DocumentCode :
1604235
Title :
Modeling of crowdsourcing platforms and granularity of work organization in Future Internet
Author :
Hossfeld, Tobias ; Hirth, Matthias ; Tran-Gia, Phuoc
Author_Institution :
Inst. of Comput. Sci., Univ. of Wurzburg, Wurzburg, Germany
fYear :
2011
Firstpage :
142
Lastpage :
149
Abstract :
Beside of social media networks, crowdsourcing is one of the emerging new applications and business models in the Future Internet, which can dramatically change the future of work and work organization in the on-line world. The crowdsourcing technology can be viewed as "Human Cloud" technique, in contrast to "Machine Cloud Computing". Using a crowd with a large number of internationally widespread workers and the flexibility of micro-payment services, crowdsourcing platforms like Amazon\´s MTurk and Microworkers can outsource traditional forms of work organization on a microscopic level of granularity to a large, anonymous crowd of workers, the human cloud. In such platforms work or tasks are organized at a finer granularity and jobs are split into micro-tasks that need to be performed by a human cloud. It is a need of analysis to understand the anatomy of such a platform and of models to describe the time-dependent growth of the human cloud, in order to predict the traffic impact of such novel applications and to forecast the growth dynamics. The purpose of this paper is a measurement-based statistical analysis of a crowdsourcing platform, using the Microworkers.com platform as example. The obtained results are then used to model the growth of such fast-changing environments in the Internet using well-known models from biology. Based on the findings from the population growth, we develop a deterministic fluid model which is an extension of the SIR model of epidemics, in order to investigate the platform dynamics.
Keywords :
Internet; cloud computing; outsourcing; statistical analysis; Amazon MTurk; Microworkers.com; crowdsourcing platforms; deterministic fluid model; future Internet; growth dynamics; human cloud; machine cloud computing; measurement-based statistical analysis; micro-payment services; social media networks; work organization; Biological system modeling; Cloud computing; Conferences; Humans; Logistics; Organizations;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Teletraffic Congress (ITC), 2011 23rd International
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4577-1187-9
Electronic_ISBN :
978-0-9836283-0-9
Type :
conf
Filename :
6038475
Link To Document :
بازگشت