Assessing impacts of data volume and data set balance in using deep learning approach to human activity recognition

Haipeng Chen; Fuhai Xiong; Dihong Wu; Lingxiang Zheng; Ao Peng; Xuemin Hong; Biyu Tang; Hai Lu; Haibin Shi; Huiru Zheng

doi:10.1109/BIBM.2017.8217821

Assessing impacts of data volume and data set balance in using deep learning approach to human activity recognition

Haipeng Chen, Fuhai Xiong, Dihong Wu, Lingxiang Zheng, Ao Peng, Xuemin Hong, Biyu Tang, Hai Lu, Haibin Shi, Huiru Zheng

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

16 Citations (Scopus)

77 Downloads (Pure)

Original language	English
Title of host publication	Unknown Host Publication
Publisher	IEEE
Pages	1160-1165
Number of pages	6
ISBN (Print)	978-1-5090-3051-4
DOIs	https://doi.org/10.1109/BIBM.2017.8217821
Publication status	Published online - 18 Dec 2017
Event	DLB2H 2017 workshop at 2017 IEEE International Conference on Bioinformatics and Biomedicine - Duration: 18 Dec 2017 → …

Workshop

Workshop	DLB2H 2017 workshop at 2017 IEEE International Conference on Bioinformatics and Biomedicine
Period	18/12/17 → …

Keywords

human activity recognition
deep learning
LSTM
CNN

Access to Document

10.1109/BIBM.2017.8217821

BIBM7－Lingxiang zhengAuthor Accepted Manuscript, 473 KB

http://uir.ulster.ac.uk/39624/1/AcceptanceEmailB472LingxiangZheng.pdf

Cite this

@inproceedings{ca73f79c21cd44f3aa7eb32088769b75,

title = "Assessing impacts of data volume and data set balance in using deep learning approach to human activity recognition",

keywords = "human activity recognition, deep learning, LSTM, CNN",

author = "Haipeng Chen and Fuhai Xiong and Dihong Wu and Lingxiang Zheng and Ao Peng and Xuemin Hong and Biyu Tang and Hai Lu and Haibin Shi and Huiru Zheng",

year = "2017",

month = dec,

day = "18",

doi = "10.1109/BIBM.2017.8217821",

language = "English",

isbn = "978-1-5090-3051-4",

pages = "1160--1165",

booktitle = "Unknown Host Publication",

publisher = "IEEE",

address = "United States",

note = "DLB2H 2017 workshop at 2017 IEEE International Conference on Bioinformatics and Biomedicine ; Conference date: 18-12-2017",

}

Chen, H, Xiong, F, Wu, D, Zheng, L, Peng, A, Hong, X, Tang, B, Lu, H, Shi, H & Zheng, H 2017, Assessing impacts of data volume and data set balance in using deep learning approach to human activity recognition. in Unknown Host Publication. IEEE, pp. 1160-1165, DLB2H 2017 workshop at 2017 IEEE International Conference on Bioinformatics and Biomedicine, 18/12/17. https://doi.org/10.1109/BIBM.2017.8217821

TY - GEN

T1 - Assessing impacts of data volume and data set balance in using deep learning approach to human activity recognition

AU - Chen, Haipeng

AU - Xiong, Fuhai

AU - Wu, Dihong

AU - Zheng, Lingxiang

AU - Peng, Ao

AU - Hong, Xuemin

AU - Tang, Biyu

AU - Lu, Hai

AU - Shi, Haibin

AU - Zheng, Huiru

PY - 2017/12/18

Y1 - 2017/12/18

KW - human activity recognition

KW - deep learning

KW - LSTM

KW - CNN

U2 - 10.1109/BIBM.2017.8217821

DO - 10.1109/BIBM.2017.8217821

M3 - Conference contribution

SN - 978-1-5090-3051-4

SP - 1160

EP - 1165

BT - Unknown Host Publication

PB - IEEE

T2 - DLB2H 2017 workshop at 2017 IEEE International Conference on Bioinformatics and Biomedicine

Y2 - 18 December 2017

ER -