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

Isel Grau; Luis Daniel Hernandez; Astrid Sierens; Simeon Michel; Nico Sergeyssels; Vicky Froyen; Catherine Middag; Ann Nowé

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

Isel Grau, Luis Daniel Hernandez, Astrid Sierens, Simeon Michel, Nico Sergeyssels, Vicky Froyen, Catherine Middag, Ann Nowé

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review

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Samenvatting

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.

Originele taal-2	Engels
Titel	Proceedings of BNAIC/BeneLearn 2021
Subtitel	33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning
Redacteuren	Luis A. Leiva
Uitgeverij	University of Luxembourg
Pagina's	745-747
Aantal pagina's	3
Status	Gepubliceerd - 2021
Extern gepubliceerd	Ja
Evenement	33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021 - University of Luxembourg, Luxembourg, Luxemburg Duur: 10 nov. 2021 → 12 nov. 2021 Congresnummer: 33 https://bnaic2021.uni.lu/

Congres

Congres	33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021
Verkorte titel	BNAIC/BeneLearn 2021
Land/Regio	Luxemburg
Stad	Luxembourg
Periode	10/11/21 → 12/11/21
Internet adres	https://bnaic2021.uni.lu/

Bibliografische nota

Best Demo Award BNAIC/Benelearn 2021

Toegang tot document

pdfDefinitieve gepubliceerde versie, 616 KB

https://luis.leiva.name/tmp/bnaic2021_preproceedings.pdf

33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021
Grau Garcia, I. (Deelnemer)
2021
Activiteit: Types deelname aan of organisatie van een evenement › Congres › Wetenschappelijk

Best Demo Award BNAIC/BENELearn 2021
Grau Garcia, I. (Ontvanger), Hernandez, L. D. (Ontvanger), Sierens, A. (Ontvanger), Michel, S. (Ontvanger), Sergeyssels, N. (Ontvanger), Froyen, V. (Ontvanger), Middag, C. (Ontvanger) & Nowé, A. (Ontvanger), nov. 2021
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk

Citeer dit

Grau, I., Hernandez, L. D., Sierens, A., Michel, S., Sergeyssels, N., Froyen, V., Middag, C., & Nowé, A. (2021). Talking to your Data: Interactive and interpretable data mining through a conversational agent. In L. A. Leiva (editor), Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning (blz. 745-747). University of Luxembourg. https://luis.leiva.name/tmp/bnaic2021_preproceedings.pdf

Grau, Isel ; Hernandez, Luis Daniel ; Sierens, Astrid et al. / Talking to your Data : Interactive and interpretable data mining through a conversational agent. Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning. redacteur / Luis A. Leiva. University of Luxembourg, 2021. blz. 745-747

@inproceedings{9b2f67759aed436ba83b4b627dd1a41a,

title = "Talking to your Data: Interactive and interpretable data mining through a conversational agent",

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.",

author = "Isel Grau and Hernandez, {Luis Daniel} and Astrid Sierens and Simeon Michel and Nico Sergeyssels and Vicky Froyen and Catherine Middag and Ann Now{\'e}",

note = "Best Demo Award BNAIC/Benelearn 2021; 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021, BNAIC/BeneLearn 2021 ; Conference date: 10-11-2021 Through 12-11-2021",

year = "2021",

language = "English",

pages = "745--747",

editor = "Leiva, {Luis A.}",

booktitle = "Proceedings of BNAIC/BeneLearn 2021",

publisher = "University of Luxembourg",

url = "https://bnaic2021.uni.lu/",

}

Grau, I, Hernandez, LD, Sierens, A, Michel, S, Sergeyssels, N, Froyen, V, Middag, C & Nowé, A 2021, Talking to your Data: Interactive and interpretable data mining through a conversational agent. in LA Leiva (uitgave), Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning. University of Luxembourg, blz. 745-747, 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021, Luxembourg, Luxemburg, 10/11/21. <https://luis.leiva.name/tmp/bnaic2021_preproceedings.pdf>

Talking to your Data: Interactive and interpretable data mining through a conversational agent. / Grau, Isel; Hernandez, Luis Daniel; Sierens, Astrid et al.
Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning. uitgave / Luis A. Leiva. University of Luxembourg, 2021. blz. 745-747.

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review

TY - GEN

T1 - Talking to your Data

T2 - 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021

AU - Grau, Isel

AU - Hernandez, Luis Daniel

AU - Sierens, Astrid

AU - Michel, Simeon

AU - Sergeyssels, Nico

AU - Froyen, Vicky

AU - Middag, Catherine

AU - Nowé, Ann

N1 - Conference code: 33

PY - 2021

Y1 - 2021

N2 - 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.

AB - 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.

M3 - Conference contribution

SP - 745

EP - 747

BT - Proceedings of BNAIC/BeneLearn 2021

A2 - Leiva, Luis A.

PB - University of Luxembourg

Y2 - 10 November 2021 through 12 November 2021

ER -

Grau I, Hernandez LD, Sierens A, Michel S, Sergeyssels N, Froyen V et al. Talking to your Data: Interactive and interpretable data mining through a conversational agent. In Leiva LA, redacteur, Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning. University of Luxembourg. 2021. blz. 745-747

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

Samenvatting

Congres

Bibliografische nota

Toegang tot document

Vingerafdruk

Activiteiten

33rd Benelux Conference on Artificial Intelligence and 30th Belgian-Dutch Conference on Machine Learning, BNAIC/BeneLearn 2021

Prijzen

Best Demo Award BNAIC/BENELearn 2021

Citeer dit