• 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