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Contents
(A) study on the two-dimensional graph data and its effectiveness in human behavior classification deep learning / Seo-Yung Lee ; Kwangmin Hyun ; Baek-Ki Kim ; Hwan-Seog Kim 1
Abstract 1
요약 1
I. Introduction 2
II. Related Work 2
III. Classify Human Activitys 3
3.1. Training Data Preparation 3
3.2. Data collect and preprocessing 5
IV. Experiment Result 5
V. Conclusion 6
References 7
저자소개 7
| 번호 | 참고문헌 | 국회도서관 소장유무 |
|---|---|---|
| 1 | FahriddinMarnatov, Min Gyu Song, Jin Young Kim, and Seung You Na, "Human Activity Recognition Using New Multi-Sensor Module in Mobile Environment", Korean Institute of Information Technology, Vol. 9, No. 5, pp. 167-174, Mar. 2016. | 미소장 |
| 2 | Jongwook Si, Hyeoncheol Son, Daseul Kim, Moonnyeon Kim, Jiyeon Jeong, Gyuree Kim, Younghyung Kim, and Sungyoung Kim, "Fall Detection using Skeletal Coordinate Vector and LSTM Model" Journal of KIIT, Vol. 18, No. 12, pp. 19-29, Dec. 2020. htp:/dx.doi.org/10.14801/jkit.2020.18.12.19. | 미소장 |
| 3 | Saisakul Chernbumroong, Shuang Cang, Anthony Atkins, and Hongnian Yu, "Elderly activities recognition and classification for applications in assisted living", Expert Systems with Applications, Vol. 40, pp. 1662-1674, Oct. 2012. | 미소장 |
| 4 | Saisakul Chernbumroong, Anthony S. Atkins, and Hongnian Yu, "Activity classification using a single wrist-worn accelerometer" 2011 5th International Conference on Software, Knowledge Information, Industrial Management and Applications (SKIMA) Proceedings, Jan, 2011. https://doi.org/10.1109/SKIMA.2011.6089975. | 미소장 |
| 5 | Myeong-Chun Lee and Sung-Bae Cho, "Mobile Activity Recognition using Bidirectional Recurrent Neural Network with Long Short-Term Memory", The Korean Institute of Information Scientists and Engineers, 38(28)th ed. Korea, pp. 263-266, Oct. 2011. | 미소장 |
| 6 | Soo-Yeon Shin, "Human Activities Recognition System Using Multimodal Sensor and Deep Learning" M.E dissertation, Department of Mechanics & Design, Kookmin Univ. Seoul, Korea, Feb. 2016. | 미소장 |
| 7 | Young-Jin Nam and Ha-Hyun Jo, "Prediction of Weekly Load using Stacked Bidirectional LSTM and Stacked Unidirectional LSTM", Journal of KIIT, Vol. 18, No. 9, pp. 9-17, Sep. 2020. | 미소장 |
| 8 | Terry Taewoong Um1, Vahid Babakeshizadeh, and Dana Kulic, "Exercise Motion Classification from Large-Scale Wearable Sensor Data Using Convolutional Neural Networks", 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Sep. 2017. https://doi.org/10.1109/IROS.2017.8206051. | 미소장 |
| 9 | Dan Morris, T. Scott Saponas, Andrew Guillory, and Ilya Kelner, "RecoFit: Using a Wearable Sensor to CHI '14 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems", Toronto, pp. 3225–3234, Apr. 2014. https://doi.org/10.1145/2556288.2557116. | 미소장 |
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