Knowledge Mining and Big Data, 5 op

Ydinsisältö

• Clustering + Outlier detection
  
• Mining Association Rules
• Descriptive Models
• Predictive Models and interpretation
  

Täydentävä tietämys

• Data preprocessing, Data Generalization, Summarization-Based Characterization, Analyzing of Attribute Relevance
• Mining Single-Dimensional Boolean Association Rules, and Multilevel Association Rules, and Multidimensional Association Rules Correlation Analysis
• Cluster Analysis Describing Data by Probability Distributions and Densities
• Regression models, Stochastic models, Predictive models for classification, Models for structured data

Erityistietämys

• Parametric models, Nonparametric models