meysamzandy / text-sentiment-classification-with-deep-neural-networks

Thesis - sentiment classification with deep neural networks

visit the project page

Experiment

dataset

1. Stanford Sentiment treebank dataset
2. the own-made TripAdvisor dataset, download link

data sample in the TripAdvisor dataset

• the raw data on the TripAdvisor website

• JSON data collected from the web page

experiment environment

run experiments

cd algos
python main.py

experiment result

the pdf report

• Yi_ZHOU_master_thesis_sentiment_classification_with_deep_neural_networks_2019.pdf

algorithms used in the experiment

1. Conneau, Alexis, et al. "Very deep convolutional networks for text classification." arXiv preprint arXiv:1606.01781 (2016)
2. Kim, Yoon. "Convolutional neural networks for sentence classification." arXiv preprint arXiv:1408.5882 (2014)
3. Wang, Xingyou, Weijie Jiang, and Zhiyong Luo. "Combination of convolutional and recurrent neural network for sentiment analysis of short texts." Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers. 2016