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...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2013-09-01
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| Series: | Algorithms |
| Subjects: | |
| Online Access: | http://www.mdpi.com/1999-4893/6/3/565 |
| _version_ | 1818131135825182720 |
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| author | Gigliola Vaglini Mario G.C.A. Cimino |
| author_facet | Gigliola Vaglini Mario G.C.A. Cimino |
| author_sort | Gigliola Vaglini |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-12-11T08:16:08Z |
| format | Article |
| id | doaj.art-7c136ec1625749ef9f7b70b845fc131e |
| institution | Directory Open Access Journal |
| issn | 1999-4893 |
| language | English |
| last_indexed | 2024-12-11T08:16:08Z |
| publishDate | 2013-09-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Algorithms |
| spelling | doaj.art-7c136ec1625749ef9f7b70b845fc131e2022-12-22T01:14:46ZengMDPI 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 |
| 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 |
| title | 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_short | 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 |
| 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 |
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