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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

Using the Python code

In this section, we are going to use the Python scripts that we have created.

Running apprMPdist.py using the two time series with 10,000 elements each that we created earlier in this chapter generates the following kind of output:

$ ./apprMPdist.py 10k1.gz 10k2.gz -s 3 -c 64 -t 500 -w 120
Max Cardinality: 64 Segments: 3 Sliding Window: 120 Threshold: 500 Default Promotion: False
MPdist: 351.27 seconds
Approximate MPdist: 12.603

Using a bigger sliding window size generates the following output:

$ ./apprMPdist.py 10k1.gz 10k2.gz -s 3 -c 64 -t 500 -w 300
Max Cardinality: 64 Segments: 3 Sliding Window: 300 Threshold: 500 Default Promotion: False
MPdist: 384.74 seconds
Approximate MPdist: 21.757

So, bigger sliding window sizes require more time. As before, this is because calculating Euclidean distances for bigger sliding window sizes is slower.

Executing joinMPdist.py produces the following output:

$ ./joinMPdist.py 10k1.gz 10k2.gz -s 3 -c 64...
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