A survey of transfer learning

K Weiss, TM Khoshgoftaar, DD Wang - Journal of Big data, 2016 - Springer
Abstract Machine learning and data mining techniques have been used in numerous real-
world applications. An assumption of traditional machine learning methodologies is the …

Sentiment analysis using deep learning approaches: an overview

O Habimana, Y Li, R Li, X Gu, G Yu - Science China Information Sciences, 2020 - Springer
Nowadays, with the increasing number of Web 2.0 tools, users generate huge amounts of
data in an enormous and dynamic way. In this regard, the sentiment analysis appeared to be …

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 …

Cross-modal multitask transformer for end-to-end multimodal aspect-based sentiment analysis

L Yang, JC Na, J Yu - Information Processing & Management, 2022 - Elsevier
As an emerging task in opinion mining, End-to-End Multimodal Aspect-Based Sentiment
Analysis (MABSA) aims to extract all the aspect-sentiment pairs mentioned in a pair of …

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 …

[SÁCH][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 …

Aspect extraction for opinion mining with a deep convolutional neural network

S Poria, E Cambria, A Gelbukh - Knowledge-Based Systems, 2016 - Elsevier
In this paper, we present the first deep learning approach to aspect extraction in opinion
mining. Aspect extraction is a subtask of sentiment analysis that consists in identifying …

Sentiment analysis: Mining opinions, sentiments, and emotions

J Zhao, K Liu, L Xu - 2016 - direct.mit.edu
With the increasing development of Web 2.0, such as social media and online businesses,
the need for perception of opinions, attitudes, and emotions grows rapidly. Sentiment …

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 …

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 …