Predicting product adoption intentions: An integrated behavioral model-inspired multiview learning approach

doi:10.1016/j.im.2021.103484

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 互联网大数据与安全信息学研究中心

	Predicting product adoption intentions: An integrated behavioral model-inspired multiview learning approach
	Zhang, Zhu 1,2; Wei, Xuan 3; Zheng, Xiaolong 1,4; Zeng, Daniel Dajun 1,2,4
刊名	INFORMATION & MANAGEMENT
	2021-11-01
卷号	58 期号:7 页码:12
关键词	Text mining Deep learning Product adoption intention Multi-view learning
ISSN号	0378-7206
DOI	10.1016/j.im.2021.103484
通讯作者	Zheng, Xiaolong(xiaolong.zheng@ia.ac.cn)
英文摘要	Mining product adoption intentions from social media could provide insights for many business practices, such as social media marketing. Existing methods mainly focus on text information but overlook other types of data. In light of the Integrated Behavioral Model (IBM), in this study, we argue that it is valuable to consider users' social connections in addition to postings for identifying product adoption intentions. Based on this rationale, we propose a novel multiview deep learning framework to identify product adoption intentions. Extensive experiments show our proposed approach is effective, and demonstrate the benefit of incorporating social network information for intention identification.
资助项目	Ministry of Science and Technology of China[2020AAA0108401] ; Ministry of Science and Technology of China[2019QY (Y) 0101] ; Ministry of Science and Technology of China[2020AAA0103405] ; National Natural Science Foundation of China[71974187] ; National Natural Science Foundation of China[71621002] ; National Natural Science Foundation of China[71902179] ; National Natural Science Foundation of China[72074209] ; Longhua District Science and Technology Innovation Fund[10162a20200617b70da63] ; National Science Foundation[1228509]
WOS关键词	NEURAL-NETWORKS ; SYSTEMS
WOS研究方向	Computer Science ; Information Science & Library Science ; Business & Economics
语种	英语
出版者	ELSEVIER
WOS记录号	WOS:000697698400001
资助机构	Ministry of Science and Technology of China ; National Natural Science Foundation of China ; Longhua District Science and Technology Innovation Fund ; National Science Foundation
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/46055]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_互联网大数据与安全信息学研究中心
通讯作者	Zheng, Xiaolong
作者单位	1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Shenzhen Artificial Intelligence & Data Sci Res I, Shenzhen 518129, Peoples R China 3.Shanghai Jiao Tong Univ, Antai Coll Econ & Management, Dept Informat Technol & Innovat, Shanghai 200030, Peoples R China 4.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 101408, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Zhu,Wei, Xuan,Zheng, Xiaolong,et al. Predicting product adoption intentions: An integrated behavioral model-inspired multiview learning approach[J]. INFORMATION & MANAGEMENT,2021,58(7):12.
APA	Zhang, Zhu,Wei, Xuan,Zheng, Xiaolong,&Zeng, Daniel Dajun.(2021).Predicting product adoption intentions: An integrated behavioral model-inspired multiview learning approach.INFORMATION & MANAGEMENT,58(7),12.
MLA	Zhang, Zhu,et al."Predicting product adoption intentions: An integrated behavioral model-inspired multiview learning approach".INFORMATION & MANAGEMENT 58.7(2021):12.