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Online Assignment of Heterogeneous Tasks in Crowdsourcing Markets [article]

Sepehr Assadi, Justin Hsu, Shahin Jabbari
<span title="2015-08-14">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We investigate the problem of heterogeneous task assignment in crowdsourcing markets from the point of view of the requester, who has a collection of tasks.  ...  Workers arrive online one by one, and each declare a set of feasible tasks they can solve, and desired payment for each feasible task.  ...  Acknowledgement We would like to thank Steven Zhiwei Wu for helpful discussion in the earlier stages of this work. We are also grateful to the anonymous reviewers for their insightful comments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1508.03593v1">arXiv:1508.03593v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ho23ngcrczd4jpaeubohwj63yy">fatcat:ho23ngcrczd4jpaeubohwj63yy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200910114642/https://arxiv.org/pdf/1508.03593v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/66/bb/66bbe6df2003470256f4dfb68bdf0e69a785ec36.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1508.03593v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Allocation of Tasks in Crowdsourcing Problem using Parallel Tasking

<span title="2020-03-30">2020</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sfifsouvjgadp4gfj54u3z2ku" style="color: black;">International journal of recent technology and engineering</a> </i> &nbsp;
This paper formalizes task allocation in crowdsourcing scenarios as Allocation of Tasks in Crowdsourcing problem (ATCP).  ...  Crowdsourcing is a moderately new wonder in software engineering and programming designing. In crowdsourcing, a task is conveyed to a crowd of participants who will work on this task.  ...  Crowdsourcing markets, for example, Amazon Mechanical Turk, are online labor markets in which individuals post short "micro tasks" that workers can complete in exchange for a small payment.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.f8157.038620">doi:10.35940/ijrte.f8157.038620</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lug56gcqvzg6nekd3irsiqx27i">fatcat:lug56gcqvzg6nekd3irsiqx27i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200504210540/https://www.ijrte.org/wp-content/uploads/papers/v8i6/F8157038620.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9c/51/9c51a2791f805e75b8ca97e9b9cea6d6469337b3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.f8157.038620"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

General Privacy-Preserving Verifiable Incentive Mechanism for Crowdsourcing Markets [article]

Jiajun Sun
<span title="2014-07-22">2014</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To this end, recently, Singer et al. propose a novel class of auction mechanisms for determining near-optimal prices of tasks for crowdsourcing markets constrained by the given budget.  ...  In crowdsourcing markets, there are two different type jobs, i.e. homogeneous jobs and heterogeneous jobs, which need to be allocated to workers.  ...  In each task, there are m available heterogeneous-assignments Γ = {s 1 , s 2 , · · · , s m }, that is, s i (i ∈ {1, · · · , m}) are the assignments in crowdsourcing markets.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1311.5417v3">arXiv:1311.5417v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fcb6a56aj5glxosovadpy2ignm">fatcat:fcb6a56aj5glxosovadpy2ignm</a> </span>
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Allocating tasks to workers with matching constraints

Gagan Goel, Afshin Nikzad, Adish Singla
<span title="">2014</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s4hirppq3jalbopssw22crbwwa" style="color: black;">Proceedings of the 23rd International Conference on World Wide Web - WWW &#39;14 Companion</a> </i> &nbsp;
In this paper, we consider the following realistic setting of online crowdsourcing markets -there is a requester with a limited budget and a heterogeneous set of tasks each requiring certain skills; there  ...  Designing optimal pricing policies and mechanisms for allocating tasks to workers is central to the online crowdsourcing markets.  ...  INTRODUCTION How does one design market mechanisms for crowdsourcing when the tasks are heterogeneous and workers have different skill sets?  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2567948.2577311">doi:10.1145/2567948.2577311</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/www/GoelNS14.html">dblp:conf/www/GoelNS14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xvji7cm5xbe5jjqk65mw5vasfe">fatcat:xvji7cm5xbe5jjqk65mw5vasfe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829205508/https://las.inf.ethz.ch/files/goel14matchingcrowd.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2567948.2577311"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Profit Maximization in Mobile Crowdsourcing: A Competitive Analysis

