2009, English, Article, Journal or magazine article edition: Career-path analysis using optimal matching and self-organizing maps Massoni, Sebastien; Olteanu, Madalina; Rousset, Patrick

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Bookmark: http://trove.nla.gov.au/version/199197465
Physical Description
  • journal article
Published
  • Springer, 2009
Language
  • English

Edition details

Title
  • Career-path analysis using optimal matching and self-organizing maps
Author
  • Massoni, Sebastien
  • Olteanu, Madalina
  • Rousset, Patrick
Published
  • Springer, 2009
Physical Description
  • journal article
Part Of
  • QUT Business School
Summary
  • This paper is devoted to the analysis of career paths and employability. The state-of-the-art on this topic is rather poor in methodologies. Some authors propose distances well adapted to the data, but are limiting their analysis to hierarchical clustering. Other authors apply sophisticated methods, but only after paying the price of transforming the categorical data into continuous, via a factorial analysis. The latter approach has an important drawback since it makes a linear assumption on the data. We propose a new methodology, inspired from biology and adapted to career paths, combining optimal matching and self-organizing maps. A complete study on real-life data will illustrate our proposal.
Language
  • English
Related Resource
  • DOI:10.1007/​978-3-642-02397-2_18
  • Massoni, Sebastien, Olteanu, Madalina, &​ Rousset, Patrick (2009) Career-path analysis using optimal matching and self-organizing maps. Lecture Notes in Computer Science, 5629, pp. 154-162.
Identifier
  • oai:eprints.qut.edu.au:61536

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