Hitting the Mark: Reducing Bias in AI Systems.
Hitting the Mark: Reducing Bias in AI Systems.
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击中目标：减少人工智能系统中的偏见。
DOI：
10.1148/ryai.220171
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发表时间：
2022
期刊：
影响因子：
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通讯作者：
C. E. Kahn
中科院分区：
文献类型：
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作者：
C. E. Kahn
想象一下您已经开始了射箭运动。通过练习，您可以保持一致性，但是当您瞄准目标中心时，箭头会落在中心右侧 5 厘米处。你会怎么做？当然，你会调整你的目标。通过向左瞄准 5 厘米，您克服了系统偏差，您的箭头现在找到了目标。熟练的弓箭手知道要根据自己的偏差、到目标的距离以及侧风的存在等因素来调整目标。
Imagine that you’ve taken up the sport of archery. With practice, you achieve consistency, but when you aim at the center of the target, the arrows land 5 cm to the right of center. What would you do?Naturally, you’d adjust your aim. By aiming 5 cm to the left, you overcome your systematic bias, and your arrows now find their mark. Skilled archers know to adjust their aim to account for factors such as their own bias, the distance to the target, and the presence of crosswind.