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Capacity pooling games in crowdsourcing services
In crowdsourcing services, employers often post some complex (or difficult) tasks that individual workers cannot complete independently. In this paper, we investigate that a group of independent workers willingly form a workers coalition by pooling their capacities together to jointly complete a cro...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8286052/ http://dx.doi.org/10.1007/s10660-021-09501-z |
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author | Shi, Zhanwen Cao, Erbao Nie, Kai |
author_facet | Shi, Zhanwen Cao, Erbao Nie, Kai |
author_sort | Shi, Zhanwen |
collection | PubMed |
description | In crowdsourcing services, employers often post some complex (or difficult) tasks that individual workers cannot complete independently. In this paper, we investigate that a group of independent workers willingly form a workers coalition by pooling their capacities together to jointly complete a crowdsourcing task, with the goal of being to obtain a reward from an employer. The capacity pooling games in the crowdsourcing service setting are formulated as optimization problems. Using the duality theory of a linear program, we not only establish that the core of the capacity pooling game is nonempty but also provide a simple way to compute a fair profit allocation policy in the bidding mode, employment mode and contrast mode of crowdsurcing services, respectively. Then, we further analyze the capacity pooling games with concave investment cost and convex quality reward structures, which exhibit the economies of scale and quality incentives. More interestingly, we give a constructive proof to the nonemptiness of the core of the resulting capacity pooling game with nonlinear structures. |
format | Online Article Text |
id | pubmed-8286052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-82860522021-07-19 Capacity pooling games in crowdsourcing services Shi, Zhanwen Cao, Erbao Nie, Kai Electron Commer Res Article In crowdsourcing services, employers often post some complex (or difficult) tasks that individual workers cannot complete independently. In this paper, we investigate that a group of independent workers willingly form a workers coalition by pooling their capacities together to jointly complete a crowdsourcing task, with the goal of being to obtain a reward from an employer. The capacity pooling games in the crowdsourcing service setting are formulated as optimization problems. Using the duality theory of a linear program, we not only establish that the core of the capacity pooling game is nonempty but also provide a simple way to compute a fair profit allocation policy in the bidding mode, employment mode and contrast mode of crowdsurcing services, respectively. Then, we further analyze the capacity pooling games with concave investment cost and convex quality reward structures, which exhibit the economies of scale and quality incentives. More interestingly, we give a constructive proof to the nonemptiness of the core of the resulting capacity pooling game with nonlinear structures. Springer US 2021-07-17 2023 /pmc/articles/PMC8286052/ http://dx.doi.org/10.1007/s10660-021-09501-z Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Shi, Zhanwen Cao, Erbao Nie, Kai Capacity pooling games in crowdsourcing services |
title | Capacity pooling games in crowdsourcing services |
title_full | Capacity pooling games in crowdsourcing services |
title_fullStr | Capacity pooling games in crowdsourcing services |
title_full_unstemmed | Capacity pooling games in crowdsourcing services |
title_short | Capacity pooling games in crowdsourcing services |
title_sort | capacity pooling games in crowdsourcing services |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8286052/ http://dx.doi.org/10.1007/s10660-021-09501-z |
work_keys_str_mv | AT shizhanwen capacitypoolinggamesincrowdsourcingservices AT caoerbao capacitypoolinggamesincrowdsourcingservices AT niekai capacitypoolinggamesincrowdsourcingservices |