DocumentCode
3723158
Title
Predict the Emergence: Application to Competencies in Job Offers
Author
Yacine Abbound;Anne Boyer;Armelle Brun
Author_Institution
LORIA, Univ. de Lorraine, Nancy, France
fYear
2015
Firstpage
612
Lastpage
619
Abstract
Predicting the emergence of an event enables to anticipate and make decisions upstream. For instance, in the employment sector, it becomes necessary to anticipate the emergence of competencies requirements to help job seekers, education and training organization to better match the needs of the job market. Several approaches address the competencies mining with ontologies, we adopt a different point of view by using pattern mining. We propose a new methodology to predict emerging patterns and apply it to competencies with a dataset of job offers collected on the Web. Our model allows to identify potential emerging pattern over time and thus enables to take decisions accordingly.
Keywords
"Data mining","Context","Market research","Linear regression","Organizations","Predictive models","Training"
Publisher
ieee
Conference_Titel
Tools with Artificial Intelligence (ICTAI), 2015 IEEE 27th International Conference on
ISSN
1082-3409
Type
conf
DOI
10.1109/ICTAI.2015.94
Filename
7372190
Link To Document