A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation

Web services' QoS evaluation involves high degree of uncertainty due to the unpredictable nature of network. Existing models are not realistic because they apply crisp computation. Hence, a model using Interval Fuzzy Type-2 (IT2) method was proposed in our previous work. IT2 method was selected...

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Main Authors: Hasan, M.H., Jaafar, J., Aziz, I.A., Rahim, L.A.B.
Format: Conference or Workshop Item
Institution: Universiti Teknologi Petronas
Record Id / ISBN-0: utp-eprints.30446 /
Published: Association for Computing Machinery 2016
Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85015073286&doi=10.1145%2f3026724.3026734&partnerID=40&md5=f63f9cacfdc707534b23a1975aaec90b
http://eprints.utp.edu.my/30446/
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spelling utp-eprints.304462022-03-25T06:52:14Z A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation Hasan, M.H. Jaafar, J. Aziz, I.A. Rahim, L.A.B. Web services' QoS evaluation involves high degree of uncertainty due to the unpredictable nature of network. Existing models are not realistic because they apply crisp computation. Hence, a model using Interval Fuzzy Type-2 (IT2) method was proposed in our previous work. IT2 method was selected because it has better ability than Fuzzy Type-1 and crisp methods in handling uncertainties. However, the introduction of an extra component and a degree of freedom has made IT2 method computationally expensive. Therefore, it is proposed that the IT2-based web services' evaluation model to be implemented on high performance computing (HPC) platform. This paper reviews previous research that are related to HPC-based IT2 implementation as well as discusses the implications of the work. © 2016 ACM. Association for Computing Machinery 2016 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85015073286&doi=10.1145%2f3026724.3026734&partnerID=40&md5=f63f9cacfdc707534b23a1975aaec90b Hasan, M.H. and Jaafar, J. and Aziz, I.A. and Rahim, L.A.B. (2016) A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation. In: UNSPECIFIED. http://eprints.utp.edu.my/30446/
institution Universiti Teknologi Petronas
collection UTP Institutional Repository
description Web services' QoS evaluation involves high degree of uncertainty due to the unpredictable nature of network. Existing models are not realistic because they apply crisp computation. Hence, a model using Interval Fuzzy Type-2 (IT2) method was proposed in our previous work. IT2 method was selected because it has better ability than Fuzzy Type-1 and crisp methods in handling uncertainties. However, the introduction of an extra component and a degree of freedom has made IT2 method computationally expensive. Therefore, it is proposed that the IT2-based web services' evaluation model to be implemented on high performance computing (HPC) platform. This paper reviews previous research that are related to HPC-based IT2 implementation as well as discusses the implications of the work. © 2016 ACM.
format Conference or Workshop Item
author Hasan, M.H.
Jaafar, J.
Aziz, I.A.
Rahim, L.A.B.
spellingShingle Hasan, M.H.
Jaafar, J.
Aziz, I.A.
Rahim, L.A.B.
A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
author_sort Hasan, M.H.
title A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
title_short A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
title_full A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
title_fullStr A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
title_full_unstemmed A review on a high performance computing-based interval fuzzy type-2 model for web services' QoS evaluation
title_sort review on a high performance computing-based interval fuzzy type-2 model for web services' qos evaluation
publisher Association for Computing Machinery
publishDate 2016
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85015073286&doi=10.1145%2f3026724.3026734&partnerID=40&md5=f63f9cacfdc707534b23a1975aaec90b
http://eprints.utp.edu.my/30446/
_version_ 1741197407582945280
score 11.62408

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