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  4. Automatic Indexing of Financial Documents via Information Extraction
 
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2021
Conference Paper
Title

Automatic Indexing of Financial Documents via Information Extraction

Abstract
The problem of extracting information from large volumes of unstructured documents is pervasive in the domain of financial business. Enterprises and investors need automatic methods that can extract information from these documents, particularly for indexing and efficiently retrieving information. To this end, we present a scalable end-to-end document processing system for indexing and information retrieval from large volumes of financial documents. While we show our system works for the use case of financial document processing, the entire system itself is agnostic of the document type and machine learning model type. Thus, it can be applied to any large-scale document processing task involving domain-specific extractors.
Author(s)
Ramamurthy, Rajkumar  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Lübbering, Max  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Bell , Thiago
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Gebauer, Michael
TU Berlin  
Ulusay, Bilge
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Uedelhoven, Daniel  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Dilmaghani, Tim
PricewaterhouseCoopers GmbH
Loitz, Rüdiger
PricewaterhouseCoopers GmbH
Pielka, Maren  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Bauckhage, Christian  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Sifa, Rafet  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Mainwork
IEEE Symposium Series on Computational Intelligence, SSCI 2021. Proceedings  
Project(s)
ML2R  
Funder
Bundesministerium für Bildung und Forschung -BMBF-  
Conference
Symposium Series on Computational Intelligence 2021  
DOI
10.1109/SSCI50451.2021.9659977
Language
English
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Keyword(s)
  • financial document classification

  • document processing

  • big data

  • information retrieval

  • natural language processing

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