Format:
XVII, 257 S.
,
Ill., graph. Darst., Kt.
,
25 cm
ISBN:
9781118893760
Series Statement:
Wiley series on parallel and distributed computing
Content:
"The book provides an in-depth look at computational approaches to activity learning from sensor data"--
Note:
Includes bibliographical references and index
,
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 Nai͏̈ve 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.
Additional Edition:
ISBN 9781119010234
Additional Edition:
Online version Activity learning
Additional Edition:
Online-Ausg. Cook, Diane J., 1963 - Activity learning Hoboken, NJ : Wiley, 2015 ISBN 9781119010241
Additional Edition:
ISBN 1119010241
Additional Edition:
ISBN 9781119010234
Additional Edition:
ISBN 1119010233
Additional Edition:
ISBN 111901025X
Additional Edition:
ISBN 9781118893760
Additional Edition:
ISBN 9781119010258
Additional Edition:
ISBN 111889376X
Language:
English
Subjects:
Computer Science
Keywords:
Lerntechnik
;
Lernforschung
;
Datenverarbeitung
;
Datenfusion
