An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web
In this paper, we present a method to provide proactive assistance in text checking, based on usage relationships between words structuralized on the Web. For a given sentence, the method builds a connectionist structure of relationships between word n-grams. Such structure is then parameterized by...
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Online Access: | http://www.mdpi.com/1999-4893/6/3/565 |
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doaj-7c136ec1625749ef9f7b70b845fc131e2020-11-24T23:28:20ZengMDPI AGAlgorithms1999-48932013-09-016356559010.3390/a6030565An Emergent Approach to Text Analysis Based on a Connectionist Model and the WebGigliola VagliniMario G.C.A. CiminoIn this paper, we present a method to provide proactive assistance in text checking, based on usage relationships between words structuralized on the Web. For a given sentence, the method builds a connectionist structure of relationships between word n-grams. Such structure is then parameterized by means of an unsupervised and language agnostic optimization process. Finally, the method provides a representation of the sentence that allows emerging the least prominent usage-based relational patterns, helping to easily find badly-written and unpopular text. The study includes the problem statement and its characterization in the literature, as well as the proposed solving approach and some experimental use.http://www.mdpi.com/1999-4893/6/3/565natural language processinglanguage usageemergent paradigmunsupervised approachconnectionist modelweb as corpus |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Gigliola Vaglini Mario G.C.A. Cimino |
spellingShingle |
Gigliola Vaglini Mario G.C.A. Cimino An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web Algorithms natural language processing language usage emergent paradigm unsupervised approach connectionist model web as corpus |
author_facet |
Gigliola Vaglini Mario G.C.A. Cimino |
author_sort |
Gigliola Vaglini |
title |
An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web |
title_short |
An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web |
title_full |
An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web |
title_fullStr |
An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web |
title_full_unstemmed |
An Emergent Approach to Text Analysis Based on a Connectionist Model and the Web |
title_sort |
emergent approach to text analysis based on a connectionist model and the web |
publisher |
MDPI AG |
series |
Algorithms |
issn |
1999-4893 |
publishDate |
2013-09-01 |
description |
In this paper, we present a method to provide proactive assistance in text checking, based on usage relationships between words structuralized on the Web. For a given sentence, the method builds a connectionist structure of relationships between word n-grams. Such structure is then parameterized by means of an unsupervised and language agnostic optimization process. Finally, the method provides a representation of the sentence that allows emerging the least prominent usage-based relational patterns, helping to easily find badly-written and unpopular text. The study includes the problem statement and its characterization in the literature, as well as the proposed solving approach and some experimental use. |
topic |
natural language processing language usage emergent paradigm unsupervised approach connectionist model web as corpus |
url |
http://www.mdpi.com/1999-4893/6/3/565 |
work_keys_str_mv |
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