Towards an Effective Crowdsourcing Recommendation System: A Survey of the State-of-the-Art

Eman Aldhahri, Vivek Shandilya, Sajjan Shiva
<span title="">2015</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="" style="color: black;">2015 IEEE Symposium on Service-Oriented System Engineering</a> </i> &nbsp;
Crowdsourcing is an approach where requesters can call for workers with different capabilities to process a task for monetary reward. With the vast amount of tasks posted every day, satisfying workers, requesters, and service providers--who are the stakeholders of any crowdsourcing system--is critical to its success. To achieve this, the system should address three objectives: (1) match the worker with a suitable task that fits the worker's interests and skills, and raise the worker's rewards;
more &raquo; ... 2) give requesters more qualified solutions with lower cost and time; and (3) raise the accepted tasks rate which will raise the aggregated commissions accordingly. For these objectives, we present a critical study of the state-of-the-art in recommendation systems that are ubiquitous among crowdsourcing and other online systems to highlight the potential of the best approaches which could be applied in a crowdsourcing system, and highlight the shortcomings in the existing crowdsourcing recommendation systems that should be addressed .
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.1109/sose.2015.53</a> <a target="_blank" rel="external noopener" href="">dblp:conf/sose/AldhahriSS15</a> <a target="_blank" rel="external noopener" href="">fatcat:f3v7b7f4oba6jdmrvd3ntt7zna</a> </span>
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