Trust Model for Social Network Using Singular Value Decomposition

Journal Article

Saved in:
Bibliographic Details
Main Authors: Ntwiga, Davis Bundi, Weke, Patrick, Kirumbu, Michael Kiura
Format: Article
Language:English
Published: Interdisciplinary Description of Complex Systems 2022
Subjects:
Online Access:https://repository.daystar.ac.ke/handle/123456789/3956
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1792071298509176833
author Ntwiga, Davis Bundi
Weke, Patrick
Kirumbu, Michael Kiura
author_facet Ntwiga, Davis Bundi
Weke, Patrick
Kirumbu, Michael Kiura
author_sort Ntwiga, Davis Bundi
collection DSpace
description Journal Article
format Article
id oai:repository.daystar.ac.ke:123456789-3956
institution Daystar University
language English
publishDate 2022
publisher Interdisciplinary Description of Complex Systems
record_format dspace
spelling oai:repository.daystar.ac.ke:123456789-39562024-02-21T16:42:07Z Trust Model for Social Network Using Singular Value Decomposition Ntwiga, Davis Bundi Weke, Patrick Kirumbu, Michael Kiura Singular value decomposition Reputation Trust Social network Discounting Journal Article For effective interactions to take place in a social network, trust is important. We model trust of agents using the peer to peer reputation ratings in the network that forms a real valued matrix. Singular value decomposition discounts the reputation ratings to estimate the trust levels as trust is the subjective probability of future expectations based on current reputation ratings. Reputation and trust are closely related and singular value decomposition can estimate trust using the real valued matrix of the reputation ratings of the agents in the network. Singular value decomposition is an ideal technique in error elimination when estimating trust from reputation ratings. Reputation estimation of trust is optimal at the discounting of 20 %. University of Nairobi,Daystar University 2022-07-13T13:32:47Z 2022-07-13T13:32:47Z 2016-03-18 Article Ntwiga, D. B., Weke, P. Kirumbu, M. K. (2016). Trust Model for Social Network Using Singular Value Decomposition. Interdisciplinary Description of Complex Systems 14(3), 296-302 https://repository.daystar.ac.ke/handle/123456789/3956 en application/pdf Interdisciplinary Description of Complex Systems
spellingShingle Singular value decomposition
Reputation
Trust
Social network
Discounting
Ntwiga, Davis Bundi
Weke, Patrick
Kirumbu, Michael Kiura
Trust Model for Social Network Using Singular Value Decomposition
title Trust Model for Social Network Using Singular Value Decomposition
title_full Trust Model for Social Network Using Singular Value Decomposition
title_fullStr Trust Model for Social Network Using Singular Value Decomposition
title_full_unstemmed Trust Model for Social Network Using Singular Value Decomposition
title_short Trust Model for Social Network Using Singular Value Decomposition
title_sort trust model for social network using singular value decomposition
topic Singular value decomposition
Reputation
Trust
Social network
Discounting
url https://repository.daystar.ac.ke/handle/123456789/3956
work_keys_str_mv AT ntwigadavisbundi trustmodelforsocialnetworkusingsingularvaluedecomposition
AT wekepatrick trustmodelforsocialnetworkusingsingularvaluedecomposition
AT kirumbumichaelkiura trustmodelforsocialnetworkusingsingularvaluedecomposition