Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm

A spell checker is a tool for detecting and correcting various spelling errors. While it might be trivial for humans, spell detecting and correcting can be very useful for machines, because machines could not understand human language. In Natural Language Processing (NLP), spelling checker is a task...

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Main Author: Padil, Muhammad Syahrul Amry Ansary
Format: Final Year Project
Language:English
Published: 2022
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Online Access:http://utpedia.utp.edu.my/id/eprint/24546/1/Grammarly%20in%20Malay%20Text%20%20Bahasa%20Melayu%20Spell%20Checker%20Using%20Long-Short%20Term%20Memory%20Algorithm.pdf
http://utpedia.utp.edu.my/id/eprint/24546/
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Institution: Universiti Teknologi Petronas
Language: English
id oai:utpedia.utp.edu.my:24546
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spelling oai:utpedia.utp.edu.my:245462023-05-22T03:48:55Z http://utpedia.utp.edu.my/id/eprint/24546/ Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm Padil, Muhammad Syahrul Amry Ansary T Technology (General) A spell checker is a tool for detecting and correcting various spelling errors. While it might be trivial for humans, spell detecting and correcting can be very useful for machines, because machines could not understand human language. In Natural Language Processing (NLP), spelling checker is a task that has widely performed to normalize data, since most raw texts are noisy and have many spelling errors. In recent years, Long-Short Term Memory (LSTM) has shown to give an extraordinary result in solving sequential problems, including spelling correction. Therefore, we propose a LSTM model that encodes input word at character level as feature. 2022-09 Final Year Project NonPeerReviewed text en http://utpedia.utp.edu.my/id/eprint/24546/1/Grammarly%20in%20Malay%20Text%20%20Bahasa%20Melayu%20Spell%20Checker%20Using%20Long-Short%20Term%20Memory%20Algorithm.pdf Padil, Muhammad Syahrul Amry Ansary (2022) Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm. [Final Year Project] (Submitted)
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Electronic and Digitized Intellectual Asset
url_provider http://utpedia.utp.edu.my/
language English
topic T Technology (General)
spellingShingle T Technology (General)
Padil, Muhammad Syahrul Amry Ansary
Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
description A spell checker is a tool for detecting and correcting various spelling errors. While it might be trivial for humans, spell detecting and correcting can be very useful for machines, because machines could not understand human language. In Natural Language Processing (NLP), spelling checker is a task that has widely performed to normalize data, since most raw texts are noisy and have many spelling errors. In recent years, Long-Short Term Memory (LSTM) has shown to give an extraordinary result in solving sequential problems, including spelling correction. Therefore, we propose a LSTM model that encodes input word at character level as feature.
format Final Year Project
author Padil, Muhammad Syahrul Amry Ansary
author_facet Padil, Muhammad Syahrul Amry Ansary
author_sort Padil, Muhammad Syahrul Amry Ansary
title Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
title_short Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
title_full Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
title_fullStr Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
title_full_unstemmed Grammarly in Malay Text : Bahasa Melayu Spell Checker Using Long-Short Term Memory Algorithm
title_sort grammarly in malay text : bahasa melayu spell checker using long-short term memory algorithm
publishDate 2022
url http://utpedia.utp.edu.my/id/eprint/24546/1/Grammarly%20in%20Malay%20Text%20%20Bahasa%20Melayu%20Spell%20Checker%20Using%20Long-Short%20Term%20Memory%20Algorithm.pdf
http://utpedia.utp.edu.my/id/eprint/24546/
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