Towards a semantic-based information extraction system for matching résumés to job openings

Towards a semantic-based information extraction system for matching résumés to job openings

A curriculum vitae or a r´esum´e, in general, consists of personal details, education, work experience, qualifications, and references. The overall objective of this study was to extract such data as experience, features, and business and education information from r´esum´es stored in human resources repositories. In this article, we propose an ontology-driven information extraction system that is planned to operate on several million free-format textual r´esum´es to convert them to a structured and semantically enriched version for use in semantic data mining of data essential in human resources processes. The architecture and working mechanism of the system, similarity

___

  • [1] Bojars U, Breslin JG. R´esum´eRDF: expressing skill information on the semantic web. In: 1st International Workshop on ExpertFinder; 2007; Berlin, Germany.
  • [2] Karamatlı E, Akyoku¸s S. R´esum´e information extraction with named entity clustering based on relationships. In: INISTA 2010 International Symposium on Innovations in Intelligent Systems and Applications; 2010; Kayseri,Turkey.
  • [3] Grishman R. Information extraction techniques and challenges. In: International Summer School on Information Extraction: A Multidisciplinary Approach to an Emerging Information Technology; 1997. London, UK: LNCS. pp.10–27.
  • [4] Kowalkiewicz M, Kaczmarek T, Piskorski, J. Information extraction from CV. In: BIS 2005 8th International Conference on Business Information Systems; 20–22 April 2005; Poznan, Poland. pp. 185–189.
  • [5] Sarawagi S. Information extraction. J Found Trends DBs 2008; 1: 261–377.
  • [6] Chieu HL, Ng HT, Lee YK. Closing the gap: learning-based information extraction rivaling. In: ACL 2003 Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics; 2003; Sapporo, Japan.
  • [7] Yu K, Guan G, Zhou M. R´esum´e information extraction with cascaded hybrid model. In: ACL 2005 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics; 2005; Morristown, NJ, USA. pp. 499–506.
  • [8] Paolucci M. Semantic matching of Web service capabilities. In: ISWC2002 Proceedings of the 1st International Semantic Web Conference; 2002; London, UK. Berlin, Germany: Springer-Verlag. pp. 333–347.
  • [9] Bellur U, Vadodaria H, Gupta A. Semantic matchmaking algorithms. In: Bednorz W, editor. Advances in Greedy Algorithms. Vienna, Austria: IN-TECH Publications, 2008. pp. 481–502.
  • [10] Ilhan ES, Akkus GB, Bener AB. SAM: Semantic advanced matchmaker. In: SEKE 2007 19th International Conference on Software Engineering and Knowledge Engineering; 2007; Boston, MA, USA. pp. 698–703.
  • [11] Senvar M, Bener AB. Matchmaking of Semantic Web services using semantic-distance information. In: 4th Biennial International Conference on Advances in Information Systems; 2006. Berlin, Germany: Springer-Verlag, 2006. pp.177–186.
  • [12] Celik D, Elci A. Ontology-based matchmaking and composition of business processes. In: Elci A, Mamadou TK, Jack A, Orgun M, editors. Semantic Agent Systems-Foundations and Applications (SASFA) Studies in Computational Intelligence. Heidelberg, Germany: Springer-Verlag, 2011. pp. 133–157.
  • [13] Winkler WE. The State of Record Linkage and Current Research Problems. Technical Report. Washington, DC,USA: U.S. Census Bureau, 1999.
  • [14] Winkler WE, Thibaudeau Y. An Application of the Fellegi-Sunter Model of Record Linkage to the 1990 U.S. Decennial Census. Technical Report. Washington, DC, USA: U.S. Census Bureau, 1991.
  • [15] Horrocks I, Patel-Schneider P, Harold B, Tabet S, Grosof B, Dean M. SWRL: a semantic web rule language combining OWL and rule ML. In: W3C; May 2004.
  • [16] Sirin E, Parsia B. Pellet: An OWL DL reasoner. In: ISWC2004 3rd International Semantic Web Conference; November 2004; Hiroshima, Japan.
  • [17] Baader F, Calvanese D, McGuinness DL, Nardi D, Patel-Schneider P, editors. The Description Logic Handbook: Theory, Implementation, Applications. Cambridge, UK: Cambridge University Press, 2003.
  • [18] Golbreich C, Dameron O, Bierlaire O, Gibaud B. What reasoning support for ontology and rules? The brain anatomy case study. In: OWLED 2005 Workshop on OWL: Experiences and Directions; 11–12 November 2005; Ireland. pp. 3–11.
  • [19] Horrocks I, Patel-Schneider P, Bechhofer S, Tsarkov D. OWL rules: a proposal and prototype implementation. J Web Semantics 2005; 3: 23–40.
  • [20] Celik D, Elci A. An ontology-based information extraction approach for r´esum´es. In: ICPCA / SWS 2012 7th International Pervasive Computing and the Networked World; 26–28 October 2012. ˙Istanbul, Turkey: LNCS. pp. 4562–4568.
Turkish Journal of Electrical Engineering and Computer Sciences-Cover
  • ISSN: 1300-0632
  • Yayın Aralığı: 6
  • Yayıncı: TÜBİTAK
Sayıdaki Diğer Makaleler

Heuristic methods for postoutage voltage magnitude calculations

Hasan DAĞ, Oğuzhan CEYLAN, Aydoğan ÖZDEMİR

Amplitude-phase control of a novel chaotic attractor

İhsan PEHLİVAN, Chunbiao LI, Julien Clinton SPROTT

Investigation of the most appropriate mother wavelet for characterizing imaginary EEG signals used in BCI systems

Onder AYDEMİR, Temel KAYIKÇIOĞLU

A comprehensive comparison of features and embedding methods for face recognition

Hasan Serhan YAVUZ, Hakan ÇEVİKALP, Rifat EDİZKAN

A new algorithm of parameter estimation of a photovoltaic solar panel

Mustapha BELARBI, Amine STAMBOULI BOUDGHENE, El-Habib BELARBI, Kamel HADDOUCHE

Fast and de-noise support vector machine training method based on fuzzy clustering method for large real world datasets

Omid Naghash ALMASI, Modjtaba ROUHANI

RLC circuit extraction with the differential evolution algorithm for conducted electromagnetic emission model of integrated circuits

Muhammed Emin BAŞAK, Ayten KUNTMAN

Analysis of active power control algorithms of variable speed wind generators for power system frequency stabilization

Elvisa BECIROVIC, Mirza KUSLJUGIC, Jakub OSMIC, Daniel TOAL

An 11-switch multilevel inverter with a modified space vector modulation

Hew Wooi PING, Jafferi JAMALUDIN, Nasrudin RAHIM ABD

Modeling based on 3D finite element analysis and experimental study of a 24-slot 8-pole axial-flux permanent-magnet synchronous motor for no cogging torque and sinusoidal back-EMF

Mehmet GÜLEÇ, Ersin YOLAÇAN, Oğuzhan OCAK, Metin AYDIN, Yücel DEMİR