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Simple Search
Hits 1 – 8 of 8
1
A Term Association Inference Model for Single Documents: A Stepping Stone for Investigation through Information Extraction
Manna, Sukanya
;
Gedeon, Tamas
(Tom). - : Springer, 2015
Abstract:
In this paper, we propose a term association model which extracts significant terms as well as the important regions from a single document. This model is a basis for a systematic form of subjective data analysis which captures the notion of relatedness of different discourse structures considered in the document, without having a predefined knowledge-base. This is a paving stone for investigation or security purposes, where possible patterns need to be figured out from a witness statement or a few witness statements. This is unlikely to be possible in predictive data mining where the system can not work efficiently in the absence of existing patterns or large amount of data. This model overcomes the basic drawback of existing language models for choosing significant terms in single documents. We used a text summarization method to validate a part of this work and compare our term significance with a modified version of Salton's [1].
Keyword:
Computational linguistics
;
Data structures
;
Decision support systems
;
Extraction
;
Gain of Words
;
Information management
;
Information retrieval
;
Information retrieval systems
;
Intersymbol interference
;
Investigation
;
Keywords: Administrative data processing
;
Knowledge based systems
;
Knowledge management
;
Modal analysi Gain of Sentences
;
Summarization
;
Term significance
URL:
http://hdl.handle.net/1885/39882
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2
A Term Association Inference Model for Single Documents: A Stepping Stone for Investigation through Information Extraction
Manna, Sukanya
;
Gedeon, Tamas
(Tom). - : Springer, 2015
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3
Tensor Term Indexing: An application of HOSVD for Document Summarization
Manna, Sukanya
;
Petres, Zoltan
;
Gedeon, Tamas
(Tom)
In: Proceedings of the 4th International Symposium on Computational Intelligence Informatics (ISCII 2009) ; http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?asf_arn=null&asf_iid=null&asf_pun=5339523&asf_in=null&asf_rpp=null&asf_iv=null&asf_sp=null&asf_pn=1 (2015)
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4
Enhancement of Subjective Logic for Semantic Document Analysis Using Hierarchical Document Signature
Manna, Sukanya
;
Gedeon, Tamas
(Tom);
Mendis, B Sumudu
In: Proceedings of the International Conference on Neural Information Processing (ICONIP 2010) (2015)
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5
Semantic Hierarchical Document Signature For Determining Sentence Similarity
Manna, Sukanya
;
Gedeon, Tamas
(Tom)
In: Proceedings of the 19th international conference on Fuzzy Systems (2015)
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6
Semantic Hierarchical Document Signature For Determining Sentence Similarity
Manna, Sukanya
;
Gedeon, Tamas
(Tom)
In: Proceedings of the 19th international conference on Fuzzy Systems (2015)
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7
Tensor Term Indexing: An application of HOSVD for Document Summarization
Manna, Sukanya
;
Petres, Zoltan
;
Gedeon, Tamas
(Tom)
In: Proceedings of the 4th International Symposium on Computational Intelligence Informatics (ISCII 2009) ; http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?asf_arn=null&asf_iid=null&asf_pun=5339523&asf_in=null&asf_rpp=null&asf_iv=null&asf_sp=null&asf_pn=1 (2015)
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8
Significant term extraction by Higher Order SVD
Manna, Sukanya
;
Petres, Zoltan
;
Gedeon, Tamas
(Tom)
In: Proceedings of the 7th International Symposium on Applied Machine Intelligence and Informatics Proceedings (2015)
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