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1
How to improve robustness in Kohonen maps and display additional information in Factorial Analysis: application to text mining
In: ISSN: 0925-2312 ; Neurocomputing ; https://hal.archives-ouvertes.fr/hal-01168120 ; Neurocomputing, Elsevier, 2014, 147, pp.120-135. ⟨10.1016/j.neucom.2013.12.057⟩ (2014)
Abstract: International audience ; This article is an extended version of a paper presented in the WSOM'2012 conference [1]. We display a combination of factorial projections, SOM algorithm and graph techniques applied to a text mining problem. The corpus contains 8 medieval manuscripts which were used to teach arithmetic techniques to merchants. Among the techniques for Data Analysis, those used for Lexicometry (such as Factorial Analysis) highlight the discrepancies between manuscripts. The reason for this is that they focus on the deviation from the independence between words and manuscripts. Still, we also want to discover and characterize the common vocabulary among the whole corpus. Using the properties of stochastic Kohonen maps, which define neighborhood between inputs in a non-deterministic way, we highlight the words which seem to play a special role in the vocabulary. We call them fickle and use them to improve both Kohonen map robustness and significance of FCA visualization. Finally we use graph algorithmic to exploit this fickleness for classification of words.
Keyword: [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]; Factorial Analysis; graphs; Kohonen maps; Middle ages scientific literature; Text mining
URL: https://doi.org/10.1016/j.neucom.2013.12.057
https://hal.archives-ouvertes.fr/hal-01168120/document
https://hal.archives-ouvertes.fr/hal-01168120/file/NeurcomputingNMBSPfinal.pdf
https://hal.archives-ouvertes.fr/hal-01168120
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2
Mesurer la similarité structurelle entre réseaux lexicaux
In: TALN-20 2014 ; https://hal.archives-ouvertes.fr/hal-01321990 ; TALN-20 2014, Jul 2014, Marseille, France (2014)
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3
Yet Another Ranking Function for Automatic Multiword Term Extraction
In: 9th International Conference on Natural Language Processing (PolTAL) ; https://hal-lirmm.ccsd.cnrs.fr/lirmm-01068556 ; 9th International Conference on Natural Language Processing (PolTAL), Sep 2014, Warsaw, Poland. pp.52-64, ⟨10.1007/978-3-319-10888-9_6⟩ ; http://poltal.ipipan.waw.pl/ (2014)
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4
Natural Language Semantics in Biproduct Dagger Categories
In: ISSN: 1570-8683 ; Journal of Applied Logic ; https://hal-lirmm.ccsd.cnrs.fr/lirmm-00860382 ; Journal of Applied Logic, Elsevier, 2014, 12, pp.88-108. ⟨10.1016/j.jal.2013.08.001⟩ (2014)
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5
Supervised and semi-supervised statistical models for word-based sentiment analysis ... : Überwachte und halbüberwachte statistische Modelle zur wortbasierten Sentimentanalyse ...
Scheible, Christian. - : Universität Stuttgart, 2014
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6
Products And Eccentric Diagraphs ...
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7
Graph Analyzer Widget Closer to Agility through Sense-Making
In: DTIC (2014)
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8
An Annotation Framework for Dense Event Ordering
In: DTIC (2014)
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9
The Shortlist Method for Fast Computation of the Earth Mover's Distance and Finding Optimal Solutions to Transportation Problems.
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10
Gromov hiperbolicity in graphs
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11
Supervised and semi-supervised statistical models for word-based sentiment analysis ; Überwachte und halbüberwachte statistische Modelle zur wortbasierten Sentimentanalyse
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12
Specifying and verifying program transformations with PTRANS
Mansky, William. - 2014
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13
Construction of an ontology for intelligent Arabic QA systems leveraging the Conceptual Graphs representation
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14
Detección de plagio translingüe utilizando una red semántica multilingüe
Franco Salvador, Marc. - : Universitat Politècnica de València, 2014
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