Optimization Modelling Using R
eBook - ePub

Optimization Modelling Using R

  1. 304 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Optimization Modelling Using R

About this book

This book covers using R for doing optimization, a key area of operations research, which has been applied to virtually every industry. The focus is on linear and mixed integer optimization. It uses an algebraic modeling approach for creating formulations that pairs naturally with an algebraic implementation in R.

With the rapid rise of interest in data analytics, a data analytics platform is key. Working technology and business professionals need an awareness of the tools and language of data analysis. R reduces the barrier to entry for people to start using data analytics tools.

Philosophically, the book emphasizes creating formulations before going into
implementation. Algebraic representation allows for clear understanding and generalization
of large applications, and writing formulations is necessary to explain and convey the modeling decisions made.

Appendix A introduces R. Mathematics is used at the level of subscripts and summations Refreshers are provided in Appendix B.

This book:

• Provides and explains code so examples are relatively clear and self-contained.
• Emphasizes creating algebraic formulations before implementing.
• Focuses on application rather than algorithmic details.
• Embodies the philosophy of reproducible research.
• Uses open-source tools to ensure access to powerful optimization tools.
• Promotes open-source: all materials are available on the author's github repository.
• Demonstrates common debugging practices with a troubleshooting emphasis specific to optimization modeling using R.
• Provides code readers can adapt to their own applications
.
This book can be used for graduate and undergraduate courses for students without a background in optimization and with varying mathematical backgrounds.

Frequently asked questions

Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription.
At the moment all of our mobile-responsive ePub books are available to download via the app. Most of our PDFs are also available to download and we're working on making the final remaining ones downloadable now. Learn more here.
Perlego offers two plans: Essential and Complete
  • Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
  • Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Both plans are available with monthly, semester, or annual billing cycles.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 1000+ topics, we’ve got you covered! Learn more here.
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more here.
Yes! You can use the Perlego app on both iOS or Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Yes, you can access Optimization Modelling Using R by Timothy R. Anderson in PDF and/or ePUB format, as well as other popular books in Mathematics & Operations. We have over one million books available in our catalogue for you to explore.

Information

Edition
1
Subtopic
Operations

Table of contents

  1. Cover Page
  2. Half-Title Page
  3. Series Page
  4. Title Page
  5. Copyright Page
  6. Dedication Page
  7. Contents
  8. List of Figures
  9. List of Tables
  10. Preface
  11. Author
  12. 1 Introduction
  13. 2 Introduction to Linear Programming
  14. 3 More Linear Programming Models
  15. 4 Sensitivity Analysis
  16. 5 Data Envelopment Analysis
  17. 6 Mixed Integer Optimization
  18. 7 More Integer Programming Models
  19. 8 Goal Programming
  20. A A Very Brief Introduction to R
  21. B Introduction to Math Notation
  22. C Troubleshooting
  23. D Making Good Tables
  24. Bibliography
  25. Index