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

21 Citations (Scopus)

98 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 -