Funk, Burkhardt
Machine Learning for the Quantified Self
1. Introduction
Mark Hoogendoorn, Burkhardt Funk
Part I. Sensory Data and Features
2. Basics of Sensory Data
Mark Hoogendoorn, Burkhardt Funk
3. Handling Noise and Missing Values in Sensory Data
Mark Hoogendoorn, Burkhardt Funk
4. Feature Engineering Based on Sensory Data
Mark Hoogendoorn, Burkhardt Funk
Part II. Learning Based on Sensory Data
5. Clustering
Mark Hoogendoorn, Burkhardt Funk
6. Mathematical Foundations for Supervised Learning
Mark Hoogendoorn, Burkhardt Funk
7. Predictive Modeling without Notion of Time
Mark Hoogendoorn, Burkhardt Funk
8. Predictive Modeling with Notion of Time
Mark Hoogendoorn, Burkhardt Funk
9. Reinforcement Learning to Provide Feedback and Support
Mark Hoogendoorn, Burkhardt Funk
Part III. Discussion
10. Discussion
Mark Hoogendoorn, Burkhardt Funk
Keywords: Engineering, Computational Intelligence, Artificial Intelligence (incl. Robotics)
- Author(s)
- Funk, Burkhardt
- Hoogendoorn, Mark
- Publisher
- Springer
- Publication year
- 2018
- Language
- en
- Edition
- 1
- Series
- Cognitive Systems Monographs
- Page amount
- 15 pages
- Category
- Technology, Energy, Traffic
- Format
- Ebook
- eISBN (PDF)
- 9783319663081
- Printed ISBN
- 978-3-319-66307-4