A new emergency management dynamic value assessment model based on social media data: a multiphase decision-making perspective

被引：14

作者：

Shan, Siqing ^{[1
,2
]}

Liu, Xiaohui ^{[1
,2
]}

Wei, Yigang ^{[1
,2
]}

Xu, Lida ^{[3
]}

Zhang, Baishang ^{[4
]}

Yu, Lei ^{[5
]}

机构：

[1] Beihang Univ, Sch Econ & Management, Beijing, Peoples R China

[2] Beijing Key Lab Emergency Support Simulat Technol, Beijing, Peoples R China

[3] Old Dominion Univ, Strome Coll Business, Norfolk, VA USA

[4] State Adm Market Regulat PR China, Dev Res Ctr, Beijing, Peoples R China

[5] Beihang Univ, Cent Pekin, Beijing, Peoples R China

来源：

ENTERPRISE INFORMATION SYSTEMS | 2020年 / 14卷 / 05期

基金：

中国国家自然科学基金;

关键词：

Emergency management; decision support; dynamic assessment; text mining; natural Language Processing (NLP); social media;

D O I：

10.1080/17517575.2020.1722251

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

User-Generated Content (UGC) is becoming a powerful data source to support emergency management. Managers usually face two difficulties in practical emergency management. First, the requirement topics for emergency management are changing over time. Second, the value of the same microblog is changing over different emergency phases. The contributions of this study lie in the following aspects. First, this paper develops a multiphase dynamic assessment model. Second, an idea for the dynamic evaluation of UGC is proposed. Third, this paper presents an effective quantification method to assess the dynamic value of social media data.

引用

页码：680 / 709

页数：30

共 46 条

[21]

Lau JeyHan., 2016, NAACL_HLT_2016,_The_2016_Conference_of_the_North_American_Chapter of_the_Association_for_Computational_Linguistics:_Human_Language_Technologies,_San_Diego California,_USA,_June_12-17,_2016, P483, DOI DOI 10.18653/V1/N16-1057

[22] Satellite image collection modeling for large area hazard emergency response [J].

Liu, Shufan ;

Hodgson, Michael E. .

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 118 :13-21

[23] Dynamic Capability and Organizational Performance: Is Social Networking Site a Missing Link? [J].

Ly Minh Thi Pham ;

Lobel Trong Thuy Tran ;

Thipwong, Phanee ;

Huang, Wan Tran .

JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING, 2019, 31 (02) :1-21

[24]

Mohamed C., 2016, ENTERPRISE INFORM SY, V11, P534

[25] Traditional wisdom for disaster mitigation in history of Japanese Architectures and historic cities [J].

Okubo, Takeyuki .

JOURNAL OF CULTURAL HERITAGE, 2016, 20 :715-724

[26] A metamodel-based knowledge sharing system for disaster management [J].

Othman, Siti Hajar ;

Beydoun, Ghassan .

EXPERT SYSTEMS WITH APPLICATIONS, 2016, 63 :49-65

[27]

Qingtian Z., 2016, ENTERPRISE INFORM SY, V10, P22

[28] Employee Perceptions of Their Organization's Level of Emergency Preparedness Following a Brief Workplace Emergency Planning Educational Presentation [J].

Renschler, Lauren A. ;

Terrigino, Elizabeth A. ;

Azim, Sabiya ;

Snider, Elsa ;

Rhodes, Darson L. ;

Cox, Carol C. .

SAFETY AND HEALTH AT WORK, 2016, 7 (02) :166-170

[29] A systems approach to examining disaster response: Using Accimap to describe the factors influencing bushfire response [J].

Salmon, Paul M. ;

Goode, Natassia ;

Archer, Frank ;

Spencer, Caroline ;

McArdle, Dudley ;

McClure, Roderick J. .

SAFETY SCIENCE, 2014, 70 :114-122

[30] Social media as an information system: improving the technological agility [J].

Senadheera, Vindaya ;

Warren, Matthew ;

Leitch, Shona .

ENTERPRISE INFORMATION SYSTEMS, 2017, 11 (04) :512-533

← 1 2 3 4 5 →