Internet search and lexical-semantic processing of analogs when making decisions in various subject areas

A mathematical model of Internet search and lexical-semantic processing of analogs of the decisions made in various subject areas is proposed. The search is carried out on queries synthesized from descriptions of problem situations. The synthesis process is carried out in two stages. At the first st...

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Main Author: S. F. Lipnitsky
Format: Article
Language:Russian
Published: National Academy of Sciences of Belarus, the United Institute of Informatics Problems 2021-01-01
Series:Informatika
Subjects:
Online Access:https://inf.grid.by/jour/article/view/1109
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author S. F. Lipnitsky
author_facet S. F. Lipnitsky
author_sort S. F. Lipnitsky
collection DOAJ
description A mathematical model of Internet search and lexical-semantic processing of analogs of the decisions made in various subject areas is proposed. The search is carried out on queries synthesized from descriptions of problem situations. The synthesis process is carried out in two stages. At the first stage, sentences from the text containing a description of the problem situation are classified taking into account the informativeness of the verbal association between them. At the second stage, the information content of each class is calculated. The most informative of the generated classes, after their indexing, are used as queries. In lexical-semantic processing, the found analogs of solutions are examined for sentiment. When assessing sentiment, linguistic dictionaries of tone-colored vocabulary are used, which are formed on the basis of special tone-colored thematic corpora of texts. In the extreme case, two types of dictionaries are created. The first type is intended for the analysis of the positive sentiment in the descriptions of the decisions made, and the second is intended for the analysis of the negative sentiment, that is, in the process of lexical-semantic analysis, mainly positive and negative aspects of the decisions made are considered. The results of the analysis are presented to the user (decision-maker).
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spelling doaj-art-af5a668595814045815f967287f232c12025-02-03T11:46:28ZrusNational Academy of Sciences of Belarus, the United Institute of Informatics ProblemsInformatika1816-03012021-01-01174738210.37661/1816-0301-2020-17-4-73-82947Internet search and lexical-semantic processing of analogs when making decisions in various subject areasS. F. Lipnitsky0The United Institute of Informatics Problems of the National Academy of Sciences of BelarusA mathematical model of Internet search and lexical-semantic processing of analogs of the decisions made in various subject areas is proposed. The search is carried out on queries synthesized from descriptions of problem situations. The synthesis process is carried out in two stages. At the first stage, sentences from the text containing a description of the problem situation are classified taking into account the informativeness of the verbal association between them. At the second stage, the information content of each class is calculated. The most informative of the generated classes, after their indexing, are used as queries. In lexical-semantic processing, the found analogs of solutions are examined for sentiment. When assessing sentiment, linguistic dictionaries of tone-colored vocabulary are used, which are formed on the basis of special tone-colored thematic corpora of texts. In the extreme case, two types of dictionaries are created. The first type is intended for the analysis of the positive sentiment in the descriptions of the decisions made, and the second is intended for the analysis of the negative sentiment, that is, in the process of lexical-semantic analysis, mainly positive and negative aspects of the decisions made are considered. The results of the analysis are presented to the user (decision-maker).https://inf.grid.by/jour/article/view/1109internet searchlinguistic dictionariesmathematical modelproblem situationrelevancequery synthesistonal coloration
spellingShingle S. F. Lipnitsky
Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
Informatika
internet search
linguistic dictionaries
mathematical model
problem situation
relevance
query synthesis
tonal coloration
title Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
title_full Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
title_fullStr Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
title_full_unstemmed Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
title_short Internet search and lexical-semantic processing of analogs when making decisions in various subject areas
title_sort internet search and lexical semantic processing of analogs when making decisions in various subject areas
topic internet search
linguistic dictionaries
mathematical model
problem situation
relevance
query synthesis
tonal coloration
url https://inf.grid.by/jour/article/view/1109
work_keys_str_mv AT sflipnitsky internetsearchandlexicalsemanticprocessingofanalogswhenmakingdecisionsinvarioussubjectareas