Challenges in Data Crowdsourcing

被引：87

作者：

Garcia-Molina, Hector ^{[1
]}

Joglekar, Manas ^{[1
]}

Marcus, Adam ^{[2
]}

Parameswaran, Aditya ^{[3
]}

Verroios, Vasilis ^{[1
]}

机构：

[1] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA

[2] Unltd Labs, San Francisco, CA 94103 USA

[3] Univ Illinois UIUC, Dept Comp Sci, Champaign, IL 61820 USA

来源：

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING | 2016年 / 28卷 / 04期

关键词：

Data crowdsourcing; data augmenting; data curation; data processing; crowdsourcing space; crowdsourcing design; crowdsourcing workflow; worker management;

D O I：

10.1109/TKDE.2016.2518669

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Crowdsourcing refers to solving large problems by involving human workers that solve component sub-problems or tasks. In data crowdsourcing, the problem involves data acquisition, management, and analysis. In this paper, we provide an overview of data crowdsourcing, giving examples of problems that the authors have tackled, and presenting the key design steps involved in implementing a crowdsourced solution. We also discuss some of the open challenges that remain to be solved.

引用

页码：901 / 911

页数：11

共 50 条

[1] Challenges in Crowdsourcing Geospatial Data to Replace or Enhance Official Sources
Davis Junior, Clodoveu Augusto
[J]. DISEGNARECON, 2018, 11 (20)
[2] Challenges to replace or enhance official sources of geospatial data through crowdsourcing
不详
[J]. DISEGNARECON, 2018, 11 (20)
[3] Crowdsourcing sensitive data using public displays—opportunities, challenges, and considerations
Andy Alorwu
Niels van Berkel
Jorge Goncalves
Jonas Oppenlaender
Miguel Bordallo López
Mahalakshmy Seetharaman
Simo Hosio
[J]. Personal and Ubiquitous Computing, 2022, 26 : 681 - 696
[4] Crowdsourcing in biomedicine: challenges and opportunities
Khare, Ritu
Good, Benjamin M.
Leaman, Robert
Su, Andrew I.
Lu, Zhiyong
[J]. BRIEFINGS IN BIOINFORMATICS, 2016, 17 (01) : 23 - 32
[5] Methodological challenges of research on crowdsourcing
Lenart-Gansiniec, Regina
[J]. JOURNAL OF ENTREPRENEURSHIP MANAGEMENT AND INNOVATION, 2018, 14 (04) : 107 - 125
[6] URBAN CROWDSOURCING: POTENTIAL AND CHALLENGES
Marzano, Gilberto
Grewinski, Miroslaw
Lizut, Joanna
[J]. GEOGRAPHIC INFORMATION SYSTEMS CONFERENCE AND EXHIBITION (GIS ODYSSEY 2017), 2017, : 247 - 253
[7] Crowdsourcing Security - Opportunities and Challenges
Mohan, Lalit S.
Reddy, Y. R.
[J]. 2018 IEEE/ACM 11TH INTERNATIONAL WORKSHOP ON COOPERATIVE AND HUMAN ASPECTS OF SOFTWARE ENGINEERING (CHASE), 2018, : 37 - 40
[8] On moderating software crowdsourcing challenges
de Souza, Cleidson R.B.
Machado, Leticia S.
Melo, Ricardo Rodrigo M.
[J]. Proceedings of the ACM on Human-Computer Interaction, 2020, 4 (GROUP):
[9] Crowdsourcing and SMEs: Opportunities and Challenges
Maiolini, R.
Naggi, R.
[J]. INFORMATION TECHNOLOGY AND INNOVATION TRENDS IN ORGANIZATIONS, 2011, : 399 - 406
[10] Crowdsourcing sensitive data using public displays-opportunities, challenges, and considerations
Alorwu, Andy
van Berkel, Niels
Goncalves, Jorge
Oppenlaender, Jonas
Lopez, Miguel Bordallo
Seetharaman, Mahalakshmy
Hosio, Simo
[J]. PERSONAL AND UBIQUITOUS COMPUTING, 2020, 26 (3) : 681 - 696

← 1 2 3 4 5 →