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Student body gesture recognition based on Fisher broad learning system

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成果类型:
期刊论文
作者:
Shi, Yafei;Wei, Yantao*;Pan, Donghui;Deng, Wei;Yao, Huang;...
通讯作者:
Wei, Yantao
作者机构:
[Yao, Huang; Shi, Yafei; Wei, Yantao; Tong, Mingwen; Liu, Qingtang; Chen, Tiantian; Deng, Wei; Zhao, Gang] Cent China Normal Univ, Sch Educ Informat Technol, Wuhan 430079, Hubei, Peoples R China.
[Pan, Donghui] Anhui Univ, Sch Math Sci, Hefei 230601, Anhui, Peoples R China.
通讯机构:
[Wei, Yantao] C
Cent China Normal Univ, Sch Educ Informat Technol, Wuhan 430079, Hubei, Peoples R China.
语种:
英文
关键词:
Student body gesture recognition;fisher broad learning system;learning analytics
期刊:
International Journal of Wavelets, Multiresolution and Information Processing
ISSN:
0219-6913
年:
2019
卷:
17
期:
1
页码:
1950001
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61502195, 61772012]; Technological Innovation Projects of Hubei Province (Major Program) [2017ACA105]; Natural Science Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2018CFB691, 2017CFB504]; Self-determined Research Funds of CCNU from the Colleges' Basic Research and Operation of MOE [CCNU16GD026, CCNU16A05022]; Natural Science Foundation of Anhui Province of ChinaNatural Science Foundation of Anhui Province [1808085QF212]
机构署名:
本校为第一且通讯机构
院系归属:
教育信息技术学院
摘要:
Observing student body gesture has been widely used to assess teaching effectiveness over the past few decades. However, manual observation is not suitable for the automatic data analysis in the field of learning analytics. Consequently, a student body gesture recognition method based on Fisher Broad Learning System (FBLS) and Local Log-Euclidean Multivariate Gaussian (L2EMG) is proposed in this paper. FBLS is designed by introducing the discriminative information into the hidden layer of Broad Learning System (BLS) and reducing the dimensionality of hidden-layer representations. FBLS has supe...

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