Deep learning for sentiment analysis: A survey

L Zhang, S Wang, B Liu - Wiley Interdisciplinary Reviews: Data …, 2018 - Wiley Online Library
Deep learning has emerged as a powerful machine learning technique that learns multiple
layers of representations or features of the data and produces state‐of‐the‐art prediction …

Attention in natural language processing

A Galassi, M Lippi, P Torroni - IEEE transactions on neural …, 2020 - ieeexplore.ieee.org
Attention is an increasingly popular mechanism used in a wide range of neural
architectures. The mechanism itself has been realized in a variety of formats. However …

A survey on aspect-based sentiment analysis: Tasks, methods, and challenges

W Zhang, X Li, Y Deng, L Bing… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As an important fine-grained sentiment analysis problem, aspect-based sentiment analysis
(ABSA), aiming to analyze and understand people's opinions at the aspect level, has been …

A general survey on attention mechanisms in deep learning

G Brauwers, F Frasincar - IEEE Transactions on Knowledge …, 2021 - ieeexplore.ieee.org
Attention is an important mechanism that can be employed for a variety of deep learning
models across many different domains and tasks. This survey provides an overview of the …

Disentangled representation learning

X Wang, H Chen, Z Wu, W Zhu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Disentangled Representation Learning (DRL) aims to learn a model capable of identifying
and disentangling the underlying factors hidden in the observable data in representation …

Knowing what, how and why: A near complete solution for aspect-based sentiment analysis

H Peng, L Xu, L Bing, F Huang, W Lu, L Si - Proceedings of the AAAI …, 2020 - ojs.aaai.org
Target-based sentiment analysis or aspect-based sentiment analysis (ABSA) refers to
addressing various sentiment analysis tasks at a fine-grained level, which includes but is not …

A joint training dual-mrc framework for aspect based sentiment analysis

Y Mao, Y Shen, C Yu, L Cai - Proceedings of the AAAI conference on …, 2021 - ojs.aaai.org
Aspect based sentiment analysis (ABSA) involves three fundamental subtasks: aspect term
extraction, opinion term extraction, and aspect-level sentiment classification. Early works …

Double embeddings and CNN-based sequence labeling for aspect extraction

H Xu, B Liu, L Shu, PS Yu - arxiv preprint arxiv:1805.04601, 2018 - arxiv.org
One key task of fine-grained sentiment analysis of product reviews is to extract product
aspects or features that users have expressed opinions on. This paper focuses on …

Issues and challenges of aspect-based sentiment analysis: A comprehensive survey

A Nazir, Y Rao, L Wu, L Sun - IEEE Transactions on Affective …, 2020 - ieeexplore.ieee.org
The domain of Aspect-based Sentiment Analysis, in which aspects are extracted, their
sentiments are analysed and sentiments are evolved over time, is getting much attention …

A unified model for opinion target extraction and target sentiment prediction

X Li, L Bing, P Li, W Lam - Proceedings of the AAAI conference on …, 2019 - ojs.aaai.org
Target-based sentiment analysis involves opinion target extraction and target sentiment
classification. However, most of the existing works usually studied one of these two sub …