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Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model

In the process of treating uncertainties of fuzziness and randomness in real regression application, fuzzy random regression was introduced to address the limitation of classical regression which can only fit precise data. However, there is no systematic procedure to identify randomness by means o...

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Main Authors: Mohd Rahman, Hamijah, Arbaiy, Nureize, Chuah Chai Wen, Chuah Chai Wen, Pei-Chun Lin, Pei-Chun Lin
Format: Article
Language:English
Published: ijacsa 2023
Subjects:
T Technology (General)
Online Access:http://eprints.uthm.edu.my/10608/1/J16599_c36a87cfb6ca4c06d67a665909747d79.pdf
http://eprints.uthm.edu.my/10608/
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spelling my.uthm.eprints.106082024-01-15T07:30:29Z http://eprints.uthm.edu.my/10608/ Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model Mohd Rahman, Hamijah Arbaiy, Nureize Chuah Chai Wen, Chuah Chai Wen Pei-Chun Lin, Pei-Chun Lin T Technology (General) In the process of treating uncertainties of fuzziness and randomness in real regression application, fuzzy random regression was introduced to address the limitation of classical regression which can only fit precise data. However, there is no systematic procedure to identify randomness by means of probability theories. Besides, the existing model mostly concerned in fuzzy equation without considering the discussion on probability equation though random plays a pivotal role in fuzzy random regression model. Hence, this paper proposed a systematic procedure of Naïve Bayes to estimate the probabilities value to overcome randomness. From the result, it shows that the accuracy of Naïve Bayes model can be improved by considering the probability estimation. ijacsa 2023 Article PeerReviewed text en http://eprints.uthm.edu.my/10608/1/J16599_c36a87cfb6ca4c06d67a665909747d79.pdf Mohd Rahman, Hamijah and Arbaiy, Nureize and Chuah Chai Wen, Chuah Chai Wen and Pei-Chun Lin, Pei-Chun Lin (2023) Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model. International Journal of Advanced Computer Science and Applications, 14 (8). pp. 579-583.
institution Universiti Tun Hussein Onn Malaysia
building UTHM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tun Hussein Onn Malaysia
content_source UTHM Institutional Repository
url_provider http://eprints.uthm.edu.my/
language English
topic T Technology (General)
spellingShingle T Technology (General)
Mohd Rahman, Hamijah
Arbaiy, Nureize
Chuah Chai Wen, Chuah Chai Wen
Pei-Chun Lin, Pei-Chun Lin
Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
description In the process of treating uncertainties of fuzziness and randomness in real regression application, fuzzy random regression was introduced to address the limitation of classical regression which can only fit precise data. However, there is no systematic procedure to identify randomness by means of probability theories. Besides, the existing model mostly concerned in fuzzy equation without considering the discussion on probability equation though random plays a pivotal role in fuzzy random regression model. Hence, this paper proposed a systematic procedure of Naïve Bayes to estimate the probabilities value to overcome randomness. From the result, it shows that the accuracy of Naïve Bayes model can be improved by considering the probability estimation.
format Article
author Mohd Rahman, Hamijah
Arbaiy, Nureize
Chuah Chai Wen, Chuah Chai Wen
Pei-Chun Lin, Pei-Chun Lin
author_facet Mohd Rahman, Hamijah
Arbaiy, Nureize
Chuah Chai Wen, Chuah Chai Wen
Pei-Chun Lin, Pei-Chun Lin
author_sort Mohd Rahman, Hamijah
title Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
title_short Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
title_full Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
title_fullStr Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
title_full_unstemmed Estimating Probability Values Based on Naïve Bayes for Fuzzy Random Regression Model
title_sort estimating probability values based on naïve bayes for fuzzy random regression model
publisher ijacsa
publishDate 2023
url http://eprints.uthm.edu.my/10608/1/J16599_c36a87cfb6ca4c06d67a665909747d79.pdf
http://eprints.uthm.edu.my/10608/
_version_ 1789427599285420032
score 13.211869

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