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)

Useful books

In this last section of the book, I will list useful books related to computer science and software engineering, starting with the field of databases.

Useful books on databases

As time series are connected to databases, I will give you a small list of classic books on databases:

  • Readings in Database Systems, Fourth Edition, edited by Joseph M. Hellerstein and Michael Stonebraker
  • Database Internals, written by Alex Petrov
  • Introduction to Data Mining, 2nd Edition, written by Pang-Ning Tan, Michael Steinbach, Anuj Karpatne, and Vipin Kumar
  • Database Systems: The Complete Book, 2nd Edition, written by Hector Garcia-Molina, Jeffrey D. Ullman, and Jennifer Widom
  • Database Management Systems, 3rd Edition, written by Raghu Ramakrishnan and Johannes Gehrke

Databases and time series are not isolated from operating systems and computer programming. Therefore, it would be beneficial to have a strong Computer Science background when working with databases...