tools used will be specified in the implementation plan. The goal is to learn use software for
• Opening files
• Data preparation
• Graphical data presentation
• Sampling
• Statistical testing
• Curve fitting, Regression
• Planning of an experiment
• Multivariant testing
• Optimization of an experiment design
Content
• Data file formats and file reading.
• Data cleansing, outliers and missing data
• Sampling and descriptive statistics
• Statistical tests, Z-test, F-test and Student’s t-test
• ANOVA
• Regression analysis
• Nonlinear curve fitting
• Measurement ranges
• Accuracy and error estimates
• One factor experiments
• Multifactor experiments