Fran Melchor's Presentation at the 2022 JISBD

Congratulations to Fran Melchor for presenting his paper on the replicability of data science projects using a model-driven approach at the 2022 JISBD.

Last September, during the JISBD organized by Sistedes in Santiago de Compostela from 5 to 7 September 2022, Fran Melchor presented his work “A model-driven approach for the definition of reproducible and replicable data analysis projects “. It is the result of the Ph.D. work he is currently developing, under the co-direction of Roberto Rodríguez Echeverría and José María Conejero.

From the paper’s abstract:

“It is becoming increasingly common to exploit the data collected by Information Systems in order to carry out an analysis of them and obtain conclusions that give rise to a series of decisions in the different research fields. The fact that in most cases these conclusions cannot be properly backed up has given rise to a reproducibility crisis in Data Science, the discipline that makes it possible to convert such data into knowledge, and in research fields that apply it.In this paper we envision a Model-Driven framework to foster reproducible and replicable Data Science projects. The framework proposes the definition of systematic pipelines that may be (semi)automatically executed in terms of concrete implementation platforms. Proprietary or third party tools are also considered so that flexibility may be ensured without hindering.”

If you are interested in consulting the content of the paper, you can find it in the Sistedes library.