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Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan



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Autore: Cook Diane J. <1963-> Visualizza persona
Titolo: Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan Visualizza cluster
Pubblicazione: Hoboken, New Jersey : , : John Wiley & Sons, Inc., , 2015
©2015
Descrizione fisica: 1 online resource (282 p.)
Disciplina: 371.3
Soggetto topico: Active learning - Data processing
Detectors - Data processing
Multisensor data fusion
Classificazione: TEC008060TEC064000COM021030
Persona (resp. second.): KrishnanNarayanan C.
Note generali: Description based upon print version of record.
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: 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.
Sommario/riassunto: "The book provides an in-depth look at computational approaches to activity learning from sensor data"--
Titolo autorizzato: Activity learning  Visualizza cluster
ISBN: 1-119-01025-X
1-119-01023-3
1-119-01024-1
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910813786103321
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Serie: Wiley series on parallel and distributed computing.