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Dec, 2019
毕业生就业预测及其偏差
Graduate Employment Prediction with Bias
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Teng Guo, Feng Xia, Shihao Zhen, Xiaomei Bai, Dongyu Zhang...
TL;DR
本研究提出了MAYA预测框架,该框架通过将学术表现嵌入到统一空间中,采用生成对抗网络(GAN)解决了课程异质性问题,采用带有新型dropout机制的LSTM综合捕捉学期间的顺序信息,并设计基于偏见的正则化来捕捉就业市场的偏见。 在大规模教育数据集上进行了广泛的实验,结果证明了此预测框架的有效性。
Abstract
The failure of landing a job for college students could cause serious social consequences such as drunkenness and suicide. In addition to
academic performance
,
unconscious biases
can become one key obstacle for h
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