Qi Li, Lijun Cai, Huanle Xu, Tao Meng
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
In the online situation, we need to consider not only future unknown task arrivals, but also the heterogeneity of both tasks and workers.  ...  Then, under this framework, we design efficient online assignment algorithms to assign tasks to workers.  ...  RELATED WORK In recent years, task assignments have been extensively studied in mobile crowdsourcing markets.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3058789">doi:10.1109/access.2021.3058789</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dxbsconsp5bezmxb5tgpebxfo4">fatcat:dxbsconsp5bezmxb5tgpebxfo4</a> </span>
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Crowdsourcing: Libertarian Panacea or Regulatory Nightmare?

Royce Williard
<span title="">2017</span> <i title="Independence University"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/67ahxaaecnd3bcwa7l4zrkrug4" style="color: black;">Journal of Online Higher Education</a> </i> &nbsp;
This paper examines both sides of the question when asking is Crowdsourcing: Libertarian Panacea or Regulatory Nightmare?  ...  Crowding is arguably the largest paradigm shift in the labor market since the industrial revolution.  ...  Online assignment of heterogeneous tasks in crowdsourcing markets. Retrieved from: http://git.justinh.su/justin/justinsite/raw/b907eb6fc81181db4a4d101 d762eef7584698948/files/docs/AHJ1 5paper.pdf  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://doaj.org/article/1ff07655c83d4024ab0732d4f73abe94">doaj:1ff07655c83d4024ab0732d4f73abe94</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/iswk73cc6vehjdd4klht7oet6u">fatcat:iswk73cc6vehjdd4klht7oet6u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201125175749/https://ojs.iucdt.com/index.php/johe/article/download/4/3" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e4/cc/e4cc8bb9b2dee693390a62aa6c3bd981563177be.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a>

A Capability Requirements Approach for Predicting Worker Performance in Crowdsourcing

Umair ul Hassan, Edward Curry
<span title="">2013</span> <i title="ICST"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pzyiigk6mnbcfmpdtfilb6u2hu" style="color: black;">Proceedings of the 9th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing</a> </i> &nbsp;
Assigning heterogeneous tasks to workers is an important challenge of crowdsourcing platforms.  ...  Third, we predict performance of workers on new tasks to make task routing decisions, with the help of capability traces.  ...  We thank all volunteers who participated in the study and staff who provided helpful comments on this document.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.collaboratecom.2013.254181">doi:10.4108/icst.collaboratecom.2013.254181</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/colcom/HassanC13.html">dblp:conf/colcom/HassanC13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mdkabucikjf5tjbl5fpa2trgke">fatcat:mdkabucikjf5tjbl5fpa2trgke</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809023513/https://www.insight-centre.org/sites/default/files/publications/ulhassan_collabcom_2013.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8c/19/8c1970071477400166b10eaf2d91f0d6d59600ac.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.collaboratecom.2013.254181"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Bandit-Based Task Assignment for Heterogeneous Crowdsourcing [article]

Hao Zhang, Yao Ma, Masashi Sugiyama
<span title="2015-07-21">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose a contextual bandit formulation for task assignment in heterogeneous crowdsourcing, which is able to deal with the exploration-exploitation trade-off in worker selection.  ...  We consider a task assignment problem in crowdsourcing, which is aimed at collecting as many reliable labels as possible within a limited budget.  ...  In recent crowdsourcing markets, as the heterogeneity of tasks is increasing, many researchers started to focus on heterogeneous crowdsourcing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1507.05800v1">arXiv:1507.05800v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/teulumpzejctvfbjcatprufxbq">fatcat:teulumpzejctvfbjcatprufxbq</a> </span>
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Task Routing and Assignment in Crowdsourcing based on Cognitive Abilities

