Making Sense of Data I: A Practical Guide to Exploratory Data Analysis and Data Mining, 2nd Edition

INDEX

 

• Accuracy
• Agglomerative hierarchical clustering
• Alternative hypothesis. See also Hypothesis testing
• Analysis of data, see Data analysis
• Analysis of variance, see One-way analysis of variance
• Antecedent in decision tree rule. See also Association rules
• Artificial neural network, see Neural network
• Association rules
  • antecedent part of
  • confidence measure of
  • consequence part of
  • extraction of
  • grouping of
  • lift measure of
  • support measure of
• Assumptions, linear regression
  • homoscedasticity of errors
  • independence
  • linearity
  • normality of error distribution
• Average, see Mean

 

• Bar chart. See also Graphs
• Bimodal distribution. See also Distributions
• Binary, see Variables, binary
• Black-box, see Model, transparency
• Box-and-whisker plots, see Box plots
• Box plots. See also Graphs
• Brushing

 

• Central limit theorem
• Central tendency
  • mean
  • median
  • mode
• Charts, see Graphs
• Chi-square. See also Hypothesis tests
• Classification
  • models. See also Model
  • and regression trees (CART), see Decision trees
  • trees
• Cleaning data
• Clustering. See also Grouping
  • agglomerative hierarchical
  • k-means
• Coefficient of determination
• Concordance
• Confidence. See also Association rules
• Confidence interval
• Consequence. See also Association rules
• Constant
• Contingency tables
  • in Traceis software
  • for validating models
  • for visualizing relationships
• Correlation coefficient (r)
• CRISP-DM
• Cross-classification tables. See also Contingency tables
• Cross-disciplinary teams
• Cross-validation
  • k-fold
• leave-one-out ...