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Time Series Indexing

You're reading from   Time Series Indexing Implement iSAX in Python to index time series with confidence

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Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781838821951
Length 248 pages
Edition 1st Edition
Languages
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Author (1):
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Mihalis Tsoukalos Mihalis Tsoukalos
Author Profile Icon Mihalis Tsoukalos
Mihalis Tsoukalos
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Table of Contents (11) Chapters Close

Preface 1. Chapter 1: An Introduction to Time Series and the Required Python Knowledge 2. Chapter 2: Implementing SAX FREE CHAPTER 3. Chapter 3: iSAX – The Required Theory 4. Chapter 4: iSAX – The Implementation 5. Chapter 5: Joining and Comparing iSAX Indexes 6. Chapter 6: Visualizing iSAX Indexes 7. Chapter 7: Using iSAX to Approximate MPdist 8. Chapter 8: Conclusions and Next Steps 9. Index 10. Other Books You May Enjoy

Concluding all that we have learned so far

Time series are everywhere! But time series tend to get larger and larger as we collect more data, more frequently. Therefore, we need ways to process and search large time series faster and faster in order to make useful deductions from the data.

The iSAX index is here to help you search your time series data fast. I hope that this book has given you the necessary tools and knowledge to begin working with time series and subsequences, as well as the iSAX index in Python. However, the knowledge and the presented techniques are easily transferable to other programming languages, including but not limited to Swift, Java, C, C++, Ruby, Kotlin, Go, Rust, and JavaScript.

We believe that we have provided the right amount of knowledge about time series indexing using the right amount of theory and practice so you can successfully work with time series and develop iSAX indexes.

The next section presents improved versions of iSAX.

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