How to make decisions with algorithms

Persson Anders, Kavathatzopoulos Iordanis
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Abstract

The use of automated decision-making support, such as algorithms within predictive analytics, will inevitably be more and more relevant, and affecting society. Sometimes it is good, and sometimes there seems to be negative effect, such as with discrimination. The solution focused on in this paper is how humans and algorithms, or ICT, could interact within ethical decision-making. What predictive analytics can produce is, arguably, mostly implicit knowledge, so what a human decision-maker could, possibly, help with is the explicit thought processes. This could be one way to conceptualize the interactive effect between humans and algorithms that could be fruitful. Presently there does not seem to be very much research regarding predictive analytics and ethical decisions, concerning this human-algorithm interaction. Rather it is often a focus on pure technological solutions, or with laws and regulation.

如何用算法做决策
自动化决策支持的使用,如预测分析中的算法,将不可避免地越来越相关,并影响社会。有时它是好的,有时似乎有负面影响,如歧视。本文关注的解决方案是人类和算法,或ICT,如何在道德决策中相互作用。可以说,预测分析所能产生的大多是隐性知识,因此人类决策者所能帮助的,可能是明确的思维过程。这可能是概念化人类和算法之间可能富有成效的互动效果的一种方式。目前似乎还没有太多关于预测分析和伦理决策的研究,关于这种人类-算法交互。相反,它往往专注于纯技术解决方案,或者是法律和法规。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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