Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News – Data detailed on artificial intelligence have bee n presented. According to news reporting originating from Beavercreek, United St ates, by NewsRx correspondents, research stated, “Machine learning algorithms ar e becoming increasingly used in a variety of settings but are often black box in nature.” Our news journalists obtained a quote from the research from DCS Corporation: “R ecent work has emphasized the need for algorithms to be more interpretable to en d users, and calibrated classification models (CCMs) are one such type of model. CCMs provide more accurate confidence intervals to the end user, however little research has investigated how CCM confidence estimates and actual classificatio n accuracy impact user performance. Therefore, the current study explored how ex pectations for machine learning algorithms and their actual behaviors influenced task performance and decision time.” According to the news reporters, the research concluded: “Results demonstrated t hat algorithms with high confidence and low classification accuracy led to the l owest performance and highest decision time in an image classification task. Lim itations of the current study are discussed along with future research opportuni ties.”
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