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JobOlize - Headhunting by Information Extraction in the era of Web 2.0

Research output: Chapter in Book/Report/Conference proceedingConference proceedingspeer-review

Abstract

E-recruitment is one of the most successful ebusiness applications supporting both, headhunters and job seekers. The explosive growth of online job offers makes the usage of information extraction techniques to build up, e.g., job portals in a semiautomatic way a necessity. Existing approaches, however, hardly cope with the heterogeneous and semistructured nature of job offers nor do they consider potentials offered by Web 2.0 technologies. This paper proposes an information extraction system called “JobOlize”1, realized for arbitrarily structured IT job offers. To improve extraction quality, a hybrid approach is employed, combining existing NLPtechniques with a new form of context-driven extraction, incorporating layout, structure and content information. To allow users a proper adaptation of the extraction results while preserving the look and feel of the original Web pages, a rich client interface is provided. The improvements in extraction quality are justified on basis of a case study and the experiences gained are generalized and critically reflected by discussing lessons learned.
Original languageEnglish
Title of host publicationProceedings of the 7th International Workshop on Web-Oriented Software Technologies (IWWOST 2008), Yorktown Heights, New York, USA, July 14, 2008
Publication statusPublished - 2008

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure
  2. SDG 16 - Peace, Justice and Strong Institutions
    SDG 16 Peace, Justice and Strong Institutions

Fields of science

  • 101004 Biomathematics
  • 101027 Dynamical systems
  • 101028 Mathematical modelling
  • 101029 Mathematical statistics
  • 101014 Numerical mathematics
  • 101015 Operations research
  • 101016 Optimisation
  • 101017 Game theory
  • 101018 Statistics
  • 101019 Stochastics
  • 101024 Probability theory
  • 101026 Time series analysis
  • 102 Computer Sciences
  • 102001 Artificial intelligence
  • 102003 Image processing
  • 102004 Bioinformatics
  • 102013 Human-computer interaction
  • 102018 Artificial neural networks
  • 102019 Machine learning
  • 103029 Statistical physics
  • 106005 Bioinformatics
  • 106007 Biostatistics
  • 202017 Embedded systems
  • 202035 Robotics
  • 202036 Sensor systems
  • 202037 Signal processing
  • 305901 Computer-aided diagnosis and therapy
  • 305905 Medical informatics
  • 305907 Medical statistics
  • 102032 Computational intelligence
  • 102033 Data mining
  • 101031 Approximation theory
  • 102006 Computer supported cooperative work (CSCW)
  • 102010 Database systems
  • 102014 Information design
  • 102015 Information systems
  • 102016 IT security
  • 102028 Knowledge engineering
  • 102022 Software development
  • 102025 Distributed systems
  • 502007 E-commerce
  • 505002 Data protection
  • 506002 E-government
  • 509018 Knowledge management
  • 202007 Computer integrated manufacturing (CIM)
  • 102035 Data science

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