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Trust evaluation in service-oriented environments

thesis
posted on 28.03.2022, 13:28 by Lei Li
In service-oriented applications, effective and efficient trust evaluation is crucial. It provides valuable information to service clients, enabling them to select trustworthy service providers, consume high quality services and prevent monetary loss. -- One aspect of the work presented in this thesis is trust vector based approaches to trust rating aggregations in service-oriented environments. In the single trust vector approach, a trust vector of three values is computed, which can predict the trust trend and represent a set of ratings distributed within a time interval (e.g. a week or a month etc.). With trust vectors, two service providers with similar final trust values can be compared. In the multiple trust vector approach, a two dimensional aggregation is performed, which consists of both vertical and horizontal aggregations of trust ratings. The vertical aggregation calculates the aggregated rating representing the trust level for the services delivered in a small time period. The horizontal aggregation applies our proposed multiple time interval (MTI) greedy and optimal algorithms to determine the minimal number of time intervals, within each of which a trust vector can be calculated to represent all the ratings in that time interval. The proposed algorithms can return a small set of MTI to represent a large set of trust ratings and preserve the trust features well. -- The other aspect of the work presented in this thesis is trust-oriented composite service selection and discovery. In service-oriented environments, a service may invoke other services offered by different providers forming composite services. The complex invocations in composite services greatly increase the complexity of trustoriented service selection and discovery. To evaluate the subjective global trust of a composite service based on subjective probability theory, a set of subjective trust evaluation approaches have been proposed, which can map the non-binary discrete subjective ratings to trust values, evaluate the global trust value deductively and maintain the subjective property of trust ratings and trust results. In addition, two algorithms have been proposed for trust-oriented service selection and discovery. -- The properties of the above proposed algorithms have been studied both analytically and empirically. These studies illustrate that the proposed algorithms are effective and efficient.

History

Table of Contents

Introduction -- Literature review on trust -- A trust vector approach in service-oriented applications -- Two dimensional trust rating aggregations -- Trust-oriented composite service selection -- Subjective trust evaluation in composite services -- Conclusions and future work.

Notes

Bibliography: p. 217-226 Thesis by publication.

Awarding Institution

Macquarie University

Degree Type

Thesis PhD

Degree

Thesis (PhD), Macquarie University, Faculty of Science, Dept. of Computing

Department, Centre or School

Dept. of Computing

Year of Award

2011

Principal Supervisor

Yan Wang

Rights

Copyright disclaimer: http://www.copyright.mq.edu.au Copyright Lei Li 2011.

Language

English

Extent

1 online resource (xx, 226 p.) ill. (some col.)

Former Identifiers

mq:22779 http://hdl.handle.net/1959.14/195551 1746099