Long short-term memory-based sentiment classification of cloud dataset
Conference paper
Raza, Muhammad Raheel, Hussain, Walayat and Merigo, Jose. (2021). Long short-term memory-based sentiment classification of cloud dataset. 2021 Innovations in Intelligent Systems and Applications Conference . Elazig, Turkey 06 - 08 Oct 2021 Turkey: IEEE Xplore. pp. 1-6 https://doi.org/10.1109/ASYU52992.2021.9598999
Authors | Raza, Muhammad Raheel, Hussain, Walayat and Merigo, Jose |
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Type | Conference paper |
Abstract | Text Sentiment Classification is a crucial task for various decision-making processes in many organizations. It identifies the polarity of texts positively and negatively and highlights the opinions and views hidden within the comments or reviews of a product or service. Performing it on big data from social media and related sources is quite tricky and time-consuming. Nowadays, Deep Learning (DL) is widely used for sentiment analysis due to its high performance. In this paper, Recurrent Neural Network (RNN) based Long Short-Term Memory (LSTM) approach is applied to perform sentiment analysis of a cloud review dataset. The cloud review dataset contains cloud consumer reviews regarding the services provided by different cloud service providers and the dataset is achieved as a result of the Harvesting-as-a-Service (HaaS) framework. The study focuses on observing the behaviour of the deep learning RNN-LSTM approach on a cloud dataset. Results of the experiment are evaluated using various evaluation and performance metrics. The approach tends to achieve 95 % accuracy. |
Keywords | Measurement; Deep learning; Sentiment analysis; Technological innovation; Recurrent neural networks; Social networking (online); Computational modeling |
Year | 01 Jan 2021 |
Publisher | IEEE Xplore |
Digital Object Identifier (DOI) | https://doi.org/10.1109/ASYU52992.2021.9598999 |
Web address (URL) | https://ieeexplore.ieee.org/xpl/conhome/9598463/proceeding |
Open access | Published as non-open access |
Research or scholarly | Research |
Page range | 1-6 |
ISBN | 9781665434058 |
Web address (URL) of conference proceedings | https://ieeexplore.ieee.org/xpl/conhome/9598463/proceeding |
Output status | Published |
Publication dates | |
Online | 08 Oct 2021 |
Publication process dates | |
Completed | 18 Nov 2021 |
Deposited | 01 Mar 2024 |
Place of publication | Turkey |
https://acuresearchbank.acu.edu.au/item/903w1/long-short-term-memory-based-sentiment-classification-of-cloud-dataset
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