Design of a pattern classification system using extreme learning machine

Q327.S24 2013

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Main Author: Sakthivel Thangavelu
Format: text::Final Year Project
Language:English
Published: 2024
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Institution: Universiti Tenaga Nasional
Language: English
id my.uniten.dspace-32478
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spelling my.uniten.dspace-324782024-06-02T02:01:56Z Design of a pattern classification system using extreme learning machine Sakthivel Thangavelu Pattern recognition systems Pattern perception Machine learning Q327.S24 2013 This project is to design a pattern classification system using extreme learning machine (ELM). ELM is a well known mathematical algorithm that is used in various industries for mathematical and medical purposes. This project was taken up in order to test 8 different datasets of inputs to produce an accurate output. 3 methods were used including ELM, SVM and MLP. Different alterations were done towards the algorithms for a mutual purpose of producing accurate and fast output. Many developers have approached this method but a comparison has been done with other methods in this project. Hence, this project could be a benchmark of choosing a proper method for any usage in the future undertakings. Furthermore, suggestion on future undertakings were mentioned in this project in order for better results based on the analysis for this project. Nevertheless, every method has its own pros and cons which makes the decision making tedious assuming the contributing factors were fixed. 2024-05-30T12:38:12Z 2024-05-30T12:38:12Z 2013 Resource Types::text::Final Year Project https://irepository.uniten.edu.my/handle/123456789/32478 en application/pdf
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
language English
topic Pattern recognition systems
Pattern perception
Machine learning
spellingShingle Pattern recognition systems
Pattern perception
Machine learning
Sakthivel Thangavelu
Design of a pattern classification system using extreme learning machine
description Q327.S24 2013
format Resource Types::text::Final Year Project
author Sakthivel Thangavelu
author_facet Sakthivel Thangavelu
author_sort Sakthivel Thangavelu
title Design of a pattern classification system using extreme learning machine
title_short Design of a pattern classification system using extreme learning machine
title_full Design of a pattern classification system using extreme learning machine
title_fullStr Design of a pattern classification system using extreme learning machine
title_full_unstemmed Design of a pattern classification system using extreme learning machine
title_sort design of a pattern classification system using extreme learning machine
publishDate 2024
_version_ 1806427462489341952