Evolution and impact of bias in human and machine learning algorithm interaction
Author
Abstract
Suggested Citation
DOI: 10.1371/journal.pone.0235502
Download full text from publisher
References listed on IDEAS
- Jörg Rieskamp & Jerome R. Busemeyer & Barbara A. Mellers, 2006. "Extending the Bounds of Rationality: Evidence and Theories of Preferential Choice," Journal of Economic Literature, American Economic Association, vol. 44(3), pages 631-661, September.
- Daniel D. Lee & H. Sebastian Seung, 1999. "Learning the parts of objects by non-negative matrix factorization," Nature, Nature, vol. 401(6755), pages 788-791, October.
- James J. Heckman, 1977. "Sample Selection Bias As a Specification Error (with an Application to the Estimation of Labor Supply Functions)," NBER Working Papers 0172, National Bureau of Economic Research, Inc.
- Michael E. Tipping & Christopher M. Bishop, 1999. "Probabilistic Principal Component Analysis," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 61(3), pages 611-622.
- Jerome D. Williams & David Lopez & Patrick Shafto & Kyungwon Lee, 2019. "Technological Workforce and Its Impact on Algorithmic Justice in Politics," Customer Needs and Solutions, Springer;Institute for Sustainable Innovation and Growth (iSIG), vol. 6(3), pages 84-91, December.
- Chong Ju Choi & Carla C. J. M. Millar & Caroline Y. L. Wong, 2005. "Knowledge and the State," Palgrave Macmillan Books, in: Knowledge Entanglements, chapter 0, pages 19-38, Palgrave Macmillan.
- Yakun Li & Jiaomin Liu & Jiadong Ren, 2019. "Social recommendation model based on user interaction in complex social networks," PLOS ONE, Public Library of Science, vol. 14(7), pages 1-17, July.
- Alina Sîrbu & Dino Pedreschi & Fosca Giannotti & János Kertész, 2019. "Algorithmic bias amplifies opinion fragmentation and polarization: A bounded confidence model," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-20, March.
- Mubbashir Ayub & Mustansar Ali Ghazanfar & Zahid Mehmood & Tanzila Saba & Riad Alharbey & Asmaa Mahdi Munshi & Mayda Abdullateef Alrige, 2019. "Modeling user rating preference behavior to improve the performance of the collaborative filtering based recommender systems," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-29, August.
- Jon Kleinberg & Jens Ludwig & Sendhil Mullainathan & Ashesh Rambachan, 2018. "Algorithmic Fairness," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 22-27, May.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Akter, Shahriar & Dwivedi, Yogesh K. & Sajib, Shahriar & Biswas, Kumar & Bandara, Ruwan J. & Michael, Katina, 2022. "Algorithmic bias in machine learning-based marketing models," Journal of Business Research, Elsevier, vol. 144(C), pages 201-216.
- Akter, Shahriar & Hossain, Md Afnan & Sajib, Shahriar & Sultana, Saida & Rahman, Mahfuzur & Vrontis, Demetris & McCarthy, Grace, 2023. "A framework for AI-powered service innovation capability: Review and agenda for future research," Technovation, Elsevier, vol. 125(C).
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Xiao-Bai Li & Jialun Qin, 2017. "Anonymizing and Sharing Medical Text Records," Information Systems Research, INFORMS, vol. 28(2), pages 332-352, June.
- Wentao Qu & Xianchao Xiu & Huangyue Chen & Lingchen Kong, 2023. "A Survey on High-Dimensional Subspace Clustering," Mathematics, MDPI, vol. 11(2), pages 1-39, January.
- Waleed Reafee & Naomie Salim & Atif Khan, 2016. "The Power of Implicit Social Relation in Rating Prediction of Social Recommender Systems," PLOS ONE, Public Library of Science, vol. 11(5), pages 1-20, May.
- Del Corso, Gianna M. & Romani, Francesco, 2019. "Adaptive nonnegative matrix factorization and measure comparisons for recommender systems," Applied Mathematics and Computation, Elsevier, vol. 354(C), pages 164-179.
- Oliver Hinz & Jochen Eckert, 2010. "The Impact of Search and Recommendation Systems on Sales in Electronic Commerce," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 2(2), pages 67-77, April.
- Shweta Bahl & Ajay Sharma, 2021.
"Education–Occupation Mismatch and Dispersion in Returns to Education: Evidence from India,"
Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 153(1), pages 251-298, January.
