What are the key statistical tools used in Confirmatory Data Analysis (CDA)?

  • Box-Plot, Scatter Plot, Histogram, and Density Plots
  • Hypothesis Testing, Regression Analysis, Chi-Squared Test, and ANOVA
  • PCA, LDA, t-SNE, and UMAP
  • Random Forests, SVM, Neural Networks, and Gradient Boosting
In CDA, the primary goal is to confirm or refute the hypotheses that were generated during EDA. Key statistical tools used in CDA include Hypothesis Testing, Regression Analysis, Chi-Squared Test, and Analysis of Variance (ANOVA).
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