Cook, Diane J. 1963- creator text bibliography Electronic books. Electronic books. nju 2015 monographic eng

electronic resource

1 online resource. "The book provides an in-depth look at computational approaches to activity learning from sensor data"-- Machine generated contents note: 1 Introduction 2 Activities 2.1 Definitions 2.2 Classes of Activities 2.3 Additional Reading 3 Sensing 3.1 Sensors Used for Activity Learning 3.2 Sample Sensor Datasets 3.3 Features 3.4 Multisensor Fusion 3.5 Additional Reading 4 Machine Learning 4.1 Supervised Learning Framework 4.2 Naïve Bayes Classifier 4.3 Gaussian Mixture Model 4.4 Hidden Markov Model 4.5 Decision Tree 4.6 Support Vector Machine 4.7 Conditional Random Field 4.8 Combining Classifier Models 4.9 Dimensionality Reduction 4.10 Additional Reading 5 Activity Recognition 5.1 Activity Segmentation 5.2 Sliding Windows 5.3 Unsupervised Segmentation 5.4 Measuring Performance 5.5 Additional Reading 6 Activity Discovery 6.1 Zero-Shot Learning 6.2 Sequence Mining 6.3 Clustering 6.4 Topic Models 6.5 Measuring Performance 6.6 Additional Reading 7 Activity Prediction 7.1 Activity Sequence Prediction 7.2 Activity Forecasting 7.3 Probabilistic Graph-Based Activity Prediction 7.4 Rule-Based Activity Timing Prediction 7.5 Measuring Performance 7.6 Additional Reading 8 Activity Learning in the Wild 8.1 Collecting Annotated Sensor Data 8.2 Transfer Learning 8.3 Multi-Label Learning 8.4 Activity Learning for Multiple Individuals 8.5 Additional Reading 9 Applications of Activity Learning 9.1 Health 9.2 Activity-Aware Services 9.3 Security and Emergency Management 9.4 Activity Reconstruction, Expression and Visualization 9.5 Analyzing Human Dynamics 9.6 Additional Reading 10 The Future of Activity Learning Appendix: Sample Activity Data Bibliography. Diane J. Cook, Narayanan C. Krishnan. Includes bibliographical references and index. Active learning Data processing Detectors Data processing Multisensor data fusion TECHNOLOGY & ENGINEERING / Electronics / Digital TECHNOLOGY & ENGINEERING / Sensors COMPUTERS / Database Management / Data Mining LB1027.23 371.3 TEC008060 TEC064000 COM021030 Cook, Diane J., 1963- Hoboken, NJ : Wiley, 2015 (DLC) 2014039501 9781119010241 (ePub) 1119010241 (ePub) 9781119010234 (Adobe PDF) 1119010233 (Adobe PDF) 9781119010258 111901025X 111889376X 9781118893760 2015002169 http://onlinelibrary.wiley.com/book/10.1002/9781119010258 http://onlinelibrary.wiley.com/book/10.1002/9781119010258 DLC 150116 20171025125148.0 ocn900565386 eng