Aspect extraction and classification for sentiment analysis in drug reviews

M Imani, S Noferesti - Journal of Intelligent Information Systems, 2022 - Springer
Aspect-based sentiment analysis (ABSA) of patients' opinions expressed in drug reviews
can extract valuable information about specific aspects of a particular drug such as …

Interacting with explanations through critiquing

D Antognini, C Musat, B Faltings - arXiv preprint arXiv:2005.11067, 2020 - arxiv.org
Using personalized explanations to support recommendations has been shown to increase
trust and perceived quality. However, to actually obtain better recommendations, there …

Weakly Supervised Learning Approach for Implicit Aspect Extraction

AA Mar, K Shirai, N Kertkeidkachorn - Information, 2023 - mdpi.com
Aspect-based sentiment analysis (ABSA) is a process to extract an aspect of a product from
a customer review and identify its polarity. Most previous studies of ABSA focused on explicit …

Exploring the attention mechanism in deep models: A case study on sentiment analysis

M Toshevska, S Kalajdziski - ICT Innovations 2019. Big Data Processing …, 2019 - Springer
Interpreting what a deep learning model has learned is a challenging task. In this paper, we
present a deep learning architecture relying upon an attention mechanism. The main focus …

[PDF][PDF] Corpus Linguistic Rules Based Review Sentence Selection for Opinion Targets Extraction and Opinion Orientation: A Distant Supervision Approach.

C Pandi, TS Dandibhotla, VV Bulusu - International Journal of Intelligent …, 2018 - inass.org
Opinion Target Extraction (OTE) identifies opinionated aspects in review sentences with the
goal of achieving Aspect Based Opinion Mining (ABOM). The available review corpuses and …

Multi-Dimensional Explanation of Reviews

D Antognini, C Musat, B Faltings - 2019 - openreview.net
Neural models achieved considerable improvement for many natural language processing
tasks, but they offer little transparency, and interpretability comes at a cost. In some domains …

[PDF][PDF] Integrating Terminology Extraction and Word Embedding for Unsupervised Aspect Based Sentiment Analysis.

L Dini, P Curtoni, E Melnikova - CLiC-it, 2018 - core.ac.uk
In this paper we explore the advantages that unsupervised terminology extraction can bring
to unsupervised Aspect Based Sentiment Analysis methods based on word embedding …

Portability of Aspect Based Sentiment Analysis: Thirty Minutes for a Proof of Concept

L Dini, P Curtoni, E Melnikova - 2018 IEEE 5th International …, 2018 - ieeexplore.ieee.org
This paper describes a system for aspect based sentiment analysis based on the
assumption that domain portability should be achieved with minimal manual configuration …