Modeling Techniques in Predictive Analytics with Python and R: A Guide to Data Science

Index

A

accuracy, see classification, predictive accuracy

advertising, 16–33

Akaike information criterion (AIC), 5

Alteryx, 289, 337

ARIMA model, see time series analysis

arules, see R package, arules

arulesViz, see R package, arulesViz

association rule, 46–48, 294

B

bag-of-words approach, see text analytics

bar chart, see data visualization

base rate, see classification, predictive accuracy

Bayes information criterion (BIC), 5

Bayes’ theorem, see Bayesian statistics, Bayes’ theorem

Bayesian statistics, 5, 221, 241, 254, 275, 282, 283, 298

Bayes’ theorem, 283

benchmark study, see simulation

best-worst scaling, 308

biclustering, 294

big data, 273, 279

biologically-inspired methods, 290

biplot, see data visualization

black box model, 289

block ...