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Modeling scientometric indicators using a statistical data ontology

delete2022-01-24
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OA
AI
V
Victor Lopez-Rodriguez *
H
Héctor G. Ceballos
DOI:10.1186/s40537-022-00562-xdelete
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摘要

摘要

En 中文
Scientometrics is the field of study and evaluation of scientific measures such as the impact of research papers and academic journals. It is an important field because nowadays different rankings use key indicators for university rankings and universities themselves use them as Key Performance Indicators (KPI). The purpose of this work is to propose a semantic modeling of scientometric indicators using the ontology Statistical Data and Metadata Exchange (SDMX). We develop a case study at Tecnologico de Monterrey following the Cross-Industry Standard Process for Data Mining (CRISP-DM) methodology. We evaluate the benefits of storing and querying scientometric indicators using linked data as a mean for providing flexible and quick access knowledge representation that supports indicator discovery, enquiring and composition. The semi-automatic generation and further storage of this linked data in the Neo4j graph database enabled an updatable and quick access model.
Keyword:
Graph database
Ontology generation
CRISP-DM
Neo4j
Query evaluation

期刊

Journal of Big Data 封面图
Journal of Big Data
IF:
6.4
论文数:
1.5K
被引数:
1.1W

机构

T
Tecnologico de Monterrey
学者数:
7.6K
论文数: 5.7K
被引数: 5
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