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Master of Science in Statistics
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Course Outline
10 sections
1. Time Series Analysis
90 mins
9 topics
Introduction to Time Series Analysis
Time Series Components
Time Series Decomposition
Time Series Visualization
Time Series Forecasting
2. Probability Theory
90 mins
9 topics
Introduction to Probability Theory
Probability Distributions
Bayes' Theorem
Conditional Probability
Combinatorics and Probability
3. Statistical Inference
100 mins
10 topics
Introduction to Statistical Inference
Sampling Methods
Confidence Intervals
Hypothesis Testing
Types of Errors in Hypothesis Testing
4. Experimental Design
100 mins
10 topics
Introduction to Experimental Design
Types of Experimental Designs
Variables in Experimental Design
Randomization and Control in Experiments
Experimental Design Ethics
5. Statistical Computing
50 mins
5 topics
Introduction to Statistical Computing
Programming in R for Statistical Analysis
Data Visualization in Statistical Computing
Statistical Modeling and Simulation
Advanced Topics in Statistical Computing
6. Multivariate Analysis
100 mins
10 topics
Introduction to Multivariate Analysis
Multivariate Data Types
Multivariate Data Visualization
Multivariate Normal Distribution
Principal Component Analysis (PCA)
7. Linear Models
100 mins
10 topics
Introduction to Linear Models
Simple Linear Regression
Multiple Linear Regression
Assumptions of Linear Regression
Assessing Model Fit
8. Bayesian Statistics
100 mins
10 topics
Introduction to Bayesian Statistics
Prior Distribution
Likelihood Function
Posterior Distribution
Markov Chain Monte Carlo (MCMC) Methods
9. Nonparametric Statistics
80 mins
8 topics
Introduction to Nonparametric Statistics
Data Distribution in Nonparametric Statistics
Nonparametric Tests for Independent Samples
Nonparametric Tests for Related Samples
Goodness-of-Fit Tests in Nonparametric Statistics
10. Statistical Consulting
100 mins
10 topics
Introduction to Statistical Consulting
Types of Statistical Consulting Services
Statistical Software Tools for Consulting
Study Design and Sampling Techniques
Data Cleaning and Preparation