Aspect-Level Sentiment Analysis Based on Bidirectional-GRU in SIoT

作者: Yuwang Yang , Yinyin Wang , Yaqi Ke , Xiulin Qiu , Waqar Ali

DOI: 10.1109/ACCESS.2021.3078114

关键词:

摘要: A variety of independent research activities have recently been undertaken to explore the feasibility of incorporating social networking principles into the Internet of Things solutions. The resulting model, called the Social Internet of Things, has the potential to be more powerful and competitive in supporting new IoT applications and networking services. This paper's main contribution is in sentiment analysis, which aims to predict aspect sentiments to improve the making of automated decisions and communication between associates in the …

参考文章(44)
Martin Strohbach, Holger Ziekow, Vangelis Gazis, Navot Akiva, Towards a Big Data Analytics Framework for IoT and Smart City Applications Springer, Cham. pp. 257- 282 ,(2015) , 10.1007/978-3-319-09177-8_11
Yoshua Bengio, Xavier Glorot, Antoine Bordes, Antoine Bordes, Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach international conference on machine learning. pp. 513- 520 ,(2011)
Diego Marcheggiani, Oscar Täckström, Andrea Esuli, Fabrizio Sebastiani, Hierarchical Multi-label Conditional Random Fields for Aspect-Oriented Opinion Mining Lecture Notes in Computer Science. pp. 273- 285 ,(2014) , 10.1007/978-3-319-06028-6_23
Çaglar Gülçehre, Yoshua Bengio, Yoshua Bengio, Yoshua Bengio, KyungHyun Cho, Junyoung Chung, Empirical evaluation of gated recurrent neural networks on sequence modeling arXiv: Neural and Evolutionary Computing. ,(2014)
Sepp Hochreiter, Jürgen Schmidhuber, Long short-term memory Neural Computation. ,vol. 9, pp. 1735- 1780 ,(1997) , 10.1162/NECO.1997.9.8.1735
Ilya Sutskever, Geoffrey Hinton, Alex Krizhevsky, Ruslan Salakhutdinov, Nitish Srivastava, Dropout: a simple way to prevent neural networks from overfitting Journal of Machine Learning Research. ,vol. 15, pp. 1929- 1958 ,(2014)
Lillian Lee, Bo Pang, Opinion Mining and Sentiment Analysis ,(2008)
Tiejun Zhao, Ming Zhou, Long Jiang, Xiaohua Liu, Mo Yu, Target-dependent Twitter Sentiment Classification meeting of the association for computational linguistics. pp. 151- 160 ,(2011)
M. Schuster, K.K. Paliwal, Bidirectional recurrent neural networks IEEE Transactions on Signal Processing. ,vol. 45, pp. 2673- 2681 ,(1997) , 10.1109/78.650093