Filters








19,704 Hits in 6.8 sec

Towards Fair Deep Clustering With Multi-State Protected Variables [article]

Bokun Wang, Ian Davidson
<span title="2019-01-29">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To this end, we propose Deep Fair Clustering, which learns a discriminative but fair cluster assignment function.  ...  Fair clustering under the disparate impact doctrine requires that population of each protected group should be approximately equal in every cluster.  ...  Conclusion In this work, we define the fair clustering problem with multi-state protected variable under group fairness and disparate impact doctrines.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1901.10053v1">arXiv:1901.10053v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dpvhr2uy5nb4lpuhrv5cu77yne">fatcat:dpvhr2uy5nb4lpuhrv5cu77yne</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200930172936/https://arxiv.org/pdf/1901.10053v1.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/3a/81/3a81f485ef485fa66ffb2c5fd8c35cd6313647ea.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1901.10053v1" 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>

Algorithm Fairness in AI for Medicine and Healthcare [article]

Richard J. Chen, Tiffany Y. Chen, Jana Lipkova, Judy J. Wang, Drew F.K. Williamson, Ming Y. Lu, Sharifa Sahai, Faisal Mahmood
<span title="2022-03-24">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
, genetic variation, intra-observer labeling variability) arise in current clinical workflows and their resulting healthcare disparities.  ...  In the current development and deployment of many artificial intelligence (AI) systems in healthcare, algorithm fairness is a challenging problem in delivering equitable care.  ...  Similar to LAFTR are methods in unsupervised fair clustering, which further evaluates the fairness of debiased representations (via adversarial learning) in achieving attribute-invariant cluster assignments  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.00603v2">arXiv:2110.00603v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pspb6bqqxjh45an5mhqohysswu">fatcat:pspb6bqqxjh45an5mhqohysswu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220521025712/https://arxiv.org/pdf/2110.00603v2.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/f3/7c/f37ce524fd285280b3a65c2ab67d1808da84920c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.00603v2" 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>

2020 Index IEEE Transactions on Smart Grid Vol. 11

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a5kk7qbvf5faxmrimylu5xx4zu" style="color: black;">IEEE Transactions on Smart Grid</a> </i> &nbsp;
., Small-Signal Stability Analysis and Active Damping Control of DC Microgrids Integrated With Distributed Electric Springs; 3737-3747 Hou, K., see Liu, X., TSG Nov. 2020 5431-5441 Hou, Y., see Liang  ...  ., +, TSG Jan. 2020 429-439 Towards Plug-and-Play Protection for Meshed Distribution Systems With DG.  ...  ., +, TSG March 2020 1296-1306 Towards Plug-and-Play Protection for Meshed Distribution Systems With DG.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tsg.2020.3044227">doi:10.1109/tsg.2020.3044227</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qp5iogfnrnambc3qzuwvj4aega">fatcat:qp5iogfnrnambc3qzuwvj4aega</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201219021524/https://ieeexplore.ieee.org/ielx7/5165411/9234085/09295476.pdf?tp=&amp;arnumber=9295476&amp;isnumber=9234085&amp;ref=" 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/d5/bd/d5bdb85e89816bd7fd81eafa34442424b2996f24.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tsg.2020.3044227"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Testing Data Feminism in India

Shubhankar Kashyap, Avantika Singh
<span title="2021-05-25">2021</span> <i title="SASPR Edu International Pvt. Ltd"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ebmemquzhzcz3gjoffuaq6k5li" style="color: black;">Scholars Journal of Arts Humanities and Social Sciences</a> </i> &nbsp;
Urban The second cluster has the highest variability.  ...  Moreover, multi-dimensional data i.e. inclusive of images, songs, and textual content have layers of data points, making it hard to comprehensively label every variable.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36347/sjahss.2021.v09i10.006">doi:10.36347/sjahss.2021.v09i10.006</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4doxscjn2ja2bniccuultzrrl4">fatcat:4doxscjn2ja2bniccuultzrrl4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220618075155/https://saspublishers.com/media/articles/SJAHSS_910_516-530_FT.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/e5/70/e570bfa0b5ab8c1bc8933b9df76982caa191d9bb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36347/sjahss.2021.v09i10.006"> <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>

Leveraging Deep Learning for Designing Healthcare Analytics Heuristic for Diagnostics

