Data Mining and Opinion Mining: A Tool in Educational Context

被引:6
|
作者
Penafiel, Myriam [1 ]
Vasquez, Stefanie [2 ]
Vasquez, Diego [3 ]
Zaldumbide, Juan [4 ]
Lujan-Mora, Sergio [5 ]
机构
[1] Escuela Politec Nacl, DICC, Quito, Ecuador
[2] Escuela Politec Nacl, DESODEH, Quito, Ecuador
[3] ESPE, Dept Ciencias, UGT, Quito, Ecuador
[4] Escuela Politec Nacl, ESFOT, Quito, Ecuador
[5] Univ Alicante, DLSI, Alicante, Spain
关键词
Data mining; Opinion mining; Text mining; Method; Sentiment analysis; Educational data;
D O I
10.1145/3274250.3274263
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The use of the web as a universal communication platform generates large volumes of data (Big data), which in many cases, need to be processed so that they can become useful knowledge in face of the sceptics who have doubts about the credibility of such information. The use of web data that comes from educational contexts needs to be addressed, since that large amount of unstructured information is not being valued, losing valuable information that can be used. To solve this problem, we propose the use of data mining techniques such as sentiment analysis to validate the information that comes from the educational platforms. The objective of this research is to propose a methodology that allows the user to apply sentiment analysis in a simple way, because although some researchers have done it, very few do with data in the educational context. The results obtained prove that the proposal can be used in similar cases.
引用
收藏
页码:74 / 78
页数:5
相关论文
共 50 条
  • [1] OPINION MINING ON EDUCATIONAL MOBILE APPLICATIONS
    Wu, Chia-Chi
    Chen, Bert
    [J]. INTED2014: 8TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2014, : 561 - 565
  • [2] Opinion Mining for Educational Video Lectures
    Kravvaris, Dimitrios
    Kermanidis, Katia Lida
    [J]. GENEDIS 2016: GERIATRICS, 2017, 989 : 235 - 243
  • [3] Pre Processing of Twitter's Data for Opinion Mining in Political Context
    Gull, Ratab
    Shoaib, Umar
    Rasheed, Saba
    Abid, Washma
    Zahoor, Beenish
    [J]. KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS: PROCEEDINGS OF THE 20TH INTERNATIONAL CONFERENCE KES-2016, 2016, 96 : 1560 - 1570
  • [4] Educational Attainment Trend Analysis with the Visual Data Mining Tool
    Kerdprasop, Nittaya
    Kerdprasop, Kittisak
    [J]. 2015 8TH INTERNATIONAL CONFERENCE ON UBI-MEDIA COMPUTING (UMEDIA) CONFERENCE PROCEEDINGS, 2015, : 180 - 185
  • [5] A Tool for the Implementation of an Educational Data Mining Model Applied to Universities
    Novillo-Rangone, G. A.
    Montejano, G. A.
    Garis, A. G.
    Molina, W. R.
    [J]. COMMUNICATION AND APPLIED TECHNOLOGIES, ICOMTA 2022, 2023, 318 : 157 - 166
  • [6] Educational guidance process integrating opinion mining
    Lazib, Samia
    Bouarab-Dahmani, Farida
    Haddadi, Lynda
    [J]. COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, 2019, 27 (05) : 1139 - 1155
  • [7] Evaluating Social Context in Arabic Opinion Mining
    Al-Kabi, Mohammed
    Alsmadi, Izzat
    Khasawneh, Rawan
    Wahsheh, Heider
    [J]. INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2018, 15 (06) : 974 - 982
  • [8] A VIRTUAL REALITY EDUCATIONAL TOOL IN THE CONTEXT OF MINING ENGINEERING - THE VIRTUAL REALITY MINE
    Abdelrazeq, A.
    Daling, L.
    Suppes, R.
    Feldmann, Y.
    Hees, F.
    [J]. 13TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE (INTED2019), 2019, : 8067 - 8073
  • [9] Analysis of Educational Data Mining
    Ahuja, Ravinder
    Jha, Animesh
    Maurya, Rahul
    Srivastava, Rishabh
    [J]. HARMONY SEARCH AND NATURE INSPIRED OPTIMIZATION ALGORITHMS, 2019, 741 : 897 - 907
  • [10] Educational data mining: A review
    Mohamad, Siti Khadijah
    Tasir, Zaidatun
    [J]. 9TH INTERNATIONAL CONFERENCE ON COGNITIVE SCIENCE, 2013, 97 : 320 - 324