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Mitigating Bias in Algorithmic Systems - A Fish-Eye View

Kalia Orphanou, Jahna Otterbacher, Styliani Kleanthous, Khuyagbaatar Batsuren, Fausto Giunchiglia, Veronika Bogina, Avital Shulner-Tal, Alan Hartman, Tsvi Kuflik
<span title="2021-04-01">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
as from the perspective of stakeholders in the broader context.  ...  The literature describes three steps toward a comprehensive treatment – bias detection, fairness management and explainability management – and underscores the need to work from within the system as well  ...  Optimization approaches with fairness weights have also been used in recommender systems for two-sided marketplaces [138] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6240582">doi:10.5281/zenodo.6240582</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vftoi4woebhrrp5tlmkclabgf4">fatcat:vftoi4woebhrrp5tlmkclabgf4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220511133306/https://zenodo.org/record/6240582/files/ACM_Survey_FAT__CSUR_Revision_.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/1a/b8/1ab8ce2d593cd45d667d18f2f87ea29487c0703b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6240582"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

D7.3 – Exploitation Plan and Business Potential-V2

Ana Belén González, Yosef Moatti, Luis Tomar Bolivar, Marieke Williems, Orlando Avila, Maurizio Megliola, Sophia Karagiorgou, Nikitas Sgouros, Maria Patiño, Ainhoa Azqueta, Amaryllis Raouzaiou, Bernat Quesada (+8 others)
<span title="2020-12-09">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Different exploitation activities have been organized in the second period of the project among partners as well as with external stakeholders.  ...  Among them, a remote workshop to discuss the exploitable assets and identifying the MVPs and two templates regarding exploitation aspects of the components have been filled in by partners, and finally,  ...  Beta-RecSys Recommendations Development Framework Brief Description Beta-RecSys aims to provide a practical data toolkit for building end-to-end recommendation systems in a standardized way.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4313217">doi:10.5281/zenodo.4313217</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/w3vl7pcn7zbyrimiwbqgm5gyha">fatcat:w3vl7pcn7zbyrimiwbqgm5gyha</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201210025852/https://zenodo.org/record/4313217/files/D7.3_ExploitationPlans_and_BusinessPotential_2_v1.0.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/24/34/243489d0088e4fda2ab4849f41f7fc92fcf73c79.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4313217"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

D7.5 Dissemination, Standardisation and Adoption Roadmap

Marieke Willems, Andrea Schillaci, Diego Simoni, Silvana Muscella, Luis Tomas, Ana Bélen
<span title="2020-12-23">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The main objectives of WP7 are to: Provide a practical business model to which the project's stakeholders may effectively use with a roll-out plan to different target entities such as decision makers,  ...  In order to achieve these objectives, the BigDataStack consortium has carried out several activities, which are reflected in this deliverable.  ...  Ounis Scientific publication presented at: 14th ACM Conference on Recommender Systems BETA-Rec: Build, Evaluate and Tune Automated Recommender Systems Z. Meng, R. McCreadie, C.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4389794">doi:10.5281/zenodo.4389794</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/43m6x4kknffktkopnotlqhfbai">fatcat:43m6x4kknffktkopnotlqhfbai</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210102212019/https://zenodo.org/record/4389794/files/D7.5%20Dissemination%2C%20Standardisation%20and%20Adoptio%20Roadmap_V1.0.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/37/e5/37e513fa42db81e4664532e4095e2831df0dee4f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4389794"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Public Sphere Distortion in the Age of Internet Giants

Ibrahim Sabra, Mostafa ElKadi
<span title="2022-06-16">2022</span> <i title="The British University in Egypt"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nsuqtls7nbhi3feutwsmrgvn64" style="color: black;">Journal of Law and Emerging Technologies</a> </i> &nbsp;
However, these platforms today use automated filtering extensively to curate content disseminated online in an opaque way to their users.  ...  Finally, it comparatively explains the adopted regulatory measures and recommended steps to minimise the prejudice caused by these filters.  ...  (news) recommender systems', In Proceedings of the 13th ACM Conference on Recommender Systems (RecSys '19) (Association for Computing Machinery, New York, USA, 2019) 69-77; Oremus W, 'Twitter Has Finally  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.54873/jolets.v2i1.70">doi:10.54873/jolets.v2i1.70</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fklrlro5o5bshayixpq7xtkx6a">fatcat:fklrlro5o5bshayixpq7xtkx6a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220619012552/https://jolets.org/ojs/index.php/jolets/article/download/70/17" 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/13/af/13af2b8cb4960f7cc7b7d5621877b91288249012.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.54873/jolets.v2i1.70"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

User Response Prediction in Online Advertising [article]

Zhabiz Gharibshah, Xingquan Zhu
<span title="2021-02-23">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this survey, we provide a comprehensive review of user response prediction in online advertising and related recommender applications.  ...  What are the parties involved in the online digital advertising eco-systems? What type of data are available for user response prediction?  ...  In this condition, sample data from different stakeholders in recommender and online advertising systems are gathered to follow offline trials.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.02342v2">arXiv:2101.02342v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/clgefamcd5fmbeg5ephizy3zqu">fatcat:clgefamcd5fmbeg5ephizy3zqu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210227205704/https://arxiv.org/pdf/2101.02342v2.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/ee/89/ee8995ae1abca639525051745f603c95aa5a98aa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.02342v2" 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>

Algorithmic Fairness Datasets: the Story so Far [article]