Sarah Shafqat, Maryyam Fayyaz, Hasan Ali Khattak, Muhammad Bilal, Shahid Khan, Osama Ishtiaq, Almas Abbasi, Farzana Shafqat, Waleed S. Alnumay, Pushpita Chatterjee
<span title="2021-02-02">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rcs76v6h7jf2lnaoy2wi3gg4ny" style="color: black;">Neural Processing Letters</a> </i> &nbsp;
Louvain Mani-Hierarchical Fold Learning healthcare analytics showed maximum 0.952 correlations between two clusters with Spearman when applied on 240 instances extracted from comorbidities diagnostic data  ...  For this task researchers are doing explorations in big data analytics, deep learning (advanced form of machine learning known as deep neural nets), predictive analytics and various other algorithms to  ...  contributed for diagnosis of Dengue Fever ( Fig. 5 and 6) , infectious diseases having Covid-19 (Fig. 8) or Diabetes and its comorbidities (as in Fig. 11 , 13 and 14) holds a lot of worth to come up with  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11063-021-10425-w">doi:10.1007/s11063-021-10425-w</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/33551665">pmid:33551665</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7852051/">pmcid:PMC7852051</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nfs3pi5ed5b6vjzjfcz6odm4vm">fatcat:nfs3pi5ed5b6vjzjfcz6odm4vm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429043619/https://link.springer.com/content/pdf/10.1007/s11063-021-10425-w.pdf?error=cookies_not_supported&amp;code=aa65ff2e-2dc3-4ea3-9421-471ead3892e1" 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/96/0b/960b23294d56b0f9548c50edcef7df8d0ef7c358.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11063-021-10425-w"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7852051" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

An Overview of Fairness in Clustering

Anshuman Chhabra, Karina Masalkovaite, Prasant Mohapatra
<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 case labels are available for the groundtruth clusters, deep clustering has been shown to achieve state-of-the-art performance when compared with traditional clustering approaches such as k-means [  ...  Anagnostopoulos et al [131] [132] extended the work of [100] , to the densest subgraph problem. 4) Deep Clustering The first work combining deep clustering with fairness was proposed by Wang and Davidson  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3114099">doi:10.1109/access.2021.3114099</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dipcrgby45amnkk3dodv2ppzai">fatcat:dipcrgby45amnkk3dodv2ppzai</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210925181428/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09541160.pdf?tp=&amp;arnumber=9541160&amp;isnumber=6514899&amp;ref=" 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/df/5f/df5fb4109dc6a95f2910bb27578bcc42aa7017d5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3114099"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Global Transformation Towards Sustainability—Clusters of Current Scholarly Discourse [chapter]

Ariel Macaspac Hernandez
<span title="2020-12-01">2020</span> <i title="Springer Fachmedien Wiesbaden"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qj75ecgmkbacfjypbsvfnwtj5e" style="color: black;">Die Chinapolitik der Bundesrepublik Deutschland nach der Wiedervereinigung</a> </i> &nbsp;
AbstractStudying global transformation towards sustainability is a colossal task.  ...  The difficulties in determining the scope, boundaries and levels of the analysis have ramifications for the conceptual value of attempts to understand global transformation towards sustainability.  ...  There is still, however, the need to move one step 'sideways' and link this newly acquired power with a debate about justice and fairness.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-658-31821-5_2">doi:10.1007/978-3-658-31821-5_2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mmb4aacfqja3zhkqvjlchrbyby">fatcat:mmb4aacfqja3zhkqvjlchrbyby</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429105229/https://link.springer.com/content/pdf/10.1007%2F978-3-658-31821-5_2.pdf?error=cookies_not_supported&amp;code=23bc76c1-fdc5-4420-bce2-7e552047b93c" 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/6b/13/6b133a2591e97711ec59f01b1be7650b8ecccdfd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-658-31821-5_2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

Toward Learning Trustworthily from Data Combining Privacy, Fairness, and Explainability: An Application to Face Recognition

