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Mastering Julia

You're reading from   Mastering Julia Enhance your analytical and programming skills for data modeling and processing with Julia

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781805129790
Length 506 pages
Edition 2nd Edition
Languages
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Author (1):
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Malcolm Sherrington Malcolm Sherrington
Author Profile Icon Malcolm Sherrington
Malcolm Sherrington
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Table of Contents (14) Chapters Close

Preface 1. Chapter 1: The Julia Environment 2. Chapter 2: Developing in Julia FREE CHAPTER 3. Chapter 3: The Julia Type System 4. Chapter 4: The Three Ms 5. Chapter 5: Interoperability 6. Chapter 6: Working with Data 7. Chapter 7: Scientific Programming 8. Chapter 8: Visualization 9. Chapter 9: Database Access 10. Chapter 10: Networks and Multitasking 11. Chapter 11: Julia’s Back Pages 12. Index 13. Other Books You May Enjoy

Stochastic simulations

Problems encountered so far are completely determined by the models and will produce the same solutions repeatedly, even the chaotic strange attractor, given the same parametrization and initial conditions.

Some models have terms that occur randomly, and these are called stochastics.

We have already seen examples earlier of the price of a volatile stock. While the price increased roughly with the underlying price of money, fluctuations were considered to exist on a day-to-day process sampled from a Gaussian process. Time-series analysis is often used to reduce the effect of such fluctuations and reveal underlying trends, but there are certain systems where stochastics are paramount.

Typical examples are models of queueing systems that might occur in services at banks, or checkouts in supermarkets. I will discuss a particular case of a bank teller later in this section.

Simulations are often dealt with using a framework that attempts to hide the details...

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