Hasso-Plattner-Institut
Prof. Dr. Felix Naumann
  
 

Zhe Zuo

former member

 

Research Interests

  • Information Extraction
  • Text Mining
  • Data Mining

Publications

Uncovering Business Relationships: Context-sensitive Relationship Extraction for Difficult Relationship Types

Zuo, Zhe; Loster, Michael; Krestel, Ralf; Naumann, Felix in Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" (LWDA) 2017 .

This paper establishes a semi-supervised strategy for extracting various types of complex business relationships from textual data by using only a few manually provided company seed pairs that exemplify the target relationship. Additionally, we offer a solution for determining the direction of asymmetric relationships, such as “ownership of”. We improve the reliability of the extraction process by using a holistic pattern identification method that classifies the generated extraction patterns. Our experiments show that we can accurately and reliably extract new entity pairs occurring in the target relationship by using as few as five labeled seed pairs.
Weitere Informationen
Tagsbusiness_communication  isg  web_science