Deep learning--based text classification: a comprehensive review

S Minaee, N Kalchbrenner, E Cambria… - ACM computing …, 2021 - dl.acm.org
Deep learning--based models have surpassed classical machine learning--based
approaches in various text classification tasks, including sentiment analysis, news …

Sentiment analysis using deep learning architectures: a review

A Yadav, DK Vishwakarma - Artificial Intelligence Review, 2020 - Springer
Social media is a powerful source of communication among people to share their sentiments
in the form of opinions and views about any topic or article, which results in an enormous …

Sentiment classification using a single-layered BiLSTM model

Z Hameed, B Garcia-Zapirain - Ieee Access, 2020 - ieeexplore.ieee.org
This study presents a computationally efficient deep learning model for binary sentiment
classification, which aims to decide the sentiment polarity of people's opinions, attitudes, and …

[PDF][PDF] Capsule network algorithm for performance optimization of text classification

JS Manoharan - Journal of Soft Computing Paradigm (JSCP), 2021 - scholar.archive.org
In regions of visual inference, optimized performance is demonstrated by capsule networks
on structured data. Classification of hierarchical multi-label text is performed with a simple …

[HTML][HTML] A data-centric review of deep transfer learning with applications to text data

S Bashath, N Perera, S Tripathi, K Manjang… - Information …, 2022 - Elsevier
In recent years, many applications are using various forms of deep learning models. Such
methods are usually based on traditional learning paradigms requiring the consistency of …

Knowledge guided capsule attention network for aspect-based sentiment analysis

B Zhang, X Li, X Xu, KC Leung… - IEEE/ACM Transactions …, 2020 - ieeexplore.ieee.org
Aspect-based (aspect-level) sentiment analysis is an important task in fine-grained
sentiment analysis, which aims to automatically infer the sentiment towards an aspect in its …

CLAVER: An integrated framework of convolutional layer, bidirectional LSTM with attention mechanism based scholarly venue recommendation

T Pradhan, P Kumar, S Pal - Information Sciences, 2021 - Elsevier
Scholarly venue recommendation is an emerging field due to a rapid surge in the number of
scholarly venues concomitant with exponential growth in interdisciplinary research and …

Spatio-temporal wind speed prediction of multiple wind farms using capsule network

L Zheng, B Zhou, SW Or, Y Cao, H Wang, Y Li… - Renewable Energy, 2021 - Elsevier
Spatio-temporal wind speed prediction is of great significance to the grid-connected
operation of multiple wind farms in smart grid. This paper proposes a spatio-temporal wind …

Siamese capsule networks with global and local features for text classification

Y Wu, J Li, J Wu, J Chang - Neurocomputing, 2020 - Elsevier
Text classification is a popular research topic in the field of natural language processing and
provides wide applications. The existing text classification methods based on deep neural …

Knowledge-enhanced prompt-tuning for stance detection

H Huang, B Zhang, Y Li, B Zhang, Y Sun… - ACM Transactions on …, 2023 - dl.acm.org
Investigating public attitudes on social media is important in opinion mining systems. Stance
detection aims to analyze the attitude of an opinionated text (eg, favor, neutral, or against) …