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Application of the LSA technique to determine the priority of alerts from a command and control center

  • Marcos Orellana
  • , Juan Fernando Lima
  • , Daniel Camacho Game
  • , Pablo Martinez León
  • , Priscila Cedillo
  • , Daniela Prado

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

It is essential to determine the alert level in a command-and-control center when someone calls an operator for an emergency since life may be in danger. The alert level is determined based on the evaluation that the operator can perceive during the call. Sometimes, cases can be similar to those previously attended. Therefore, it is helpful that this knowledge can be rescued and applied to new cases. In this context, the Latent Semantic Analysis (LSA) technique can determine the alert level and find the most representative words in each case. Thus, when a new alarm is triggered, the system can recommend the alert level with which it is rated. Consequently, a solution based on previous knowledge has been stated. This solution leads to the following methodological process: i) data preprocessing, ii) topic analysis and iii) classification. When this proposal was applied, the results revealed an accuracy greater than 60% in predicting the type of alert based on the text.

Original languageEnglish
Title of host publication2021 8th International Conference on eDemocracy and eGovernment, ICEDEG 2021
EditorsLuis Teran, Jhonny Pincay, Edy Portmann
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages210-214
Number of pages5
ISBN (Electronic)9781665425131
DOIs
StatePublished - 28 Jul 2021
Externally publishedYes
Event8th International Conference on eDemocracy and eGovernment, ICEDEG 2021 - Quito, Ecuador
Duration: 28 Jul 202130 Jul 2021

Publication series

Name2021 8th International Conference on eDemocracy and eGovernment, ICEDEG 2021

Conference

Conference8th International Conference on eDemocracy and eGovernment, ICEDEG 2021
Country/TerritoryEcuador
CityQuito
Period28/07/2130/07/21

Keywords

  • Bag of Words
  • Classification
  • Pre-processing
  • TF-IDF

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