» Lecture Notes » MSc Medical Statistics

List of lectures and downloadable files.

Semester 1:

Basic Statistics

• Probability | Slides
• Probability Distributions
• Sampling Distributions | samp_dist.R, Sampling Distribution.xls [old]
• Estimation | Slides | estimation.R, estimation_plot.R
• Hypothesis Testing | Slides | hypothesis.R
• Simple Logistic Regression [old]

Intermediate Statistics

• Multiple Logistic Regression [old]
• Exploratory Factor Analysis, Exploratory factor analysis (practical) | Questionnaire, Data set
• Confirmatory Factor Analysis, Confirmatory Factor Analysis (practical)

Principles of Epidemiology

• Epidemiological Study Design: Descriptive
• Standardization of rates [old] | Standardization of Rates.xls [old]
• Sampling Methods [old] | Sampling Methods.xls [old]

Semester 2:

Advanced Statistics

• Multinomial Logistic Regression, Multinomial Logistic Regression (practical) | Data: ms.csv
• Ordinal Logistic Regression, Ordinal Logistic Regression (practical) | Data: ms.csv
• Conditional Logistic Regression, Conditional Logistic Regression (practical)
• Structural Equation Modeling, Structural Equation Modeling (practical) | Data set
• Poisson Regression, Poisson regression (practical) | Data: UKaccident.csv, poisson_sim.csv | R script
• Log-linear Regression, Log-linear regression (practical) | R script
• Repeated Categorical Outcome Analysis | Data: lect.csv | R script

Clinical Epidemiology

• Clinical Agreement | Slides | Datasets: ICC_BP Lecture.sav, kappa.csv | R script: icc & kappa.R

Research Methodology

• Questionnaire Design:
  1. Questionnaire Basics
  2. Questionnaire Development
• Validity and Reliability of Measurement Tools | Articles for class activities:
  1. Current concepts in validity and reliability for psychometric instruments: theory and application
  2. Guidelines for the process of cross-cultural adaptation of self-report measures
  3. ABC of Content Validation and Content Validity Index Calculation

© Wan Nor Arifin 2017-