- Grover, Shweta & Sharma, Ajay, 2020. "Education-occupation mismatch and dispersion in returns to education: Evidence from India," GLO Discussion Paper Series 651, Global Labor Organization (GLO).
- P Fogel & C Geissler & P Cotte & G Luta, 2022. "Applying separative non-negative matrix factorization to extra-financial data," Working Papers hal-03689774, HAL.
- Vitaliy Roud & Thomas Wolfgang Thurner, 2018. "The Influence of State‐Ownership on Eco‐Innovations in Russian Manufacturing Firms," Journal of Industrial Ecology, Yale University, vol. 22(5), pages 1213-1227, October.
- Wang, Zihan & Daeipour, Mohamad & Xu, Hongyi, 2023. "Quantification and propagation of Aleatoric uncertainties in topological structures," Reliability Engineering and System Safety, Elsevier, vol. 233(C).
- Lawrence Bunnell & Kweku-Muata Osei-Bryson & Victoria Y. Yoon, 0. "RecSys Issues Ontology: A Knowledge Classification of Issues for Recommender Systems Researchers," Information Systems Frontiers, Springer, vol. 0, pages 1-42.
- Martinovici, A., 2019. "Revealing attention - how eye movements predict brand choice and moment of choice," Other publications TiSEM 7dca38a5-9f78-4aee-bd81-c, Tilburg University, School of Economics and Management.
- Joanna Sokolowska & Patrycja Sleboda, 2015. "The Inverse Relation Between Risks and Benefits: The Role of Affect and Expertise," Risk Analysis, John Wiley & Sons, vol. 35(7), pages 1252-1267, July.
- Donald R. Haurin & Stuart S. Rosenthal, 2009.
"Language, Agglomeration and Hispanic Homeownership,"
Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(2), pages 155-183, June.
- Donald Haurin & Stuart Rosenthal, 2007. "Language, Agglomeration, and Hispanic Homeownership," Working Papers 07-04, Ohio State University, Department of Economics.
- Jong Won Min, 2019. "The Influence of Stigma and Views on Mental Health Treatment Effectiveness on Service Use by Age and Ethnicity: Evidence From the CDC BRFSS 2007, 2009, and 2012," SAGE Open, , vol. 9(3), pages 21582440198, September.
- Khalil, Elias L., 2010. "The Bayesian fallacy: Distinguishing internal motivations and religious beliefs from other beliefs," Journal of Economic Behavior & Organization, Elsevier, vol. 75(2), pages 268-280, August.
- Zhan (Michael) Shi & T. S. Raghu, 2020. "An Economic Analysis of Product Recommendation in the Presence of Quality and Taste-Match Heterogeneity," Information Systems Research, INFORMS, vol. 31(2), pages 399-411, June.
- Xin Xu & Yang Lu & Yupeng Zhou & Zhiguo Fu & Yanjie Fu & Minghao Yin, 2021. "An Information-Explainable Random Walk Based Unsupervised Network Representation Learning Framework on Node Classification Tasks," Mathematics, MDPI, vol. 9(15), pages 1-14, July.
- Borenstein, Severin & Netz, Janet, 1999. "Why do all the flights leave at 8 am?: Competition and departure-time differentiation in airline markets," International Journal of Industrial Organization, Elsevier, vol. 17(5), pages 611-640, July.
- Voxi Amavilah & Antonio R. Andrés, 2014.
"Globalization, Peace & Stability, Governance, and Knowledge Economy,"
Research Africa Network Working Papers
14/012, Research Africa Network (RAN).
- Amavilah, Voxi & Asongu, Simplice A & Andrés, Antonio R, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," MPRA Paper 58756, University Library of Munich, Germany.
- Voxi Amvilah & Simplice Anutechia Asongu & Antonio Andrés, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," AAYE Policy Research Working Paper Series 14_024, Association of African Young Economists, revised Dec 2014.
- Voxi Amavilah & Simplice A. Asongu & Antonio R. Andrés, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," Development Research Working Paper Series 04/2014, Institute for Advanced Development Studies.
- Amavilah Voxi & Asongu Simplice & Andrés Antonio, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," Working Papers of the African Governance and Development Institute. 14/012, African Governance and Development Institute..
- Naiyang Guan & Lei Wei & Zhigang Luo & Dacheng Tao, 2013. "Limited-Memory Fast Gradient Descent Method for Graph Regularized Nonnegative Matrix Factorization," PLOS ONE, Public Library of Science, vol. 8(10), pages 1-10, October.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0235502. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.