A name-plus-geography LSTM with an XGBoost filter is reported to improve race imputation accuracy and to sharply reduce the rate at which non-White individuals are predicted as White compared with BISG, though the headline BISG comparison uses a different test run.
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STRATA: A Name-and-Geography Race Inference Model for Fair Lending and Housing Equity Applications
A name-plus-geography LSTM with an XGBoost filter is reported to improve race imputation accuracy and to sharply reduce the rate at which non-White individuals are predicted as White compared with BISG, though the headline BISG comparison uses a different test run.