clinical data analysis without domain knowledge (master's thesis)

Content:

Data cleaning

• Data transformation
• Missing data analysis
• Removing of duplicates

Dimensionality reduction

• By correlation
• By random forest
• By clustering validation

Clustering analysis

• Tendency assessment
• Clustering
  • K-modes
  • HDBSCAN
• Clustering validation
  • Visual validation
  • Statistical validation

Association rules mining

• Frequent pattern mining
• Association rules generation