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Reseach Article

Estimate of the Anesthesia Stage in Southern Elephant Seals using WEKA Data Mining Tool

by M. D. Zarate, M. N. Lewis
International Journal of Applied Information Systems
Foundation of Computer Science (FCS), NY, USA
Volume 11 - Number 4
Year of Publication: 2016
Authors: M. D. Zarate, M. N. Lewis
10.5120/ijais2016451603

M. D. Zarate, M. N. Lewis . Estimate of the Anesthesia Stage in Southern Elephant Seals using WEKA Data Mining Tool. International Journal of Applied Information Systems. 11, 4 ( Sep 2016), 48-52. DOI=10.5120/ijais2016451603

@article{ 10.5120/ijais2016451603,
author = { M. D. Zarate, M. N. Lewis },
title = { Estimate of the Anesthesia Stage in Southern Elephant Seals using WEKA Data Mining Tool },
journal = { International Journal of Applied Information Systems },
issue_date = { Sep 2016 },
volume = { 11 },
number = { 4 },
month = { Sep },
year = { 2016 },
issn = { 2249-0868 },
pages = { 48-52 },
numpages = {9},
url = { https://www.ijais.org/archives/volume11/number4/939-2016451603/ },
doi = { 10.5120/ijais2016451603 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2023-07-05T19:04:10.589486+05:30
%A M. D. Zarate
%A M. N. Lewis
%T Estimate of the Anesthesia Stage in Southern Elephant Seals using WEKA Data Mining Tool
%J International Journal of Applied Information Systems
%@ 2249-0868
%V 11
%N 4
%P 48-52
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Prediction systems are techniques that build and study new forecasts through a branch of the artificial intelligence called Machine Learning. In this work it is estimate the time that remains anesthetized a southern elephant seal to which you have applied a combination of drugs (Zoletil®), the fundamental objective of anesthesia is to avoid risky situations to researchers studying this species. To know these times, data mining techniques and classification algorithms are used, particularly algorithms it were compared J48, SMO, Random Tree, NB Tree y Naïve Bayes with data mining tool WEKA and a data set containing the records of 96 individuals undergoing anesthesia procedure. It is concluded that after tests (Random Tree) was the classification algorithm that best responded, with an accuracy of 98. 79%.

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Index Terms

Computer Science
Information Sciences

Keywords

Classification Machine Learning WEKA Anesthesia Mirounga leonina