Emphasizing Essential Words for Sentiment Classification Based on Recurrent Neural Networks
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DOI: 10.1007/s11390-017-1759-2
Abstract: With the explosion of online communication and publication, texts become obtainable via forums, chat messages, blogs, book reviews and movie reviews. Usually, these texts are much short and noisy without sufficient statistical signals and enough… read more here.
Keywords: emphasizing essential; essential words; recurrent neural; words sentiment ... See more keywords
More than Bags of Words: Sentiment Analysis with Word Embeddings
Sign Up to like & getrecommendations! Published in 2018 at "Communication Methods and Measures"
DOI: 10.1080/19312458.2018.1455817
Abstract: ABSTRACT Moving beyond the dominant bag-of-words approach to sentiment analysis we introduce an alternative procedure based on distributed word embeddings. The strength of word embeddings is the ability to capture similarities in word meaning. We… read more here.
Keywords: word; bags words; word embeddings; words sentiment ... See more keywords