Book Image

Time Series Indexing

By : Mihalis Tsoukalos
Book Image

Time Series Indexing

By: Mihalis Tsoukalos

Overview of this book

Time series are everywhere, ranging from financial data and system metrics to weather stations and medical records. Being able to access, search, and compare time series data quickly is essential, and this comprehensive guide enables you to do just that by helping you explore SAX representation and the most effective time series index, iSAX. The book begins by teaching you about the implementation of SAX representation in Python as well as the iSAX index, along with the required theory sourced from academic research papers. The chapters are filled with figures and plots to help you follow the presented topics and understand key concepts easily. But what makes this book really great is that it contains the right amount of knowledge about time series indexing using the right amount of theory and practice so that you can work with time series and develop time series indexes successfully. Additionally, the presented code can be easily ported to any other modern programming language, such as Swift, Java, C, C++, Ruby, Kotlin, Go, Rust, and JavaScript. By the end of this book, you'll have learned how to harness the power of iSAX and SAX representation to efficiently index and analyze time series data and will be equipped to develop your own time series indexes and effectively work with time series data.
Table of Contents (11 chapters)

Summary

In this last chapter of the book, we included a long list of interesting books and research papers. Time series, time series data mining, and databases, in general, are interesting fields that will keep you busy for the rest of your life if you treat them with respect and keep experimenting and learning new things. I can assure you that you will never get bored with these fields, either in academia or in industry.

If you retain a single thing from this book, it is to be curious and experiment all the time.

However, the first step is finding what interests you the most and following that direction. If you are going to spend a large amount of your time on something, you should definitely find it interesting and challenging enough!

Thank you very much for choosing the book. Feel free to send any suggestions you might have for improving potential future editions of the book. Your comments and suggestions can make a difference!