Výsledky vyhledávání - "Taka, Evdoxia"

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Human-in-the-loop Fairness: Integrating Stakeholder Feedback to Incorporate Fairness Perspectives in Responsible AI

Autor: Taka, Evdoxia, Nakao, Yuri, Sonoda, Ryosuke, Yokota, Takuya, Luo, Lin, Stumpf, Simone

Fairness is a growing concern for high-risk decision-making using Artificial Intelligence (AI) but ensuring it through purely technical means is challenging: there is no universally accepted fairness measure, fairness is context-dependent, and there

Externí odkaz: http://arxiv.org/abs/2312.08064

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Does Interacting Help Users Better Understand the Structure of Probabilistic Models?

Autor: Taka, Evdoxia, Stein, Sebastian, Williamson, John H.

Despite growing interest in probabilistic modeling approaches and availability of learning tools, people with no or less statistical background feel hesitant to use them. There is need for tools for communicating probabilistic models to less experien

Externí odkaz: http://arxiv.org/abs/2201.03605

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Increasing interpretability of Bayesian probabilistic programming models through interactive visualizations

Autor: Taka, Evdoxia, Stein, Sebastian, Williamson, John H.

Bayesian probabilistic modeling is supported by powerful computational tools like probabilistic programming and efficient Markov Chain Monte Carlo (MCMC) sampling. However, the results of Bayesian inference are challenging for users to interpret in t

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=core_ac_uk__::6d5ced809ccee8797823eecf3c9b9127
https://eprints.gla.ac.uk/226085/1/226085.pdf

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