عنوان

Activity learning :

شابک

111889376X

شابک

9781118893760

شماره

dltt

عنوان اصلي

Activity learning :

نام عام مواد

[Book]

ساير اطلاعات عنواني

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

نام نخستين پديدآور

Diane J. Cook, Narayanan C. Krishnan

نام خاص و کميت اثر

xvii, 257 pages ;

ابعاد

25 cm

عنوان فروست

Wiley series on parallel and distributed computing

متن يادداشت

Includes bibliographical references and index

متن يادداشت

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

بدون عنوان

8

متن يادداشت

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

عنوان

Activity learning

شماره استاندارد بين المللي کتاب و موسيقي

9781119010234

موضوع مستند نشده

Active learning-- Data processing

موضوع مستند نشده

Detectors-- Data processing

موضوع مستند نشده

Multisensor data fusion

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Cook, Diane J.,1963-

مستند نام اشخاص تاييد نشده

Krishnan, Narayanan C.

تاريخ عمليات

20150414234315.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y