Exploring Operations Research with R | Jim Duggan | Taylor & Francis e

ABSTRACT

Exploring Operations Research with R shows how the R programming language can be a valuable tool – and way of thinking – which can be successfully applied to the field of operations research (OR). This approach is centred on the idea of the future OR professional as someone who can combine knowledge of key OR techniques (e.g., simulation, linear programming, data science, and network science) with an understanding of R, including tools for data representation, manipulation, and analysis. The core aim of the book is to provide a self-contained introduction to R (both Base R and the tidyverse) and show how this knowledge can be applied to a range of OR challenges in the domains of public health, infectious disease, and energy generation, and thus provide a platform to develop actionable insights to support decision making.

Features

  • Can serve as a primary textbook for a comprehensive course in R, with applications in OR
  • Suitable for post-graduate students in OR and data science, with a focus on the computational perspective of OR
  • The text will also be of interest to professional OR practitioners as part of their continuing professional development
  • Linked to a Github repository including code, solutions, data sets, and other ancillary material

part I|132 pages

Base R

chapter 21|6 pages

Getting Started with R

chapter 2|26 pages

Vectors

chapter 3|24 pages

Subsetting Vectors

chapter 4|24 pages

Functions, Functionals, and the R Pipe

chapter 5|26 pages

Matrices and Data Frames

chapter 6|24 pages

The S3 Object System in R

part II|132 pages

The tidyverse and Shiny

chapter 1347|30 pages

Visualization with ggplot2

chapter 8|26 pages

Data Transformation with dplyr

chapter 10|30 pages

Processing Data with purrr

chapter 11|20 pages

Shiny

part III|102 pages

Using R for Operations Research

chapter 26612|28 pages

Exploratory Data Analysis

chapter 13|22 pages

Linear Programming

chapter 14|24 pages

Agent-Based Simulation

chapter 15|26 pages

System Dynamics