Danilo Franco, Luca Oneto, Nicolò Navarin, Davide Anguita
<span title="2021-08-14">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4d3elkqvznfzho6ki7a35bt47u" style="color: black;">Entropy</a> </i> &nbsp;
For this purpose, in this work, we work toward the development of systems able to ensure trustworthiness by delivering privacy, fairness, and explainability by design.  ...  fair representation from the data, and ensuring explainable decisions with local and global explanations without compromising the accuracy of the final models.  ...  For this purpose, in this work, we show that a particularly simple yet effective constraint for learning fair representation [64, 77] can be combined with deep models and HE to deliver deep, fair and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/e23081047">doi:10.3390/e23081047</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vl5q3ys6xbha7oxgj4ba67mkne">fatcat:vl5q3ys6xbha7oxgj4ba67mkne</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211211011755/https://mdpi-res.com/d_attachment/entropy/entropy-23-01047/article_deploy/entropy-23-01047-v2.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/34/1e/341edbc3a9f0a3d0cf93aee8d28672eb7ca438df.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/e23081047"> <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 Bias and Fairness in Machine Learning [article]

Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, Aram Galstyan
<span title="2022-01-25">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In addition to that, we examined different domains and subdomains in AI showing what researchers have observed with regard to unfair outcomes in the state-of-the-art methods and how they have tried to  ...  With the widespread use of AI systems and applications in our everyday lives, it is important to take fairness issues into consideration while designing and engineering these types of systems.  ...  Here s denotes the protected or the sensitive variable, and we adapted the same notation as in [156] . Fair NLP 5.4.1 Word Embedding.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1908.09635v3">arXiv:1908.09635v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fygrqs3sing6zdsg53t7awhih4">fatcat:fygrqs3sing6zdsg53t7awhih4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220130081201/https://arxiv.org/pdf/1908.09635v3.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/00/90/0090023afc66cd2741568599057f4e82b566137c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1908.09635v3" 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>

Harnessing value from data science in business: ensuring explainability and fairness of solutions [article]

Krzysztof Chomiak, Michał Miktus
<span title="2021-08-10">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
For fairness, the authors discuss the bias-inducing specifics, as well as relevant mitigation methods, concluding with a set of recipes for introducing fairness in data-driven organizations.  ...  The paper introduces concepts of fairness and explainability (XAI) in artificial intelligence, oriented to solve a sophisticated business problems.  ...  Calders and Verwer (2010) proposed a Two Naive Bayes technique, which trains distinct models for each protected attribute and iteratively modifies the observed probabilities towards the selected fairness  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.07714v1">arXiv:2108.07714v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/s36ftwpzyvbaxnawhtcdtpyobe">fatcat:s36ftwpzyvbaxnawhtcdtpyobe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210831014310/https://arxiv.org/pdf/2108.07714v1.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/ef/9d/ef9defac02691b2298284d24f206a9484410c13f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.07714v1" 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>

Experiments on Generalizability of User-Oriented Fairness in Recommender Systems [article]

Hossein A. Rahmani, Mohammadmehdi Naghiaei, Mahdi Dehghan, Mohammad Aliannejadi
<span title="2022-05-17">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Relevant work on user-oriented fairness highlights the discriminative behavior of fairness-unaware recommendation algorithms towards a certain user group, defined based on users' activity level.  ...  Typical solutions include proposing a user-centered fairness re-ranking framework applied on top of a base ranking model to mitigate its unfair behavior towards a certain user group i.e., disadvantaged  ...  In contrast, fairness on two-sided markets [39, 41, 42, 45] aims to protect not only the protected users, but also some item groups, leading to a fairer approach towards certain content providers (e.g  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2205.08289v1">arXiv:2205.08289v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ytaw34p22zhrxcb2kchgmabga4">fatcat:ytaw34p22zhrxcb2kchgmabga4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220524182356/https://arxiv.org/pdf/2205.08289v1.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/90/1e/901eacc4a4cf92754aeabe77b5f6972af98ca9e7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2205.08289v1" 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>

Metadata Normalization [article]

Mandy Lu, Qingyu Zhao, Jiequan Zhang, Kilian M. Pohl, Li Fei-Fei, Juan Carlos Niebles, Ehsan Adeli
<span title="2021-05-05">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
While these techniques normalize feature distributions by standardizing with batch statistics, they do not correct the influence on features from extraneous variables or multiple distributions.  ...  Batch Normalization (BN) and its variants have delivered tremendous success in combating the covariate shift induced by the training step of deep learning methods.  ...  , 54] introducing methods to apply fair and invariant representation learning to continuous protected variables.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.09052v2">arXiv:2104.09052v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/enyyvvs5lfflbi5ifhvh6tlh7y">fatcat:enyyvvs5lfflbi5ifhvh6tlh7y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210507022425/https://arxiv.org/pdf/2104.09052v2.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/b3/63/b36356f2cde9ba0c21b64684313c13bc41ed94a8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.09052v2" 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>

