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Optimization Modelling Using R (Hardcover)
Loot Price: R2,546
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Optimization Modelling Using R (Hardcover)
Series: Chapman & Hall/CRC Series in Operations Research
Expected to ship within 12 - 17 working days
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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.
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