Aspect based sentiment analysis using deep learning approaches: A survey

GS Chauhan, R Nahta, YK Meena… - Computer Science Review, 2023 - Elsevier
The wealth of unstructured text on the online web portal has made opinion mining the most
thrust area for researchers, academicians, and businesses to extract information for …

A two-step hybrid unsupervised model with attention mechanism for aspect extraction

GS Chauhan, YK Meena, D Gopalani… - Expert systems with …, 2020 - Elsevier
Social networking sites have a wealth of user-generated unstructured text for fine-grained
sentiment analysis regarding the changing dynamics in the marketplace. In aspect-level …

Deep learning with the generative models for recommender systems: A survey

R Nahta, GS Chauhan, YK Meena… - Computer Science Review, 2024 - Elsevier
The variety of enormous information on the web encourages the field of recommender
systems (RS) to flourish. In recent times, deep learning techniques have significantly …

Extracting opinion targets using attention-based neural model

S Al-Dabet, S Tedmori, M Al-Smadi - SN Computer Science, 2020 - Springer
Extracting opinion-target expression is a core subtask to perform aspect-based sentiment
analysis which aims to identify the discussed aspects within a text associated with their …

Ensemble BiLSTM: A Novel Approach for Aspect Extraction From Online Text

MMA Busst, KSM Anbananthen, S Kannan… - IEEE …, 2024 - ieeexplore.ieee.org
Aspect extraction poses a significant challenge in Natural Language Processing (NLP).
Extracting explicit and implicit aspects from online text data remains an ongoing challenge …

Cross-domain aspect term extraction incorporating character-level features

DX Wang, W Li - Computers and Electrical Engineering, 2024 - Elsevier
Abstract aspect term extraction tasks typically require a substantial amount of labeled data,
which can be costly in terms of financial and human resources. To reduce the dependence …

An Efficient Aspect-based Sentiment Classification with Hybrid Word Embeddings and CNN Framework

M Agrawal, NR Moparthi - International Journal of Sensors …, 2024 - ingentaconnect.com
Background: As the e-commerce product reviews and social media posts are increasing
enormously, the size of the database for polarity/sentiment detection is a challenging task …

A Review Level Aspect Extraction in Sentiment Analysis

GS Chauhan, R Nahta… - 2024 2nd International …, 2024 - ieeexplore.ieee.org
In the recent era of digital universe, Aspect-based sentiment analysis's (ABSA) subtask of
aspect extraction has benefited greatly from deep learning models. Aspect terms of the …

A comprehensive survey on aspect based word embedding models and sentiment analysis classification approaches

M Agrawal, NR Moparthi - Recent Trends in Intensive …, 2021 - ebooks.iospress.nl
Sentiment Analysis includes methods and techniques for businesses to understand and
analyze customer reviews, feedback and opinion on a particular product or service …

Systematic Review on Aspect-Based SentimentAnalysis in Cross-Domain

RV Santin, SO Rezende - 2024 - researchsquare.com
Aspect-level sentiment analysis is crucial for consumers and institutions, enabling them to
monitor satisfaction regarding specific aspects of products and services through user …