Sentiment analysis in learning resources

被引：1
|
作者：
Salazar, Camilo [1 ]
Montoya-Munera, Edwin [1 ]
Aguilar, Jose [1 ,2 ,3 ]
机构：
[1] Univ EAFIT, GIDITIC, Medellin, Colombia
[2] Univ Los Andes, CEMISID, Merida, Venezuela
[3] Univ Alcala, Dpto Automat, Alcala de Henares, Spain
来源：
JOURNAL OF COMPUTERS IN EDUCATION | 2023年 / 10卷 / 04期
关键词：
Text emotion recognition; Learning resources; Sentiment analysis; EMOTIONAL DESIGN; TEXT; CLASSIFICATION; ACHIEVEMENT; MODEL;
D O I：
10.1007/s40692-022-00237-9
中图分类号：
G40 [教育学];
学科分类号：
040101 ; 120403 ;
摘要：
In this work, we aim to analyze the sentiments of learning resources from their textual contents. This work proposes a method for automatic assignment of emotional state to learning resources, based on their feature similarity with previously labeled learning resources. Then, various feature extraction strategies, which describe the relevant information in the texts, are compared for the task of sentiments analysis, considering the two main dimensions of emotions: arousal and valence. The results are very promising, showing a very high value in the performance metrics, like the R-2 score.
引用
收藏
页码：637 / 662
页数：26
相关论文
共 50 条
  • [1] Sentiment analysis in learning resources
    Camilo Salazar
    Edwin Montoya-Múnera
    Jose Aguilar
    [J]. Journal of Computers in Education, 2023, 10 : 637 - 662
  • [2] Is there a language of sentiment? An analysis of lexical resources for sentiment analysis
    Ann Devitt
    Khurshid Ahmad
    [J]. Language Resources and Evaluation, 2013, 47 : 475 - 511
  • [3] Is there a language of sentiment? An analysis of lexical resources for sentiment analysis
    Devitt, Ann
    Ahmad, Khurshid
    [J]. LANGUAGE RESOURCES AND EVALUATION, 2013, 47 (02) : 475 - 511
  • [4] Arabic Sentiment Analysis Resources: A Survey
    alOwisheq, Areeb
    alHumoud, Sarah
    alTwairesh, Nora
    alBuhairi, Tarfa
    [J]. SOCIAL COMPUTING AND SOCIAL MEDIA, SCSM 2016, 2016, 9742 : 267 - 278
  • [5] Generation of resources for Sentiment Analysis in Spanish
    Molina Gonzalez, M. Dolores
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2016, (56): : 95 - 98
  • [6] Is Sentiment a Property of Synsets? Evaluating Resources for Sentiment Classification using Machine Learning
    Wawer, Aleksander
    [J]. LREC 2010 - SEVENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2010,
  • [7] Arabic sentiment analysis: studies, resources, and tools
    Guellil, Imane
    Azouaou, Faical
    Mendoza, Marcelo
    [J]. SOCIAL NETWORK ANALYSIS AND MINING, 2019, 9 (01)
  • [8] Exploring Resources for Sentiment Analysis in Portuguese Language
    de Freitas, Larissa A.
    Vieira, Renata
    [J]. 2015 BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS 2015), 2015, : 152 - 156
  • [9] Sentiment analysis resources for Polish: a collaborative approach
    Haniewicz, Konstanty
    Kaczmarek, Monika
    Adamczyk, Magdalena
    Rutkowski, Wojciech
    [J]. INTERNATIONAL JOURNAL OF KNOWLEDGE AND LEARNING, 2014, 9 (1-2) : 124 - 141
  • [10] Arabic sentiment analysis: studies, resources, and tools
    Imane Guellil
    Faical Azouaou
    Marcelo Mendoza
    [J]. Social Network Analysis and Mining, 2019, 9
12345