Jorge Goncalves, Michael Feldman, Subingqian Hu, Vassilis Kostakos, Abraham Bernstein
<span title="">2017</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s4hirppq3jalbopssw22crbwwa" style="color: black;">Proceedings of the 26th International Conference on World Wide Web Companion - WWW &#39;17 Companion</a> </i> &nbsp;
Finally, we discuss the benefits and challenges of leveraging workers' cognitive abilities to improve task routing and assignment in crowdsourcing environments.  ...  Finally, we discuss the benefits and challenges of leveraging workers' cognitive abilities to improve task routing and assignment in crowdsourcing environments.  ...  Crowdsourcing Tasks The crowdsourcing tasks used in our study are similar to many of the typical crowdsourcing tasks found on crowd labour markets.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3041021.3055128">doi:10.1145/3041021.3055128</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/www/GoncalvesFHKB17.html">dblp:conf/www/GoncalvesFHKB17</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/v6bwy5qyufbyzg5goviawfg6iq">fatcat:v6bwy5qyufbyzg5goviawfg6iq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190429192802/https://www.zora.uzh.ch/id/eprint/144125/1/WebS0163-goncalves.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/63/4e/634e5d2a5e32f576bcefb0bc6fe20fcc9d9cf5a0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3041021.3055128"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A Case of Mobile App Reviews as a Crowdsource

Mubasher Khalid, Usman Shehzaib, Muhammad Asif
<span title="2015-09-08">2015</span> <i title="MECS Publisher"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tcr5m4rnxrhl5fvllvhulmhbt4" style="color: black;">International Journal of Information Engineering and Electronic Business</a> </i> &nbsp;
Crowdsourcing is a famous technique to get innovative ideas and soliciting contribution from a large online community particularly in e-business.  ...  Mobile app stores are providing an opportunity for its users' to participate and contribute in the growth of mobile app market.  ...  Crowdsourced task of writing reviews is purely user-driven. Feedback of app in the form of reviews provides user-driven quality evaluation and marketing [13] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5815/ijieeb.2015.05.06">doi:10.5815/ijieeb.2015.05.06</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ocshky5vwbfe3fnco3qjo45dwy">fatcat:ocshky5vwbfe3fnco3qjo45dwy</a> </span>
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Mobile Crowd Sensing and Computing: When Participatory Sensing Meets Participatory Social Media [article]

Bin Guo, Chao Chen, Daqing Zhang, Zhiwen Yu, Alvin Chin
<span title="2015-05-01">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper characterizes the unique features and challenges of MCSC. We further present early efforts on MCSC to demonstrate the benefits of aggregating heterogeneous crowdsourced data.  ...  media; and (2) it presents the fusion of human and machine intelligence (HMI) in both the sensing and computing process.  ...  For example, in the crowd sensing layer, machines can allocate tasks to proper participants according to the task needs and human behavior patterns, and the selected workers can execute the assigned tasks  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1505.00111v1">arXiv:1505.00111v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ichiripaffcb5joqnqfedshy3a">fatcat:ichiripaffcb5joqnqfedshy3a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200929110437/https://arxiv.org/ftp/arxiv/papers/1505/1505.00111.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b3/73/b3731c5e374660310aa86ef33781181b737bd48b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1505.00111v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

An Optimal Rubrics-Based Approach to Real Estate Appraisal

Zhangcheng Chen, Yueming Hu, Chen Zhang, Yilun Liu
<span title="2017-05-29">2017</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oglosmy3gbhuzobyjit4qalakq" style="color: black;">Sustainability</a> </i> &nbsp;
It is not only based on the information of the existing sample data (just like these traditional methods), but also on the extra real-time market information from online crowdsourcing feedback, which makes  ...  In this paper, an optimal rubrics-based approach to real estate appraisal is proposed, which brings in crowdsourcing.  ...  of China (41601404).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su9060909">doi:10.3390/su9060909</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fti7subyyjamzjzcqkwkvzp4fu">fatcat:fti7subyyjamzjzcqkwkvzp4fu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180727192718/https://res.mdpi.com/def502002131843e7ad222c4574d4c12490ca1bc16fe5e61ed51f58bf12976479335bf98fc76267c0b3b79aaec84216166b6e74bbea183dd7af6206eb5768767debe4cfba599b7795012017581045a0c2af7c19a9411aecdcb3f3e96e6a7c2cd2bc6ae286f19ff1b8f770c792792eceac50ce6c23e0b8e96941c3b23c696fda937e3f3df24131fe42198c1f6464a8020474a8bd6712ae0827e9bf46b802f3a4e6177ec525ade5e07?filename=&amp;attachment=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/15/55/155564777aaf28e247a1f97a222a853dd0642842.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su9060909"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

