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Localtab Group


Localtab
activetrue
titleVariable Synthesis


  • Manual Synthesis
  • Binarization
  • Clustering
    • K-Means
    • Bayesian Clustering
    • Hierarchical Bayesian Clustering
  • Exercises


Localtab
titleFine Tuning


  • Minimum Description Length (MDL) Score
  • Parameter Estimation with Trees
  • Structural Coefficient
  • Stratification
  • Smooth Probability Estimation
  • Exercise: CarStarts


Localtab
titleAnalysis


  • Confidence/Credible /Confidence Interval Analysis
  • Evidence Analysis
    • Most Probable Explanation
    • Joint Probability of Evidence
    • Log-Loss
    • Information Gain
    • Bayes Factor
    • Maximum Probable Explanation
    • Maximum A Posteriori
    • Most Relevant Explanation
  • Performance Analysis
    • Supervised
    • Unsupervised
      • Compression
      • Multi-Target
  • Outlier Detection
  • Path Analysis
  • Exercises


Localtab
titleOptimization


  • Genetic Algorithm
  • Objective Function
    • States/Mean
    • Function value
    • Maximization/Minimization
    • Target Value
    • Resources
    • Joint Probability/Support
  • Search Methods
    • Hard Evidence
    • Numerical Evidence
    • Direct Effects
  • Exercise: Marketing Mix Optimization


Localtab
titleContributions


  • Direct Effects
  • Type I Contribution
  • Type II Contribution
  • Base Mean
  • Normalization
  • Stacked Curves
  • Synergies


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