Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction
Trust reciprocity, a special form of link reciprocity, exists in many networks of trust among users. In this paper, we seek to determine the extent to which reciprocity exists in a trust network and develop quantitative models for measuring reciprocity and reciprocity related behaviors. We identify...
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sg-smu-ink.sis_research-15092018-06-18T03:07:05Z Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction NGUYEN, Viet-An LIM, Ee Peng TAN, Hwee Hoon JIANG, Jing SUN, Aixin Trust reciprocity, a special form of link reciprocity, exists in many networks of trust among users. In this paper, we seek to determine the extent to which reciprocity exists in a trust network and develop quantitative models for measuring reciprocity and reciprocity related behaviors. We identify several reciprocity behaviors and their respective measures. These behavior measures can be employed for predicting if a trustee will return trust to her trustor given that the latter initiates a trust link earlier. We develop for this reciprocal trust prediction task a number of ranking method and classification methods, and evaluated them on an Epinions trust network data. Our results show that reciprocity related behaviors provide good features for both ranking and classification based methods under different parameter settings. 2010-04-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/510 info:doi/10.1137/1.9781611972801.7 https://ink.library.smu.edu.sg/context/sis_research/article/1509/viewcontent/95521ddac221757e8e4fbd88293f18a819a7.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University trust reprocity trust prediction trust behavior trust network Databases and Information Systems Numerical Analysis and Scientific Computing Organizational Behavior and Theory |
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trust reprocity trust prediction trust behavior trust network Databases and Information Systems Numerical Analysis and Scientific Computing Organizational Behavior and Theory NGUYEN, Viet-An LIM, Ee Peng TAN, Hwee Hoon JIANG, Jing SUN, Aixin Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
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Trust reciprocity, a special form of link reciprocity, exists in many networks of trust among users. In this paper, we seek to determine the extent to which reciprocity exists in a trust network and develop quantitative models for measuring reciprocity and reciprocity related behaviors. We identify several reciprocity behaviors and their respective measures. These behavior measures can be employed for predicting if a trustee will return trust to her trustor given that the latter initiates a trust link earlier. We develop for this reciprocal trust prediction task a number of ranking method and classification methods, and evaluated them on an Epinions trust network data. Our results show that reciprocity related behaviors provide good features for both ranking and classification based methods under different parameter settings. |
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text |
author |
NGUYEN, Viet-An LIM, Ee Peng TAN, Hwee Hoon JIANG, Jing SUN, Aixin |
author_facet |
NGUYEN, Viet-An LIM, Ee Peng TAN, Hwee Hoon JIANG, Jing SUN, Aixin |
author_sort |
NGUYEN, Viet-An |
title |
Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
title_short |
Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
title_full |
Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
title_fullStr |
Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
title_full_unstemmed |
Do you trust to get trust? A study of trust reciprocity behaviors and reciprocal trust prediction |
title_sort |
do you trust to get trust? a study of trust reciprocity behaviors and reciprocal trust prediction |
publisher |
Institutional Knowledge at Singapore Management University |
publishDate |
2010 |
url |
https://ink.library.smu.edu.sg/sis_research/510 https://ink.library.smu.edu.sg/context/sis_research/article/1509/viewcontent/95521ddac221757e8e4fbd88293f18a819a7.pdf |
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