A Survey on Crowdsourcing Awareness In Indonesia Micro Small Medium Enterprises

S. Wulandari, M. Rahmah
<span title="2020-06-09">2020</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ze5oxgkzabgozpk5uwjjucu7sa" style="color: black;">IOP Conference Series: Materials Science and Engineering</a> </i> &nbsp;
Only 10% aware of the existing of crowdsourcing and will help them in fulfilling human resources, business machines, materials, accessing the market and providing business method.  ...  Crowdsourcing process can solve the company resources issues mainly related to man, machine, money, method, material and marketing. In Indonesia, the best example of crowdsourcing is Gojek Company.  ...  Through online, the crowd can take part in the undertaking of the task in business [5] . Crowdsourcing is one of the trends in e-business nowadays.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1757-899x/769/1/012016">doi:10.1088/1757-899x/769/1/012016</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gecax6xuvfgp3dsac63ukorkyq">fatcat:gecax6xuvfgp3dsac63ukorkyq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200610081055/https://iopscience.iop.org/article/10.1088/1757-899X/769/1/012016/pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1757-899x/769/1/012016"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> iop.org </button> </a>

MCDM Approach for Assigning Task to the Workers by Selected Features Based on Multiple Criteria in Crowdsourcing

Zhao Huiqi, Abdullah Khan, Xu Qiang, Shah Nazir, Yasir Ali, Farhad Ali, Zhu Xiao
<span title="2021-06-17">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fw4azkpu65d2thmrwfkoawyxse" style="color: black;">Scientific Programming</a> </i> &nbsp;
Crowdsourcing in simple words is the outsourcing of a task to an online market to be performed by a diverse group of crowds in order to utilize human intelligence.  ...  Due to online labor markets and performing parallel tasks, the crowdsourcing activity is time- and cost-efficient.  ...  A bandit formulation for the assignment of tasks in heterogeneous crowdsourcing is also proposed, which is known as bandit-based task assignment. e worker is represented by the arm of the bandit.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/4600764">doi:10.1155/2021/4600764</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7geca4x2lfab7granryqbhc4vy">fatcat:7geca4x2lfab7granryqbhc4vy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210623025033/https://downloads.hindawi.com/journals/sp/2021/4600764.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/fd/47/fd4739e7b1f6c1596c2c187a6bea5a44537d73f8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/4600764"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Bandit-Based Task Assignment for Heterogeneous Crowdsourcing

Hao Zhang, Yao Ma, Masashi Sugiyama
<span title="">2015</span> <i title="MIT Press - Journals"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rckx6fqoszfvva5c53bqivu5am" style="color: black;">Neural Computation</a> </i> &nbsp;
In this paper, we propose a contextual bandit formulation for task assignment in heterogeneous crowdsourcing, which is able to deal with the exploration-exploitation trade-off in worker selection.  ...  We consider a task assignment problem in crowdsourcing, which is aimed at collecting as many reliable labels as possible within a limited budget.  ...  In recent crowdsourcing markets, as the heterogeneity of tasks is increasing, many researchers started to focus on heterogeneous crowdsourcing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1162/neco_a_00782">doi:10.1162/neco_a_00782</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/26378878">pmid:26378878</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tmriuekiqzbqbgmt6lfuuxgtom">fatcat:tmriuekiqzbqbgmt6lfuuxgtom</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808090055/http://www.ms.k.u-tokyo.ac.jp/2015/BBTA.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/26/20/26201ff6a4da2182064180b3a12d42fdc9501e39.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1162/neco_a_00782"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> mitpressjournals.org </button> </a>
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