자료유형 | 단행본 |
---|---|
서명/저자사항 | Activity learning : discovering, recognizing, and predicting human behavior from sensor data / Diane J. Cook, Narayanan C. Krishnan. |
개인저자 | Cook, Diane J., 1963-. |
발행사항 | Hoboken, NJ : Wiley, 2015. |
형태사항 | xvii, 257 p. : ill. ; 25 cm. |
총서사항 | Wiley series on parallel and distributed computing |
ISBN | 9781118893760 (hardback) : |
서지주기 | Includes bibliographical references and index. |
내용주기 | 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. |
요약 | "The book provides an in-depth look at computational approaches to activity learning from sensor data"-- |
해제 | Provided by publisher. |
일반주제명 | Active learning --Data processing. Detectors --Data processing. Multisensor data fusion. |
분류기호(DDC) | 371.3 |
언어 | 영어 |
보존/밀집/기증 자료 신청 분관대출 서가부재도서 무인예약대출 배달서비스 소장위치출력
No. | 등록번호 | 청구기호 | 소장처 | 밀집번호 | 도서상태 | 반납예정일 | 예약 | 서비스 | 매체정보 |
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1 | 1269861 | 371.3 C77aw | 중앙도서관[본관]/2자료실(3층)/ | 대출가능 |