Matching Jobs and Resumes: a Deep Collaborative Filtering Task

Conference object English OPEN
Schmitt , Thomas; Caillou , Philippe; Sebag , Michèle;
  • Publisher: HAL CCSD
  • Subject: job recommendations | cold start | collaborative filtering | hybrid collaborative filtering | [ INFO ] Computer Science [cs] | job announcements | human resources | resumes
    acm: ComputingMilieux_THECOMPUTINGPROFESSION

International audience; This paper tackles the automatic matching of job seekers and recruiters, based on the logs of a recruitment agency (CVs, job announcements and application clicks). Preliminary experiments reveal that good recommendation performances in collaborat... View more
  • References (24)
    24 references, page 1 of 3

    [1] Deepak Agarwal, Bee-Chung Chen, Pradheep Elango, and Raghu Ramakrishnan. Content recommendation on web portals. Communications of the ACM, 56(6):92-101, 2013.

    [2] Shaha T Al-Otaibi and Mourad Ykhlef. A survey of job recommender systems. International Journal of the Physical Sciences, 7(29):5127-5142, 2012.

    [3] Y. Bachrach. Human judgments in hiring decisions based on online social network profiles. In Data Science and Advanced Analytics, pages 1-10, 2015.

    [4] Y. Bengio, A. C. Courville, and P. Vincent. Representation learning: A review and new perspectives. IEEE Trans. Pattern Anal. Mach. Intell., 35(8):1798-1828, 2013.

    [5] J. Bennett and S. Lanning. The netflix prize. In Proc Int. Conf. on Knowledge Discovery and Data Mining (KDD) Cup and Workshop, page 35, 2007.

    [6] Jacob Bollinger, David Hardtke, and Ben Martin. Using social data for resume job matching. In Proceedings of the 2012 Workshop on Data-driven User Behavioral Modelling and Mining from Social Media, DUBMMSM '12, pages 27-30, 2012.

    [7] Fernando Diaz, Donald Metzler, and Sihem Amer-Yahia. Relevance and ranking in online dating systems. In Proc. Int. ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR '10, pages 66-73, 2010.

    [8] Richard Doherty. Getting social with recruitment. Strategic HR Review, 9(6):11-15, 2010.

    [9] E. Faliagka, K. Ramantas, A. Tsakalidis, and G. Tzimas. Application of machine learning algorithms to an online recruitment system. In Proc. International Conference on Internet and Web Applications and Services, 2012.

    [10] Frank Färber, Tim Weitzel, and Tobias Keim. An automated recommendation approach to selection in personnel recruitment. AMCIS 2003 Proceedings, page 302, 2003.

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