عنوان

Activity learning :

(Number (ISBN

111889376X

(Number (ISBN

9781118893760

Number

dltt

Title Proper

Activity learning :

General Material Designation

[Book]

Other Title Information

discovering, recognizing, and predicting human behavior from sensor data /

First Statement of Responsibility

Diane J. Cook, Narayanan C. Krishnan

Specific Material Designation and Extent of Item

xvii, 257 pages ;

Dimensions

25 cm

Series Title

Wiley series on parallel and distributed computing

Text of Note

Includes bibliographical references and index

Text of Note

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

8

Text of Note

"The book provides an in-depth look at computational approaches to activity learning from sensor data"--

Title

Activity learning

International Standard Book Number

9781119010234

Active learning-- Data processing

Detectors-- Data processing

Multisensor data fusion

Class number

Book number

Cook, Diane J.,1963-

Krishnan, Narayanan C.

Date of Transaction

20150414234315.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y