Analysing trust, security and cost of cloud consumer’s reviews using RNN, LSTM, and GRU

Book chapter

Raza, Raheel, Hussain, Walayat and Rajaeian, Mohammad Mehdi. (2023). Analysing trust, security and cost of cloud consumer’s reviews using RNN, LSTM, and GRU. In In Hussain, Walayat, Gao, Honghao, Rabhi, Fethi and Martinez, Luis (Ed.). Advances in complex decision making: Using machine learning and tools for service-oriented computing pp. 52 - 65 CRC Press. https://doi.org/10.1201/9781003340621-4
AuthorsRaza, Raheel, Hussain, Walayat and Rajaeian, Mohammad Mehdi
EditorsHussain, Walayat, Gao, Honghao, Rabhi, Fethi and Martinez, Luis
Abstract

People frequently seek out the advice of others and ask for recommendations before making decisions. Customers often search for a product before purchasing it, and online reviews have a major impact on their decision. Deep learning employs artificial neural networks that are meant to mimic how people think and learn as opposed to traditional machine learning algorithms, which use simpler rules and mathematical models. Some of the deep learning methods include Deep feedforward neural network, Convolutional Neural Network (CNN), Recurrent Neural Network, Long Short-term Memory and Gated Recurrent Unit (GRU). The goal of cloud computing is to deliver hosted services through the internet. CNN’s generated local features, and the long-term dependency mechanism of GRU achieved excellent aspect extraction results, resulting in better sentiment classification of aspects within hotel and car datasets used for evaluation. The service repository component locates various cloud services and serves as a source of available cloud services for service consumers to use.

Keywordsdeep learning; decisions
Page range52 - 65
Year01 Jan 2023
Book titleAdvances in complex decision making: Using machine learning and tools for service-oriented computing
PublisherCRC Press
Place of publicationUnited Kingdom
Edition1
ISBN978-1-03237527-4
9781003340621
Digital Object Identifier (DOI)https://doi.org/10.1201/9781003340621-4
Web address (URL)https://www.taylorfrancis.com/chapters/edit/10.1201/9781003340621-4/analysing-trust-security-cost-cloud-consumer-reviews-using-rnn-lstm-gru-muhammad-raheel-raza-walayat-hussain-mehdi-rajaeian
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Online08 Dec 2023
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Accepted2023
Deposited21 Jun 2024
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Copyright © 2023. CRC Press LLC. All rights reserved.

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