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Behavior Analysis with Machine Learning Using R.
- Format:
- Book
- Author/Creator:
- Garcia Ceja, Enrique.
- Series:
- Chapman & Hall/CRC the R series (CRC Press)
- Chapman & Hall/CRC The R Series
- Language:
- English
- Subjects (All):
- Behavioral assessment--Data processing.
- Behavioral assessment.
- Task analysis--Data processing.
- Task analysis.
- Machine learning.
- R (Computer program language).
- Physical Description:
- 1 online resource (xxxiv, 400 pages).
- polychrome
- Edition:
- First edition.
- Place of Publication:
- Boca Raton, FL : Chapman and Hall/CRC, 2021.
- System Details:
- text file
- Biography/History:
- Enrique is a Data Scientist at Optimeering. He was previously a Researcher at SINTEF, Norway. He also worked as a PostDoc at the University of Oslo. For the last 11 years, he has been conducting research on behavior analysis using machine learning. Feel free to contact him for any questions, comments, and feedback.e-mail: e.g.mx [at] ieee.orgtwitter: https://twitter.com/e_g_mxwebsite: http://www.enriquegc.com
- Contents:
- 1. Introduction to Behavior and Machine Learning2. Predicting Behavior with Classification Models3. Predicting Behavior with Ensemble Learning4. Exploring and Visualizing Behavioral Data5. Preprocessing Behavioral Data6. Discovering Behaviors with Unsupervised Learning7. Encoding Behavioral Data8. Predicting Behavior with Deep Learning9. Multi-User Validation10. Detecting Abnormal BehaviorsAppendix A. Setup Your EnvironmentAppendix B. Datasets
- Notes:
- Electronic reproduction. London Available via World Wide Web.
- ISBN:
- 9781003203469
- 1003203469
- 9781000484236
- 1000484238
- 9781000484250
- 1000484254
- Publisher Number:
- 40030861068
- Access Restriction:
- Restricted for use by site license.
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