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Bias in Machine Learning

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Design Of A Capability And Maturity Model For The Development Of Trustworthy Adm Systems Based On Principled Ai, Daniel Varona Cordero Feb 2022

Design Of A Capability And Maturity Model For The Development Of Trustworthy Adm Systems Based On Principled Ai, Daniel Varona Cordero

Electronic Thesis and Dissertation Repository

Automatic decision-making (ADM) systems have permeated every sphere of society where a large amount of data is managed to fulfill prediction/classification needs. The enhanced capabilities ADM systems have brought into their applied sciences conditioned their evolution to more complex and less transparent machine learning algorithms and models (MLA & M). Nowadays, dissimilar predictions, or suggested decisions supported by MLA & M are found to be misleading, or discriminatory resulting in heated academic and public debates since these MLA & M are being applied in socially and politically sensitive areas such as crime prevention, justice management, among others. Thus, there exists …