Deep learning for sentiment analysis: A survey

Lei Zhang; Shuai Wang; Bing Liu

doi:https://doi.org/10.1002/widm.1253

Deep learning for sentiment analysis: A survey

2018 · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 1,918 citations · 0 from inside this corpus

Lei Zhang, Shuai Wang, Bing Liu

The source holds an abstract for this work, but its best open-access copy is under no open licence, which does not permit us to republish the text. Read it at the source below.

23 of 23 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

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Citation edge evidence

Each row is directed from the citing work to the cited work. Source status remains readable without the interactive graph.

Deep learning for sentiment analysis: A survey→Long Short-Term MemoryLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…Legacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Reducing the Dimensionality of Data with Neural NetworksLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Efficient Estimation of Word Representations in Vector SpaceLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Convolutional Neural Networks for Sentence ClassificationLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Efficient Estimation of Word Representations in Vector SpaceLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Bidirectional recurrent neural networksLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Learning long-term dependencies with gradient descent is difficultLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Opinion Mining and Sentiment AnalysisLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Framewise phoneme classification with bidirectional LSTM and other neural network archite…Legacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Deep Sparse Rectifier Neural NetworksLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Distributed Representations of Sentences and DocumentsLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Hierarchical Attention Networks for Document ClassificationLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Natural Language Processing (almost) from ScratchLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→A Convolutional Neural Network for Modelling SentencesLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Learning Word Vectors for Sentiment AnalysisLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→A neural probabilistic language modelLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Attention-based LSTM for Aspect-level Sentiment ClassificationLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Sentiment Analysis and Opinion MiningLegacy edge — source detail unavailable
Deep learning for sentiment analysis: A survey→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
Convolutional Neural Networks for Sentence Classification→A Convolutional Neural Network for Modelling SentencesLegacy edge — source detail unavailable
Convolutional Neural Networks for Sentence Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Convolutional Neural Networks for Sentence Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Convolutional Neural Networks for Sentence Classification→Natural Language Processing (almost) from ScratchLegacy edge — source detail unavailable
Long Short-Term Memory→Learning long-term dependencies with gradient descent is difficultLegacy edge — source detail unavailable
Framewise phoneme classification with bidirectional LSTM and other neural network archite…→Long Short-Term MemoryLegacy edge — source detail unavailable
Framewise phoneme classification with bidirectional LSTM and other neural network archite…→Bidirectional recurrent neural networksLegacy edge — source detail unavailable
A Convolutional Neural Network for Modelling Sentences→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Distributed Representations of Sentences and Documents→Learning Word Vectors for Sentiment AnalysisLegacy edge — source detail unavailable
Distributed Representations of Sentences and Documents→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Distributed Representations of Sentences and Documents→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Distributed Representations of Sentences and Documents→Efficient Estimation of Word Representations in Vector SpaceLegacy edge — source detail unavailable
Distributed Representations of Words and Phrases and their Compositionality→Efficient Estimation of Word Representations in Vector SpaceLegacy edge — source detail unavailable
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…→Long Short-Term MemoryLegacy edge — source detail unavailable
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…→Deep Sparse Rectifier Neural NetworksLegacy edge — source detail unavailable
Glove: Global Vectors for Word Representation→Efficient Estimation of Word Representations in Vector SpaceLegacy edge — source detail unavailable
Glove: Global Vectors for Word Representation→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Convolutional Neural Networks for Sentence ClassificationLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Long Short-Term MemoryLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Learning long-term dependencies with gradient descent is difficultLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Learning Word Vectors for Sentiment AnalysisLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→A Convolutional Neural Network for Modelling SentencesLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Distributed Representations of Sentences and DocumentsLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…Legacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Convolutional Neural Networks for Sentence ClassificationLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Long Short-Term MemoryLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Learning Word Vectors for Sentiment AnalysisLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→A Convolutional Neural Network for Modelling SentencesLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
Hierarchical Attention Networks for Document Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Attention-based LSTM for Aspect-level Sentiment Classification→Long Short-Term MemoryLegacy edge — source detail unavailable
Attention-based LSTM for Aspect-level Sentiment Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
Attention-based LSTM for Aspect-level Sentiment Classification→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
Attention-based LSTM for Aspect-level Sentiment Classification→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
Attention-based LSTM for Aspect-level Sentiment Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
Efficient Estimation of Word Representations in Vector Space→Learning Word Vectors for Sentiment AnalysisLegacy edge — source detail unavailable

What this paper cites, inside the corpus

Paper	Year	Cited
Long Short-Term Memory	1997	101,359
Glove: Global Vectors for Word Representation	2014	34,067
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…	2014	25,048
Reducing the Dimensionality of Data with Neural Networks	2006	21,247
Efficient Estimation of Word Representations in Vector Space	2013	18,186
Distributed Representations of Words and Phrases and their Compositionality	2013	18,054
Convolutional Neural Networks for Sentence Classification	2014	13,987
Efficient Estimation of Word Representations in Vector Space	2013	11,714
Bidirectional recurrent neural networks	1997	10,294
Learning long-term dependencies with gradient descent is difficult	1994	8,610
Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank	2013	6,849
Opinion Mining and Sentiment Analysis	2008	6,297
Framewise phoneme classification with bidirectional LSTM and other neural network archite…	2005	5,619
Deep Sparse Rectifier Neural Networks	2011	5,428
Distributed Representations of Sentences and Documents	2014	5,121
Hierarchical Attention Networks for Document Classification	2016	4,871
Natural Language Processing (almost) from Scratch	2011	3,991
A Convolutional Neural Network for Modelling Sentences	2014	3,571
Learning Word Vectors for Sentiment Analysis	2011	3,294
A neural probabilistic language model	2003	2,675
Attention-based LSTM for Aspect-level Sentiment Classification	2016	2,380
Sentiment Analysis and Opinion Mining	2012	1,840
Document Modeling with Gated Recurrent Neural Network for Sentiment Classification	2015	1,548

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Topics

Sentiment Analysis and Opinion Mining	Computer Science
Topic Modeling	Computer Science
Advanced Text Analysis Techniques	Computer Science

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