Table of Contents

Incanter Reference

• API Documentation
• Incanter Cheat Sheet

Getting started

• Introduction to Incanter
• Getting started (wiki)
• Introduction to datasets and charts (slides)
• Using infix mathematical notation
• Buildng Incanter applications with Leiningen and Clojars
• Building Clojure Web applications with Incanter, Compojure, and Leiningen
• Setting up Clojure, Incanter, Emacs, Slime, Swank, and Paredit
• Starting an Incanter Swank server with Leiningen

Reading and writing data

• Datasets (wiki)
• More dataset functionality and storing data in MongoDB
• Reading and writing Excel xls files

Plotting

• New default theme and customization features for charts
• Sample plots (wiki)
• Plotting with non-numeric data
• Dynamic charts
• Dynamic data tables
• Annotating Incanter plots
• Adding LaTeX equations to Incanter charts
• Chart Themes
• Saving charts as PNG and PDF files
• Creating Processing Visualizations

Probability

• Probability distributions (wiki)
• Monte Carlo simulation (Monty Hall)

Statistics

• Student’s t-test
• Chi-square test of independence
• Chi-square goodness-of-fit test
• Linear regression with higher-order terms
• Linear regression with dummy variables (wiki)
• Significance testing with randomization
• Bootstrapping: estimating confidence intervals, standard errors, and bias
• Correlation and permutation tests
• Principal Components Analysis (PCA)

Statistical learning

• Linear & Quadratic Discriminant Analysis for Classification

Bayesian statistics

• Bayesian inference of multinomial distribution parameters
• Linear regression with Bayesian sampling (wiki)

Optimization, matrices, and linear algebra

• Fitting non-linear models
• Matrices and linear algebra (wiki)

Additional Referene documentation

• Incanter Cheat Sheet
• new Incanter API reference (original API docs)
• incanter.processing API (Processing Ref)
• Clojure API
• Parallel Colt Java API
• JFreeChart Java API