Research on multimodal affective computing oriented to online collaborative learning

Jinpeng Yang; Yaofeng Xue; Zhitong Zeng; Wei Guo

doi:10.1109/ICALT.2019.00045

Research on multimodal affective computing oriented to online collaborative learning

Jinpeng Yang
, Yaofeng Xue^*
, Zhitong Zeng
, Wei Guo

^*Corresponding author for this work

Faculty of Education

East China Normal University

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

4 Scopus citations

Abstract

Analyzing the emotion interaction of online collaborative learning, this paper proposes a multimodal affective computing model combined with the logical function. The framework of an affective computing is designed, which includes several modules for collection, processing, analysis and visualization of data, sentiment classification and feedback. Finally, the feasibility and validity of the prototype system is verified.

Original language	English
Title of host publication	Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019
Editors	Maiga Chang, Demetrios G Sampson, Ronghuai Huang, Alex Sandro Gomes, Nian-Shing Chen, Ig Ibert Bittencourt, Kinshuk Kinshuk, Diego Dermeval, Ibsen Mateus Bittencourt
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	137-139
Number of pages	3
ISBN (Electronic)	9781728134857
DOIs	https://doi.org/10.1109/ICALT.2019.00045
State	Published - Jul 2019
Event	19th IEEE International Conference on Advanced Learning Technologies, ICALT 2019 - Maceio, Brazil Duration: 15 Jul 2019 → 18 Jul 2019

Publication series

Name	Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019

Conference

Conference	19th IEEE International Conference on Advanced Learning Technologies, ICALT 2019
Country/Territory	Brazil
City	Maceio
Period	15/07/19 → 18/07/19

Keywords

Affective computing
Data analysis
Learning community
Logical function
Online collaborative learning

Access to Document

10.1109/ICALT.2019.00045

Cite this

Yang, J., Xue, Y., Zeng, Z., & Guo, W. (2019). Research on multimodal affective computing oriented to online collaborative learning. In M. Chang, D. G. Sampson, R. Huang, A. S. Gomes, N.-S. Chen, I. I. Bittencourt, K. Kinshuk, D. Dermeval, & I. M. Bittencourt (Eds.), Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019 (pp. 137-139). Article 8820866 (Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICALT.2019.00045

Yang, Jinpeng ; Xue, Yaofeng ; Zeng, Zhitong et al. / Research on multimodal affective computing oriented to online collaborative learning. Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019. editor / Maiga Chang ; Demetrios G Sampson ; Ronghuai Huang ; Alex Sandro Gomes ; Nian-Shing Chen ; Ig Ibert Bittencourt ; Kinshuk Kinshuk ; Diego Dermeval ; Ibsen Mateus Bittencourt. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 137-139 (Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019).

@inproceedings{1109ae64a3da46bd94dcc8ab9a0bf1d2,

title = "Research on multimodal affective computing oriented to online collaborative learning",

abstract = "Analyzing the emotion interaction of online collaborative learning, this paper proposes a multimodal affective computing model combined with the logical function. The framework of an affective computing is designed, which includes several modules for collection, processing, analysis and visualization of data, sentiment classification and feedback. Finally, the feasibility and validity of the prototype system is verified.",

keywords = "Affective computing, Data analysis, Learning community, Logical function, Online collaborative learning",

author = "Jinpeng Yang and Yaofeng Xue and Zhitong Zeng and Wei Guo",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 19th IEEE International Conference on Advanced Learning Technologies, ICALT 2019 ; Conference date: 15-07-2019 Through 18-07-2019",

year = "2019",

month = jul,

doi = "10.1109/ICALT.2019.00045",

language = "英语",

series = "Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "137--139",

editor = "Maiga Chang and Sampson, \{Demetrios G\} and Ronghuai Huang and Gomes, \{Alex Sandro\} and Nian-Shing Chen and Bittencourt, \{Ig Ibert\} and Kinshuk Kinshuk and Diego Dermeval and Bittencourt, \{Ibsen Mateus\}",

booktitle = "Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019",

address = "美国",

}

Yang, J, Xue, Y, Zeng, Z & Guo, W 2019, Research on multimodal affective computing oriented to online collaborative learning. in M Chang, DG Sampson, R Huang, AS Gomes, N-S Chen, II Bittencourt, K Kinshuk, D Dermeval & IM Bittencourt (eds), Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019., 8820866, Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019, Institute of Electrical and Electronics Engineers Inc., pp. 137-139, 19th IEEE International Conference on Advanced Learning Technologies, ICALT 2019, Maceio, Brazil, 15/07/19. https://doi.org/10.1109/ICALT.2019.00045

Research on multimodal affective computing oriented to online collaborative learning. / Yang, Jinpeng; Xue, Yaofeng; Zeng, Zhitong et al.
Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019. ed. / Maiga Chang; Demetrios G Sampson; Ronghuai Huang; Alex Sandro Gomes; Nian-Shing Chen; Ig Ibert Bittencourt; Kinshuk Kinshuk; Diego Dermeval; Ibsen Mateus Bittencourt. Institute of Electrical and Electronics Engineers Inc., 2019. p. 137-139 8820866 (Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019).

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

TY - GEN

T1 - Research on multimodal affective computing oriented to online collaborative learning

AU - Yang, Jinpeng

AU - Xue, Yaofeng

AU - Zeng, Zhitong

AU - Guo, Wei

PY - 2019/7

Y1 - 2019/7

N2 - Analyzing the emotion interaction of online collaborative learning, this paper proposes a multimodal affective computing model combined with the logical function. The framework of an affective computing is designed, which includes several modules for collection, processing, analysis and visualization of data, sentiment classification and feedback. Finally, the feasibility and validity of the prototype system is verified.

AB - Analyzing the emotion interaction of online collaborative learning, this paper proposes a multimodal affective computing model combined with the logical function. The framework of an affective computing is designed, which includes several modules for collection, processing, analysis and visualization of data, sentiment classification and feedback. Finally, the feasibility and validity of the prototype system is verified.

KW - Affective computing

KW - Data analysis

KW - Learning community

KW - Logical function

KW - Online collaborative learning

UR - https://www.scopus.com/pages/publications/85072917371

U2 - 10.1109/ICALT.2019.00045

DO - 10.1109/ICALT.2019.00045

M3 - 会议稿件

AN - SCOPUS:85072917371

T3 - Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019

SP - 137

EP - 139

BT - Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019

A2 - Chang, Maiga

A2 - Sampson, Demetrios G

A2 - Huang, Ronghuai

A2 - Gomes, Alex Sandro

A2 - Chen, Nian-Shing

A2 - Bittencourt, Ig Ibert

A2 - Kinshuk, Kinshuk

A2 - Dermeval, Diego

A2 - Bittencourt, Ibsen Mateus

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 19th IEEE International Conference on Advanced Learning Technologies, ICALT 2019

Y2 - 15 July 2019 through 18 July 2019

ER -

Yang J, Xue Y, Zeng Z, Guo W. Research on multimodal affective computing oriented to online collaborative learning. In Chang M, Sampson DG, Huang R, Gomes AS, Chen NS, Bittencourt II, Kinshuk K, Dermeval D, Bittencourt IM, editors, Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 137-139. 8820866. (Proceedings - IEEE 19th International Conference on Advanced Learning Technologies, ICALT 2019). doi: 10.1109/ICALT.2019.00045

Research on multimodal affective computing oriented to online collaborative learning

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Keywords

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