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Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language ...
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A random forest system combination approach for error detection in digital dictionaries ...
Abstract: When digitizing a print bilingual dictionary, whether via optical character recognition or manual entry, it is inevitable that errors are introduced into the electronic version that is created. We investigate automating the process of detecting errors in an XML representation of a digitized print dictionary using a hybrid approach that combines rule-based, feature-based, and language model-based methods. We investigate combining methods and show that using random forests is a promising approach. We find that in isolation, unsupervised methods rival the performance of supervised methods. Random forests typically require training data so we investigate how we can apply random forests to combine individual base methods that are themselves unsupervised without requiring large amounts of training data. Experiments reveal empirically that a relatively small amount of data is sufficient and can potentially be further reduced through specific selection criteria. ... : 9 pages, 7 figures, 10 tables; appeared in Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data, April 2012 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; I.2.7; I.2.6; I.5.1; I.5.4; Machine Learning cs.LG; Machine Learning stat.ML
URL: https://arxiv.org/abs/1410.8553
https://dx.doi.org/10.48550/arxiv.1410.8553
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3
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling ...
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4
Clutter noise removal in binary document images
In: International journal on document analysis and recognition. - Berlin ; Heidelberg : Springer 16 (2013) 4, 351-369
OLC Linguistik
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5
A random forest system combination approach for error detection in digital dictionaries
Rodrigues, Paul; Zajic, David; Doermann, David. - : Association for Computational Linguistics, 2012
BASE
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6
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling
In: Electronic lexicography in the 21st Century: New Applications for New Users. Proceedings of eLex2011, Bled, Slowenien, 10 - 12 November 2011 (2011), 227-232
IDS OBELEX meta
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7
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language
In: Electronic lexicography in the 21st Century: New Applications for New Users. Proceedings of eLex2011, Bled, Slowenien, 10 - 12 November 2011 (2011), 297-301
IDS OBELEX meta
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8
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language ...
Zajic, David; Maxwell, Michael; Doermann, David. - : Digital Repository at the University of Maryland, 2011
BASE
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9
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling ...
Rodrigues, Paul; Zajic, David; Doermann, David. - : Digital Repository at the University of Maryland, 2011
BASE
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10
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language
Zajic, David; Maxwell, Michael; Doermann, David. - : Trojina Institute for Applied Slovene Studies, 2011
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11
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling
Bloodgood, Michael; Ye, Peng; Rodrigues, Paul. - : Trojina Institute for Applied Slovene Studies, 2011
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12
Adaptive Algorithms for Automated Processing of Document Images
Agrawal, Mudit. - 2011
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13
Linguistic Resources for Handwriting Recognition and Translation Evaluation ...
Zhiyi Song; Ismael, Safa; Grimes, Steven. - : Unpublished, 2010
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14
Content Recognition and Context Modeling for Document Analysis and Retrieval
Zhu, Guangyu. - 2009
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15
Mobile Retriever: access to digital documents from their physical source
In: International journal on document analysis and recognition. - Berlin ; Heidelberg : Springer 11 (2008) 1, 19-27
BLLDB
OLC Linguistik
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16
Adaptive transformation-based learning for improving dictionary tagging
In: Association for Computational Linguistics / European Chapter. Conference of the European Chapter of the Association for Computational Linguistics. - Menlo Park, Calif. : ACL 11 (2006), 257-264
BLLDB
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17
Script-Independent Text Line Segmentation in Freestyle Handwritten Documents
In: DTIC (2006)
BASE
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18
Adaptive Analysis and Processing of Structured Multilingual Documents
Ma, Huanfeng. - 2006
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19
Camera-based analysis of text and documents: a survey
In: International journal on document analysis and recognition. - Berlin ; Heidelberg : Springer 7 (2005) 2-3, 84-104
OLC Linguistik
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20
Spontaneous speech processing
Furui, Sadaoki (Hrsg.); Beckman, Mary E. (Hrsg.); Hirschberg, Julia (Hrsg.)...
In: Institute of Electrical and Electronics Engineers. IEEE transactions on speech and audio processing. - New York, NY : Inst. 12 (2004) 4, 349-445
BLLDB
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