Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory

Sentiment analysis has become important tool that can analyse review on any product or service that can be reviewed. Same goes to movie, all the audient are freely to make their own reviews on the movie that they watch and the reviews can be positive or negative based on audient satisfactions. Autom...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखक: Abd. Saini, Mohamad Shahnizam
स्वरूप: थीसिस
भाषा:अंग्रेज़ी
प्रकाशित: 2018
विषय:
ऑनलाइन पहुंच:http://eprints.utm.my/79373/1/MohamadShahnizamMFKE2018.pdf
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author Abd. Saini, Mohamad Shahnizam
author_facet Abd. Saini, Mohamad Shahnizam
author_sort Abd. Saini, Mohamad Shahnizam
description Sentiment analysis has become important tool that can analyse review on any product or service that can be reviewed. Same goes to movie, all the audient are freely to make their own reviews on the movie that they watch and the reviews can be positive or negative based on audient satisfactions. Automated sentiment analysis is very important to make sure the analysis produce an accurate result and in faster time. By using the deep learning as the based to create the automated sentiment analysis it will be the great decision because of the deep learning structure that have multilevel of layer that can have sensitive process to classify the data. Upgrading the sentiment analysis using Recurrent Neural Networks (RNNs) and addition of Long Short-term Memory (LSTM) and also some modification on the number of layer with the mathematical calculation can improve the analysis accuracy. The dataset of the movie reviews will be collected on IMDB movie reviews database.
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spelling uthm-793732018-10-14T08:45:02Z http://eprints.utm.my/79373/ Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory Abd. Saini, Mohamad Shahnizam TK Electrical engineering. Electronics Nuclear engineering Sentiment analysis has become important tool that can analyse review on any product or service that can be reviewed. Same goes to movie, all the audient are freely to make their own reviews on the movie that they watch and the reviews can be positive or negative based on audient satisfactions. Automated sentiment analysis is very important to make sure the analysis produce an accurate result and in faster time. By using the deep learning as the based to create the automated sentiment analysis it will be the great decision because of the deep learning structure that have multilevel of layer that can have sensitive process to classify the data. Upgrading the sentiment analysis using Recurrent Neural Networks (RNNs) and addition of Long Short-term Memory (LSTM) and also some modification on the number of layer with the mathematical calculation can improve the analysis accuracy. The dataset of the movie reviews will be collected on IMDB movie reviews database. 2018 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/79373/1/MohamadShahnizamMFKE2018.pdf Abd. Saini, Mohamad Shahnizam (2018) Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory. Masters thesis, Universiti Teknologi Malaysia, Faculty of Electrical Engineering.
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Abd. Saini, Mohamad Shahnizam
Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title_full Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title_fullStr Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title_full_unstemmed Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title_short Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
title_sort sentiment analysis on movie reviews by recurrent neural networks and long short term memory
topic TK Electrical engineering. Electronics Nuclear engineering
url http://eprints.utm.my/79373/1/MohamadShahnizamMFKE2018.pdf
url-record http://eprints.utm.my/79373/
work_keys_str_mv AT abdsainimohamadshahnizam sentimentanalysisonmoviereviewsbyrecurrentneuralnetworksandlongshorttermmemory