Responsible Scoring Mechanisms Through Function Sampling

22 Nov 2019Abolfazl AsudehH. V. Jagadish

Human decision-makers often receive assistance from data-driven algorithmic systems that provide a score for evaluating objects, including individuals. The scores are generated by a function (mechanism) that takes a set of features as input and generates a score.The scoring functions are either machine-learned or human-designed and can be used for different decision purposes such as ranking or classification... (read more)

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