Bayesian networks for incomplete data analysis in form processing
Identifieur interne : 000C78 ( Main/Exploration ); précédent : 000C77; suivant : 000C79Bayesian networks for incomplete data analysis in form processing
Auteurs : Emilie Philippot [France] ; Santosh K. C. [France] ; Abdel Belaïd [France] ; Yolande Belaïd [France]Source :
English descriptors
Abstract
In this paper, we study Bayesian network (BN) for form identification based on partially filled fields. It uses electronic ink-tracing files without having any information about form structure. Given a form format, the ink-tracing files are used to build the BN by providing the possible relationships between corresponding fields using conditional probabilities, that goes from individual fields up to the complete model construction. To simplify the BN, we sub-divide a single form into three different areas: header, body and footer, and integrate them together, where we study three fundamental BN learning algorithms: Naive, Peter & Clark (PC) and maximum weighted spanning tree (MWST). Under this framework, we validate it with a real-world industrial problem i.e., electronic note-taking in form processing. The approach provides satisfactory results, attesting the interest of BN for exploiting the incomplete form analysis problems, in particular.
Url:
DOI: 10.1007/s13042-014-0234-4
Affiliations:
Links toward previous steps (curation, corpus...)
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Le document en format XML
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<profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Bayesian Networks</term>
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<front><div type="abstract" xml:lang="en">In this paper, we study Bayesian network (BN) for form identification based on partially filled fields. It uses electronic ink-tracing files without having any information about form structure. Given a form format, the ink-tracing files are used to build the BN by providing the possible relationships between corresponding fields using conditional probabilities, that goes from individual fields up to the complete model construction. To simplify the BN, we sub-divide a single form into three different areas: header, body and footer, and integrate them together, where we study three fundamental BN learning algorithms: Naive, Peter & Clark (PC) and maximum weighted spanning tree (MWST). Under this framework, we validate it with a real-world industrial problem i.e., electronic note-taking in form processing. The approach provides satisfactory results, attesting the interest of BN for exploiting the incomplete form analysis problems, in particular.</div>
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<tree><country name="France"><region name="Grand Est"><name sortKey="Philippot, Emilie" sort="Philippot, Emilie" uniqKey="Philippot E" first="Emilie" last="Philippot">Emilie Philippot</name>
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