Alessandro Fabris, Stefano Messina, Gianmaria Silvello, Gian Antonio Susto
<span title="2022-05-06">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
As a result, a growing community of researchers has been investigating the equity of existing algorithms and proposing novel ones, advancing the understanding of risks and opportunities of automated decision-making  ...  Data-driven algorithms are studied in diverse domains to support critical decisions, directly impacting people's well-being.  ...  Acknowledgements The authors would like to thank the following researchers and dataset creators for the useful feedback on the data briefs: Alain Barrat, Luc Behaghel, Asia Biega, Marko Bohanec, Chris  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.01711v2">arXiv:2202.01711v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5hf4a42pubc5vnt7tw3al4m5bq">fatcat:5hf4a42pubc5vnt7tw3al4m5bq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220510061614/https://arxiv.org/pdf/2202.01711v2.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/91/57/9157d70f2c3204c064712f70a021455e4e4fb88b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.01711v2" 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>

BigDataGrapes D9.3 – Dissemination and Awareness Report

Dimitris Fotakidis, Alina Petri, Eirini Kouriantaki
<span title="2020-12-31">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
farm management and precision agriculture systems for companies in the agriculture sector. ● Software companies developing food risk assessment monitoring and prediction systems for companies in the food  ...  BigDataGrapes aims to help European companies in the wine and natural cosmetics industries become more competitive in the international markets.  ...  on Recommender Systems (RecSys) https://intrs18.wordpres s.com/invited-talk/ KULeuven Canada 7/10/2018 Research 40 Research, 2 SFARM workshop http://www.sfarm-project.eu/ AUA Greece 14/1/2019 Industry  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4546344">doi:10.5281/zenodo.4546344</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qdv7awfj2jagdd7xz4b7lkd34u">fatcat:qdv7awfj2jagdd7xz4b7lkd34u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210224030730/https://zenodo.org/record/4546344/files/D9.3%20-%20Dissemination%20and%20Awareness%20Report_M36_V3.0.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/09/cc/09cce110b7817300e0b1b4f828c96280aaff6d15.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4546344"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Sequential Modelling with Applications to Music Recommendation, Fact-Checking, and Speed Reading [article]

Christian Hansen
<span title="2021-09-11">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This thesis makes methodological contributions and new investigations of sequential modelling for the specific application areas of systems that recommend music tracks to listeners and systems that process  ...  One example is systems that interact with users, log user actions and behaviour, and make recommendations of items of potential interest to users on the basis of their previous interactions.  ...  This can be extended to marketplace settings, where multiple different stakeholders have requirements for the fairness of the recommendation [15] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.06736v1">arXiv:2109.06736v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xawmkvzhgng3vhhrs5xvwokqna">fatcat:xawmkvzhgng3vhhrs5xvwokqna</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210917180800/https://arxiv.org/pdf/2109.06736v1.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/73/a2/73a2272b9295340c25731b74b2851589da6d8f69.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.06736v1" 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>

Dagstuhl Reports, Volume 9, Issue 9, September 2019, Complete Issue

<span title="">2020</span>
We address the problem of learning rankings in recommender systems under cold start and constrained settings. We presented our solution to the job recommendation task for ACM RecSys 2017 challenge.  ...  Data from different providers can be used by a Data Consumer to offer more advanced service.  ...  In particular, Bar-Natan and Kontsevich associated a weight system to a semi-simple Lie algebra endowed with an Problem 2: The value of the Lie algebra sl 2 weight system on complete graphs The graph invariant  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4230/dagrep.9.9">doi:10.4230/dagrep.9.9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yxieovrp4zbxvhjyyiah6znqxm">fatcat:yxieovrp4zbxvhjyyiah6znqxm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200725095629/https://drops.dagstuhl.de/opus/volltexte/2020/11989/pdf/dagrep-v009-i009-complete.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/b5/39/b5397886dae76dfe344fd1bf68fe1df8df12ae84.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4230/dagrep.9.9"> <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>

Algorithmic Fairness Datasets: the Story so Far [article]

Alessandro Fabris, Stefano Messina, Gianmaria Silvello, Gian Antonio Susto
<span title="2022-02-01">2022</span>
of automated decision-making for different populations.  ...  Data-driven algorithms are being studied and deployed in diverse domains to support critical decisions, directly impacting on people's well-being.  ...  Acknowledgements The authors would like to thank the following researchers and dataset creators for the useful feedback on the data briefs: Alain Barrat, Luc  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.48550/arxiv.2202.01711">doi:10.48550/arxiv.2202.01711</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mav36x3w5namjhurzpevtsmsju">fatcat:mav36x3w5namjhurzpevtsmsju</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220204014816/https://arxiv.org/pdf/2202.01711.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/d8/13/d81324efaae580a9cf6d031dece5ca6891fa0887.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.48550/arxiv.2202.01711"> <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>

Algorithmic business and EU law on fair trading

Federico Galli
<span title="">2021</span>
These developments do not take place in a legal vacuum but in the background of a system of norms and rules aimed at maintaining fairness and balance in market transactions.  ...  In the second part, a selected number of socio-technological developments in commercial practice are analysed and the main implications from the perspective of consumers discussed.  ...  According to Frankfurt, a person can be said to have free will and make autonomous decisions not simply if this decision is in line with its "action-determining volitions", but also about if this volition  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.48676/unibo/amsdottorato/9750">doi:10.48676/unibo/amsdottorato/9750</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rb4rikb24vgbpj3v6ps24b7ugq">fatcat:rb4rikb24vgbpj3v6ps24b7ugq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211103123554/http://amsdottorato.unibo.it/9750/1/tesifinale_galli.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/10.48676/unibo/amsdottorato/9750"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>