Bias and unfairness in machine learning models: a systematic literature review [article]

Tiago Palma Pagano, Rafael Bessa Loureiro, Maira Matos Araujo, Fernanda Vitoria Nascimento Lisboa, Rodrigo Matos Peixoto, Guilherme Aragao de Sousa Guimaraes, Lucas Lisboa dos Santos, Gustavo Oliveira Ramos Cruz, Ewerton Lopes Silva de Oliveira, Marco Cruz, Ingrid Winkler, Erick Giovani Sperandio Nascimento
<span title="2022-03-18">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
One of the difficulties of artificial intelligence is to ensure that model decisions are fair and free of bias.  ...  The results show numerous bias and unfairness detection and mitigation approaches for ML technologies, with clearly defined metrics in the literature, and varied metrics can be highlighted.  ...  gremlin: Social networking, machine learning and the global war on al-qaida-and is-inspired terrorism [7] 3 Fairness research on deep learning [23] 4 Mdfa: Multi-differential fairness auditor for  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.08176v2">arXiv:2202.08176v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/m7rexaf26ra3zadl2dsqaqmjgq">fatcat:m7rexaf26ra3zadl2dsqaqmjgq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220224144140/https://arxiv.org/pdf/2202.08176v1.pdf" title="fulltext PDF download [not primary version]" 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] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c0/c1/c0c18987514ef04cf2c980062c5a99f2bb12f65b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.08176v2" 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>

Differential Evolution Algorithm with Hierarchical Fair Competition Model

Amit Ramesh Khaparde, Fawaz Alassery, Arvind Kumar, Youseef Alotaibi, Osamah Ibrahim Khalaf, Sofia Pillai, Saleh Alghamdi
<span title="">2022</span> <i title="Computers, Materials and Continua (Tech Science Press)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a6m5ovtnq5h6bb2dcb357moo4a" style="color: black;">Intelligent Automation and Soft Computing</a> </i> &nbsp;
This paper presents the study of differential evolution algorithm with hierarchical fair competition model (HFC-DE).  ...  After analyzing the results, the two variants of HFC-DE are proposed, named hierarchical fair competition model in differential evolution algorithm with replacement, I,e, HFCDE-R and hierarchical fair  ...  Hence, two new algorithms name hierarchical fair competition model in differential evolution algorithm with replacement, I,e, HFCDE-R for multi-model functions and hierarchical fair competition model in  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.32604/iasc.2022.023270">doi:10.32604/iasc.2022.023270</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cua75vvfd5fxnl3poeti6khwzq">fatcat:cua75vvfd5fxnl3poeti6khwzq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220518100210/https://www.techscience.com/iasc/v33n2/46755/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/0e/3d/0e3df7a491035621deef86b3efd6a1f6940622ed.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.32604/iasc.2022.023270"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Table of Contents

<span title="2020-10-30">2020</span> <i title="IEEE"> 2020 IEEE 4th Conference on Energy Internet and Energy System Integration (EI2) </i> &nbsp;
in Renewable Power Grid 1204 Po01-07 Research on Clustering Algorithm of Load Decomposition Considering Harmonic Characteristics in Power Safety Monitoring 1210 Po01-08 Indicator State Recognition  ...  on Deep Deterministic Policy Gradient 476 Pa14-06 Dispatching Methods and Strategies for Controllable Charging Pile Clusters To Participate in Grid Ancillary Services 482 Pa15-01 Robust Dispatch  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ei250167.2020.9347098">doi:10.1109/ei250167.2020.9347098</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uzijufuzb5ab3blgftr5niughe">fatcat:uzijufuzb5ab3blgftr5niughe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210501060920/https://ieeexplore.ieee.org/ielx7/9346557/9346568/09347098.pdf?tp=&amp;arnumber=9347098&amp;isnumber=9346568&amp;ref=" 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/2f/7e/2f7e1500c35fbccf6485865195cf98b452ca1213.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ei250167.2020.9347098"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>
&laquo; Previous Showing results 1 &mdash; 15 out of 19,704 results