Dielectric Ceramics Database Automatically Constructed by Data Mining in the Literature
Xiaochao Wang,
Wanli Zhang,
Wenxu Zhang
Abstract:Vast published dielectric ceramics literature is a natural database for big-data analysis, discovering structure− property relationships, and property prediction. We constructed a data-mining pipeline based on natural language processing (NLP) to extract property information from about 12,900 published dielectric ceramics articles and normalized more than 20 properties. The micro-F1 scores for sentence classification, named entities recognition, relation extraction (related), and relation extraction (same), ar… Show more
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