Comparative analysis of the computational characteristics in modern sentiment analysis systems for Spanish

被引:1
|
作者
Casasola, Edgar [1 ]
Pimentel, Alejandro [2 ]
Sierra, Gerardo [2 ]
Martinez Camara, Eugenio [3 ]
Marin, Gabriela [1 ]
机构
[1] Univ Costa Rica, San Jose, Costa Rica
[2] Univ Nacl Autonoma Mexico, Mexico City, DF, Mexico
[3] Univ Granada, Andalusian Res Inst Data Sci & Computat Intellige, Granada, Spain
来源
关键词
Sentiment analysis; systems specification; literature review; corpus in Spanish;
D O I
10.26342/2019-62-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There are multiple systems for sentiment analysis with heterogeneous designs and varying levels of performance. In this paper, we propose a model of computational specifications of polarity identification systems. The model makes easier the comparison of the different techniques used. We seek to create awareness among researchers of the necessary information for the elaboration of specifications that allow the replication of systems. Additionally, we discuss the difficulties of evaluating and conducting consistent comparisons among systems, and going beyond the result that can be obtained for a specific task on a particular data set. We are convinced that a complete and clear framework that encompasses all the modules of the systems that participate in competitions is crucial to enrich the knowledge for improving the state-of-the-art in sentiment analysis.
引用
收藏
页码:69 / 76
页数:8
相关论文
共 50 条
  • [1] Sentiment Analysis in Spanish
    Martinez Camara, Eugenio
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2016, (56): : 103 - 106
  • [2] Comparative Analysis of the Techniques for Sentiment Analysis
    Ghag, Kranti
    Shah, Ketan
    [J]. 2013 INTERNATIONAL CONFERENCE ON ADVANCES IN TECHNOLOGY AND ENGINEERING (ICATE), 2013,
  • [3] Sentiment Analysis and Topic Detection of Spanish Tweets: A Comparative Study of NLP Techniques
    Fernandez Anta, Antonio
    Morere, Philippe
    Nunez Chiroque, Luis
    Santos, Agustin
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2013, (50): : 45 - 52
  • [4] Spanish corpora for sentiment analysis: a survey
    María Navas-Loro
    Víctor Rodríguez-Doncel
    [J]. Language Resources and Evaluation, 2020, 54 : 303 - 340
  • [5] Sentitext: a sentiment analysis system for Spanish
    Moreno Ortiz, Antonio
    Perez Pozo, Alvaro
    Torres Sanchez, Sergio
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2010, (45): : 297 - 298
  • [6] Spanish corpora for sentiment analysis: a survey
    Navas-Loro, Maria
    Rodriguez-Doncel, Victor
    [J]. LANGUAGE RESOURCES AND EVALUATION, 2020, 54 (02) : 303 - 340
  • [7] Generation of resources for Sentiment Analysis in Spanish
    Molina Gonzalez, M. Dolores
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2016, (56): : 95 - 98
  • [8] A Review and Comparative Analysis of Sentiment Analysis Techniques
    Al-Otaibi, Shaha T.
    Al-Rasheed, Amal A.
    [J]. INFORMATICA-AN INTERNATIONAL JOURNAL OF COMPUTING AND INFORMATICS, 2022, 46 (06): : 33 - 44
  • [9] CHANGE IN COMMUNIST SYSTEMS AND COMPARATIVE ANALYSIS OF MODERN SOCIETIES
    EISENSTA.SN
    [J]. STUDIES IN COMPARATIVE COMMUNISM, 1973, 6 (1-2): : 171 - 183
  • [10] Spanish Corpus for Sentiment Analysis Towards Brands
    Navas-Loro, Maria
    Rodriguez-Doncel, Victor
    Santana-Perez, Idafen
    Sanchez, Alberto
    [J]. SPEECH AND COMPUTER, SPECOM 2017, 2017, 10458 : 680 - 689