Case-Based Reasoning for Invoice Analysis and Recognition
Identifieur interne : 000D62 ( Main/Exploration ); précédent : 000D61; suivant : 000D63Case-Based Reasoning for Invoice Analysis and Recognition
Auteurs : Hatem Hamza [France] ; Yolande Belaïd [France] ; Abdel Belaïd [France]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2007.
Abstract
Abstract: This paper introduces the approach CBRDIA (Case-based Reasoning for Document Invoice Analysis) which uses the principles of case-based reasoning to analyze, recognize and interpret invoices. Two CBR cycles are performed sequentially in CBRDIA. The first one consists in checking whether a similar document has already been processed, which makes the interpretation of the current one easy. The second cycle works if the first one fails. It processes the document by analyzing and interpreting its structuring elements (adresses, amounts, tables, etc) one by one. The CBR cycles allow processing documents from both knonwn or unknown classes. Applied on 923 invoices, CBRDIA reaches a recognition rate of 85,22% for documents of known classes and 74,90% for documents of unknown classes.
Url:
DOI: 10.1007/978-3-540-74141-1_28
Affiliations:
- France
- Alsace-Champagne-Ardenne-Lorraine, Languedoc-Roussillon, Languedoc-Roussillon-Midi-Pyrénées, Lorraine, Région Lorraine
- Aimargues., Nancy, Vandoeuvre-les-Nancy
- Centre national de la recherche scientifique, Institut national de recherche en informatique et en automatique, Laboratoire lorrain de recherche en informatique et ses applications, Université de Lorraine
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<front><div type="abstract" xml:lang="en">Abstract: This paper introduces the approach CBRDIA (Case-based Reasoning for Document Invoice Analysis) which uses the principles of case-based reasoning to analyze, recognize and interpret invoices. Two CBR cycles are performed sequentially in CBRDIA. The first one consists in checking whether a similar document has already been processed, which makes the interpretation of the current one easy. The second cycle works if the first one fails. It processes the document by analyzing and interpreting its structuring elements (adresses, amounts, tables, etc) one by one. The CBR cycles allow processing documents from both knonwn or unknown classes. Applied on 923 invoices, CBRDIA reaches a recognition rate of 85,22% for documents of known classes and 74,90% for documents of unknown classes.</div>
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