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Codeless Time Series Analysis with KNIME

You're reading from   Codeless Time Series Analysis with KNIME A practical guide to implementing forecasting models for time series analysis applications

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Product type Paperback
Published in Aug 2022
Publisher Packt
ISBN-13 9781803232065
Length 392 pages
Edition 1st Edition
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Authors (4):
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Daniele Tonini Daniele Tonini
Author Profile Icon Daniele Tonini
Daniele Tonini
Maarit Widmann Maarit Widmann
Author Profile Icon Maarit Widmann
Maarit Widmann
Corey Weisinger Corey Weisinger
Author Profile Icon Corey Weisinger
Corey Weisinger
KNIME AG KNIME AG
Author Profile Icon KNIME AG
KNIME AG
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Toc

Table of Contents (20) Chapters Close

Preface 1. Part 1: Time Series Basics and KNIME Analytics Platform
2. Chapter 1: Introducing Time Series Analysis FREE CHAPTER 3. Chapter 2: Introduction to KNIME Analytics Platform 4. Chapter 3: Preparing Data for Time Series Analysis 5. Chapter 4: Time Series Visualization 6. Chapter 5: Time Series Components and Statistical Properties 7. Part 2: Building and Deploying a Forecasting Model
8. Chapter 6: Humidity Forecasting with Classical Methods 9. Chapter 7: Forecasting the Temperature with ARIMA and SARIMA Models 10. Chapter 8: Audio Signal Classification with an FFT and a Gradient-Boosted Forest 11. Chapter 9: Training and Deploying a Neural Network to Predict Glucose Levels 12. Chapter 10: Predicting Energy Demand with an LSTM Model 13. Chapter 11: Anomaly Detection – Predicting Failure with No Failure Examples 14. Part 3: Forecasting on Mixed Platforms
15. Chapter 12: Predicting Taxi Demand on the Spark Platform 16. Chapter 13: GPU Accelerated Model for Multivariate Forecasting 17. Chapter 14: Combining KNIME and H2O to Predict Stock Prices 18. Answers 19. Other Books You May Enjoy

Conventions used

There are a number of text conventions used throughout this book.

Code in text: Indicates code words in text, database table names, folder names, filenames, file extensions, pathnames, dummy URLs, user input, and Twitter handles. Here is an example: “For example, the ../sales.csv workflow relative path reads the sales.csv file located in the same workflow group as the executing workflow.”

Bold: Indicates a new term, an important word, or words that you see onscreen. For instance, words in menus or dialog boxes appear in bold. Here is an example: “If you want to do that, you will need to unlink it via the component’s context menu by selecting Component | Disconnect Link.”

Tips or Important Notes

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