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Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan
| Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan |
| Autore | Cook Diane J. <1963-> |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : John Wiley & Sons, Inc., , 2015 |
| Descrizione fisica | 1 online resource (282 p.) |
| Disciplina | 371.3 |
| Collana | Wiley Series on Parallel and Distributed Computing |
| Soggetto topico |
Active learning - Data processing
Detectors - Data processing Multisensor data fusion |
| ISBN |
1-119-01025-X
1-119-01023-3 1-119-01024-1 |
| Classificazione | TEC008060TEC064000COM021030 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| 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. |
| Record Nr. | UNINA-9910132433603321 |
Cook Diane J. <1963->
|
||
| Hoboken, New Jersey : , : John Wiley & Sons, Inc., , 2015 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan
| Activity learning : discovering, recognizing, and predicting human behavior from sensor data / / Diane J. Cook, Narayanan C. Krishnan |
| Autore | Cook Diane J. <1963-> |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : John Wiley & Sons, Inc., , 2015 |
| Descrizione fisica | 1 online resource (282 p.) |
| Disciplina | 371.3 |
| Collana | Wiley Series on Parallel and Distributed Computing |
| Soggetto topico |
Active learning - Data processing
Detectors - Data processing Multisensor data fusion |
| ISBN |
1-119-01025-X
1-119-01023-3 1-119-01024-1 |
| Classificazione | TEC008060TEC064000COM021030 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| 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. |
| Record Nr. | UNINA-9910813786103321 |
|
Cook Diane J. <1963->
|
||
| Hoboken, New Jersey : , : John Wiley & Sons, Inc., , 2015 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Smart environments [[electronic resource] ] : technologies, protocols, and applications / / Diane J. Cook and Sajal K. Das
| Smart environments [[electronic resource] ] : technologies, protocols, and applications / / Diane J. Cook and Sajal K. Das |
| Autore | Cook Diane J. <1963-> |
| Pubbl/distr/stampa | Hoboken, NJ, : John Wiley, 2005 |
| Descrizione fisica | 1 online resource (424 p.) |
| Disciplina | 006.3 |
| Altri autori (Persone) | DasSajal K |
| Collana | Wiley Series on Parallel and Distributed Computing |
| Soggetto topico |
Expert systems (Computer science)
Artificial intelligence Intelligent buildings |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-280-26515-9
9786610265152 0-470-24773-8 0-471-68658-1 0-471-68659-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | SMART ENVIRONMENTS; CONTENTS; Contributors; Foreword; Acknowledgments; PART 1. INTRODUCTION; PART 2. TECHNOLOGIES FOR SMART ENVIRONMENTS; PART 3. ALGORITHMS AND PROTOCOLS FOR SMART ENVIRONMENTS; PART 4. APPLICATIONS; PART 5. CONCLUSIONS; Index |
| Record Nr. | UNINA-9910146077803321 |
|
Cook Diane J. <1963->
|
||
| Hoboken, NJ, : John Wiley, 2005 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Smart environments [[electronic resource] ] : technologies, protocols, and applications / / Diane J. Cook and Sajal K. Das
| Smart environments [[electronic resource] ] : technologies, protocols, and applications / / Diane J. Cook and Sajal K. Das |
| Autore | Cook Diane J. <1963-> |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Hoboken, NJ, : John Wiley, 2005 |
| Descrizione fisica | 1 online resource (424 p.) |
| Disciplina | 006.3 |
| Altri autori (Persone) | DasSajal K |
| Collana | Wiley Series on Parallel and Distributed Computing |
| Soggetto topico |
Expert systems (Computer science)
Artificial intelligence Intelligent buildings |
| ISBN |
1-280-26515-9
9786610265152 0-470-24773-8 0-471-68658-1 0-471-68659-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | SMART ENVIRONMENTS; CONTENTS; Contributors; Foreword; Acknowledgments; PART 1. INTRODUCTION; PART 2. TECHNOLOGIES FOR SMART ENVIRONMENTS; PART 3. ALGORITHMS AND PROTOCOLS FOR SMART ENVIRONMENTS; PART 4. APPLICATIONS; PART 5. CONCLUSIONS; Index |
| Record Nr. | UNINA-9910828472303321 |
|
Cook Diane J. <1963->
|
||
| Hoboken, NJ, : John Wiley, 2005 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||