视觉联想规则对大学生学习心理联系的影响

Erika Yunuen Morales Mateos, Mary Arely López Garrido, José Alberto Hernández Aguilar, Carlos A. Ochoa-Ortíz, Oscar-Alberto González-González, Arturo Corona Ferreira
{"title":"视觉联想规则对大学生学习心理联系的影响","authors":"Erika Yunuen Morales Mateos, Mary Arely López Garrido, José Alberto Hernández Aguilar, Carlos A. Ochoa-Ortíz, Oscar-Alberto González-González, Arturo Corona Ferreira","doi":"10.13053/rcs-148-6-20","DOIUrl":null,"url":null,"abstract":"The objective of this work is to express patterns of data behavior related to the psychological connection of the university students with their studies, this through the association rules, likewise these rules are presented in an interactive visual way, which facilitates the review of these to select those that are considered of interest. For this study, students of four careers in technologies from a university in southern Mexico were considered. To measure the psychological engagement with the studies, the Utretch Work Engagement Scale for Students instrument (UWES-S) was used, other elements were included to know opinions related to careers. The learning algorithm of association rules A priori was used. For the generation and interactive visualization of the association rules, the Apriori algorithm was used in the R language. It is concluded that the interactive visual display is an important support for the selection of the rules that are considered relevant.","PeriodicalId":220522,"journal":{"name":"Res. Comput. Sci.","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Visual Association Rules on the Psychological Connection of University Students with their Studies\",\"authors\":\"Erika Yunuen Morales Mateos, Mary Arely López Garrido, José Alberto Hernández Aguilar, Carlos A. Ochoa-Ortíz, Oscar-Alberto González-González, Arturo Corona Ferreira\",\"doi\":\"10.13053/rcs-148-6-20\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The objective of this work is to express patterns of data behavior related to the psychological connection of the university students with their studies, this through the association rules, likewise these rules are presented in an interactive visual way, which facilitates the review of these to select those that are considered of interest. For this study, students of four careers in technologies from a university in southern Mexico were considered. To measure the psychological engagement with the studies, the Utretch Work Engagement Scale for Students instrument (UWES-S) was used, other elements were included to know opinions related to careers. The learning algorithm of association rules A priori was used. For the generation and interactive visualization of the association rules, the Apriori algorithm was used in the R language. It is concluded that the interactive visual display is an important support for the selection of the rules that are considered relevant.\",\"PeriodicalId\":220522,\"journal\":{\"name\":\"Res. Comput. Sci.\",\"volume\":\"35 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-12-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Res. Comput. Sci.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.13053/rcs-148-6-20\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Res. Comput. Sci.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.13053/rcs-148-6-20","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

这项工作的目的是通过关联规则来表达与大学生与学习的心理联系相关的数据行为模式,同样,这些规则以交互的视觉方式呈现,这有助于对这些规则进行审查,以选择那些被认为感兴趣的规则。在这项研究中,考虑了来自墨西哥南部一所大学的四个技术职业的学生。本研究采用Utretch学生工作敬业度量表(UWES-S)测量学生的心理敬业度,并纳入其他因素来了解与职业相关的意见。采用先验关联规则学习算法。对于关联规则的生成和交互可视化,在R语言中使用Apriori算法。结果表明,交互式可视化显示是选择相关规则的重要支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Visual Association Rules on the Psychological Connection of University Students with their Studies
The objective of this work is to express patterns of data behavior related to the psychological connection of the university students with their studies, this through the association rules, likewise these rules are presented in an interactive visual way, which facilitates the review of these to select those that are considered of interest. For this study, students of four careers in technologies from a university in southern Mexico were considered. To measure the psychological engagement with the studies, the Utretch Work Engagement Scale for Students instrument (UWES-S) was used, other elements were included to know opinions related to careers. The learning algorithm of association rules A priori was used. For the generation and interactive visualization of the association rules, the Apriori algorithm was used in the R language. It is concluded that the interactive visual display is an important support for the selection of the rules that are considered relevant.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Implementation of an Intelligent Model based on Big Data and Decision Making using Fuzzy Logic Type-2 for the Car Assembly Industry in an Industrial Estate in Northern Mexico Random Forest and Deep Learning Performance on the Malaria DREAM Sub Challenge One A Model for Identifying Steps in Undergraduate Thesis Methodology Captura de atributos discriminativos Reconocimiento de gestos de la mano aplicado a una interfaz para ambientes de aprendizaje
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1