A survey on aspect-based sentiment classification

G Brauwers, F Frasincar - ACM Computing Surveys, 2022 - dl.acm.org
With the constantly growing number of reviews and other sentiment-bearing texts on the
Web, the demand for automatic sentiment analysis algorithms continues to expand. Aspect …

Aspect term extraction for sentiment analysis in large movie reviews using Gini Index feature selection method and SVM classifier

AS Manek, PD Shenoy, MC Mohan - World wide web, 2017 - Springer
With the rapid development of the World Wide Web, electronic word-of-mouth interaction has
made consumers active participants. Nowadays, a large number of reviews posted by the …

Grid tagging scheme for aspect-oriented fine-grained opinion extraction

Z Wu, C Ying, F Zhao, Z Fan, X Dai, R **a - arxiv preprint arxiv …, 2020 - arxiv.org
Aspect-oriented Fine-grained Opinion Extraction (AFOE) aims at extracting aspect terms and
opinion terms from review in the form of opinion pairs or additionally extracting sentiment …

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 …

[LIBRO][B] Machine learning for text: An introduction

CC Aggarwal, CC Aggarwal - 2018 - Springer
The extraction of useful insights from text with various types of statistical algorithms is
referred to as text mining, text analytics, or machine learning from text. The choice of …

An unsupervised neural attention model for aspect extraction

R He, WS Lee, HT Ng, D Dahlmeier - Proceedings of the 55th …, 2017 - aclanthology.org
Aspect extraction is an important and challenging task in aspect-based sentiment analysis.
Existing works tend to apply variants of topic models on this task. While fairly successful …

A survey on classification techniques for opinion mining and sentiment analysis

F Hemmatian, MK Sohrabi - Artificial intelligence review, 2019 - Springer
Opinion mining is considered as a subfield of natural language processing, information
retrieval and text mining. Opinion mining is the process of extracting human thoughts and …

Survey on aspect-level sentiment analysis

K Schouten, F Frasincar - IEEE transactions on knowledge and …, 2015 - ieeexplore.ieee.org
The field of sentiment analysis, in which sentiment is gathered, analyzed, and aggregated
from text, has seen a lot of attention in the last few years. The corresponding growth of the …

Target-oriented opinion words extraction with target-fused neural sequence labeling

Z Fan, Z Wu, X Dai, S Huang… - Proceedings of the 2019 …, 2019 - aclanthology.org
Opinion target extraction and opinion words extraction are two fundamental subtasks in
Aspect Based Sentiment Analysis (ABSA). Recently, many methods have made progress on …

Recursive neural conditional random fields for aspect-based sentiment analysis

W Wang, SJ Pan, D Dahlmeier, X **ao - arxiv preprint arxiv:1603.06679, 2016 - arxiv.org
In aspect-based sentiment analysis, extracting aspect terms along with the opinions being
expressed from user-generated content is one of the most important subtasks. Previous …