Gradient Boosting to Address Statistical Problems Arising from Non-Linkage of Census Bureau Datasets
June 2024
Working Paper Number:
CES-24-27
Abstract
Document Tags and Keywords
Keywords
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keyword extraction tool that utilizes BERT embeddings to ensure high-quality and contextually relevant
keywords.
By analyzing the content of working papers, KeyBERT identifies terms and phrases that capture the essence of the
text, highlighting the most significant topics and trends. This approach not only enhances searchability but
provides connections that go beyond potentially domain-specific author-defined keywords.
:
estimating,
data,
census data,
microdata,
survey,
record,
matching,
race,
census bureau,
records census,
sampling,
census survey,
datasets,
identifier,
assessed,
census linked,
census records,
linkage
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several tasks, including entity tagging.
The model is able to label words and phrases by part-of-speech,
including "organizations." By filtering for frequent words and phrases labeled as "organizations", papers are
identified to contain references to specific institutions, datasets, and other organizations.
:
Social Security,
Protected Identification Key,
Person Validation System,
Census Bureau Person Identification Validation System,
Personally Identifiable Information
Similar Working Papers
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