Exploring Convolutional Neural Networks for Sentiment Analysis of Spanish tweets

被引:0
|
作者
Segura-Bedmar, Isabel [1 ]
Quiros, Antonio [2 ]
Martinez, Paloma [1 ]
机构
[1] Univ Calos III Madrid, Comp Sci Dept, Madrid, Spain
[2] Sngular, Data & Analyt Div, Madrid, Spain
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Spanish is the third-most used language on the Internet, after English and Chinese, with a total of 7.7% of Internet users (more than 277 million of users) and a huge users growth of more than 1,400%. However, most work on sentiment analysis has focused on English. This paper describes a deep learning system for Spanish sentiment analysis. To the best of our knowledge, this is the first work that explores the use of a convolutional neural network to polarity classification of Spanish tweets.Y
引用
收藏
页码:1014 / 1022
页数:9
相关论文
共 50 条
  • [21] Chinese Text Sentiment Analysis Based on Improved Convolutional Neural Networks
    Xiao, Kecong
    Zhang, Zishuai
    Wu, Jun
    [J]. PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016), 2016, : 922 - 926
  • [22] Deep Convolutional Neural Networks with Transfer Learning for Visual Sentiment Analysis
    K. Usha Kingsly Devi
    V. Gomathi
    [J]. Neural Processing Letters, 2023, 55 : 5087 - 5120
  • [23] Sentiment Analysis of Product Reviews in Russian using Convolutional Neural Networks
    Smetanin, Sergey
    Komarov, Mikhail
    [J]. 2019 IEEE 21ST CONFERENCE ON BUSINESS INFORMATICS (CBI), VOL 1, 2019, : 482 - 486
  • [24] Deep Convolutional Neural Networks with Transfer Learning for Visual Sentiment Analysis
    Devi, K. Usha Kingsly
    Gomathi, V
    [J]. NEURAL PROCESSING LETTERS, 2023, 55 (04) : 5087 - 5120
  • [25] Sentiment Analysis of Political Tweets From the 2019 Spanish Elections
    Rodriguez-Ibanez, Margarita
    Gimeno-Blanes, Francisco-Javier
    Cuenca-Jimenez, Pedro Manuel
    Soguero-Ruiz, Cristina
    Rojo-Alvarez, Jose Luis
    [J]. IEEE ACCESS, 2021, 9 : 101847 - 101862
  • [26] A reliable sentiment analysis for classification of tweets in social networks
    AminiMotlagh, Masoud
    Shahhoseini, HadiShahriar
    Fatehi, Nina
    [J]. SOCIAL NETWORK ANALYSIS AND MINING, 2022, 13 (01)
  • [27] A reliable sentiment analysis for classification of tweets in social networks
    Masoud AminiMotlagh
    HadiShahriar Shahhoseini
    Nina Fatehi
    [J]. Social Network Analysis and Mining, 13
  • [28] Age and Gender Classification of Tweets Using Convolutional Neural Networks
    Bayot, Roy Khristopher
    Goncalves, Teresa
    [J]. MACHINE LEARNING, OPTIMIZATION, AND BIG DATA, MOD 2017, 2018, 10710 : 337 - 348
  • [29] Exploring the Evolution of Sentiment in Spanish Pandemic Tweets: A Data Analysis Based on a Fine-Tuned BERT Architecture
    Miranda, Carlos Henriquez
    Sanchez-Torres, German
    Salcedo, Dixon
    [J]. DATA, 2023, 8 (06)
  • [30] Sentiment Analysis on Tweets
    Khatoon, Mehjabin
    Banu, W. Aisha
    Zohra, A. Ayesha
    Chinthamani, S.
    [J]. SOFTWARE ENGINEERING (CSI 2015), 2019, 731 : 717 - 724