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Talking to your Data: Interactive and interpretable data mining through a conversational agent

Authors :
Isel Grau
Luis Daniel Hernandez
Astrid Sierens
Simeon Michel
Nico Sergeyssels
Catherine Middag
Vicky Froyen
Ann Nowe
Informatics and Applied Informatics
Faculty of Sciences and Bioengineering Sciences
Artificial Intelligence
Electronics and Informatics
Source :
Vrije Universiteit Brussel
Publication Year :
2021

Abstract

In this demo, we showcase the ``Talking to your Data'' system. The key idea of this system is to support data governance and data mining in a novel way. We aim to bring the use of interpretable machine learning techniques closer to the business analysts by using natural language. We have developed a conversational agent and a data mining backend that supports the analysis of data. Our approach facilitates solving prediction tasks and also provides explanations for these predictions. Furthermore, we make possible the interaction for including the feedback of the business analysts in the models.

Details

Language :
English
Database :
OpenAIRE
Journal :
Vrije Universiteit Brussel
Accession number :
edsair.dedup.wf.001..6e1c030ab28346c31bd5c6712f5f1d7b