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Mining unstructured processes: An exploratory study on a distance learning domain

  • Ana R.C. Maita
  • , Marcelo Fantinato
  • , Sarajane M. Peres
  • , Lucineia H. Thom
  • , Patrick C.K. Hung

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

5 Citas (Scopus)

Resumen

Modern techniques widely applied in data mining, including computational intelligence and machine learning, have been fairly neglected in process mining. We conducted an exploratory study to use artificial neural networks to extract knowledge from an unstructured process in the distance learning domain. We discuss some possible benefits and limitations regarding the mining of unstructured processes. Results suggest that applying either classical process mining or modern data mining techniques would result in significant benefits for this domain. Our work helps to guide new studies related to the application of modern mining techniques in process mining.

Idioma originalInglés
Título de la publicación alojada2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings
EditorialInstitute of Electrical and Electronics Engineers Inc.
Páginas3240-3247
Número de páginas8
ISBN (versión digital)9781509061815
DOI
EstadoPublicada - 30 jun. 2017
Publicado de forma externaSí
Evento2017 International Joint Conference on Neural Networks, IJCNN 2017 - Anchorage, Estados Unidos
Duración: 14 may. 2017 → 19 may. 2017

Serie de la publicación

NombreProceedings of the International Joint Conference on Neural Networks
Volumen2017-May

Conferencia

Conferencia2017 International Joint Conference on Neural Networks, IJCNN 2017
País/TerritorioEstados Unidos
CiudadAnchorage
Período14/05/17 → 19/05/17

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