Sentiment Analysis on Chinese Hotel Reviews with Doc2Vec and Classifiers

被引：0

作者：

Shuai, Qianjun ^{[1
]}

Huang, Yamei ^{[1
]}

Jin, Libiao ^{[1
]}

Pang, Long ^{[1
]}

机构：

[1] Commun Univ China, Sch Informat Engn, Beijing, Peoples R China

来源：

PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018) | 2018年

关键词：

sentiment analysis; Doc2vec; machine learning; classifier;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Text data expands over the Internet almost every day, and extracting information effectively from these text data is hard. However these information will play an important role for consumers in making decisions. In this paper, we carry out sentiment analysis on the hotel reviews obtained from websites using Doc2vec tool and machine learning algorithms such as Support Vector Machine, Logistic Regression and Naive Bayes. The performance of these classification algorithms is evaluated on the precision, recall rate, and F-measure.

引用

页码：1171 / 1174

页数：4

共 50 条

[1] Sentiment Analysis on Twitter data with Semi-Supervised Doc2Vec
Bilgin, Metin
Senturk, Izzet Fatih
2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 661 - 666
[2] Sentiment analysis via Doc2Vec and Convolutional Neural Network hybrids
Dhariyal, Bhaskar
Ravi, Vadlamani
Ravi, Kumar
2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2018, : 666 - 671
[3] Micro-blog sentiment classification using Doc2vec
Liang, Yinghong
Liu, Haitao
Zhang, Su
JOURNAL OF ENGINEERING-JOE, 2020, 2020 (13): : 407 - 410
[4] Word2Vec for Indonesian Sentiment Analysis towards Hotel Reviews: An Evaluation Study
Nawangsari, Rizka Putri
Kusumaningrum, Retno
Wibowo, Adi
4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMPUTATIONAL INTELLIGENCE (ICCSCI 2019) : ENABLING COLLABORATION TO ESCALATE IMPACT OF RESEARCH RESULTS FOR SOCIETY, 2019, 157 : 360 - 366
[5] Recommendation method for academic journal submission based on doc2vec and XGBoost
Huang Zhengwei
Min Jintao
Yang Yanni
Huang Jin
Tian Ye
SCIENTOMETRICS, 2022, 127 (05) : 2381 - 2394
[6] Recommendation method for academic journal submission based on doc2vec and XGBoost
Huang ZhengWei
Min JinTao
Yang YanNi
Huang Jin
Tian Ye
Scientometrics, 2022, 127 : 2381 - 2394
[7] Sentiment Analysis for Hotel Reviews: A Systematic Literature Review
Ameur, Asma
Hamdi, Sana
Ben Yahia, Sadok
ACM COMPUTING SURVEYS, 2024, 56 (02)
[8] Author Profiling with Doc2vec Neural Network-Based Document Embeddings
Markov, Ilia
Gomez-Adorno, Helena
Posadas-Duran, Juan-Pablo
Sidorov, Grigori
Gelbukh, Alexander
ADVANCES IN SOFT COMPUTING, MICAI 2016, PT II, 2017, 10062 : 117 - 131
[9] Sentiment Analysis Using Word2vec And Long Short-Term Memory (LSTM) For Indonesian Hotel Reviews
Muhammad, Putra Fissabil
Kusumaningrum, Retno
Wibowo, Adi
5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMPUTATIONAL INTELLIGENCE 2020, 2021, 179 : 728 - 735
[10] Sentiment Analysis on the hotel reviews in the Kazakh language
Yergesh, Banu
Bekmanova, Gulmira
Sharipbay, Altynbek
2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 790 - 794

← 1 2 3 4 5 →