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Semantic Concept Schema Of The Linear Mixed Model Of Experimental Observations

Hanna Ćwiek-Kupczyńska, Katarzyna Filipiak, Augustyn Markiewicz, Philippe Rocca-Serra, Alejandra N. Gonzalez-Beltran, Susanna-Assunta Sansone, Emilie J. Millet, Fred van Eeuwijk, Agnieszka Ławrynowicz, Paweł Krajewski

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AbstractIn the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical concepts in an interdisciplinary context through the application of ontologies, in particular the Statistics Ontology (STATO), to produce FAIR data summaries. We hope to improve the general understanding of statistical modelling and thus contribute to a better description of the statistical conclusions from data analysis, allowing their efficient exploration and automated processing.