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...

Full description

Saved in:

Bibliographic Details
Main Author:	Abd. Saini, Mohamad Shahnizam
Format:	Thesis
Language:	English
Published:	2018
Subjects:	TK Electrical engineering Electronics Nuclear engineering
Online Access:	http://eprints.utm.my/id/eprint/79373/1/MohamadShahnizamMFKE2018.pdf
Tags:	Add Tag No Tags, Be the first to tag this record!

id	my-utm-ep.79373
record_format	uketd_dc
spelling	my-utm-ep.793732018-10-14T08:45:02Z Sentiment analysis on movie reviews by recurrent neural networks and long short-term memory 2018 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 http://eprints.utm.my/id/eprint/79373/ http://eprints.utm.my/id/eprint/79373/1/MohamadShahnizamMFKE2018.pdf application/pdf en public masters Universiti Teknologi Malaysia, Faculty of Electrical Engineering Faculty of Electrical Engineering
institution	Universiti Teknologi Malaysia
collection	UTM Institutional Repository
language	English
topic	TK Electrical engineering Electronics Nuclear 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
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.
format	Thesis
qualification_level	Master's degree
author	Abd. Saini, Mohamad Shahnizam
author_facet	Abd. Saini, Mohamad Shahnizam
author_sort	Abd. Saini, Mohamad Shahnizam
title	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_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_sort	sentiment analysis on movie reviews by recurrent neural networks and long short-term memory
granting_institution	Universiti Teknologi Malaysia, Faculty of Electrical Engineering
granting_department	Faculty of Electrical Engineering
publishDate	2018
url	http://eprints.utm.my/id/eprint/79373/1/MohamadShahnizamMFKE2018.pdf
_version_	1747818212717756416

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

Similar Items