Entropy-based Fuzzy AHP Model for Trustworthy Service Provider Selection in Internet of Things
Title | Entropy-based Fuzzy AHP Model for Trustworthy Service Provider Selection in Internet of Things |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Ahmed, Abdelmuttlib Ibrahim Abdalla, Khan, Suleman, Gani, Abdullah, Hamid, Siti Hafizah Ab, Guizani, Mohsen |
Conference Name | 2018 IEEE 43rd Conference on Local Computer Networks (LCN) |
Date Published | Oct. 2018 |
Publisher | IEEE |
ISBN Number | 978-1-5386-4413-3 |
Keywords | analytic hierarchy process, Analytical Hierarchy, building-blocks, complex multicriteria decision making, Computational modeling, computer theory, decision criteria, decision making, EFAHP Model, Entropy, entropy-based fuzzy AHP model, entropy-based fuzzy analytic hierarchy process, fuzzy set theory, human factors, Internet of Things, Multi-criteria Decision Making, multicriteria decision-making problem, multimetrics trust, pubcrawl, reputation models, resilience, Resiliency, Scalability, security, service oriented architecture, service-oriented architecture, trust metrics, trust model, trust scores, trust worthiness metrics, trust-based security mechanisms, trust-based service oriented architecture, trustworthy service provider selection, Uncertainty |
Abstract | Nowadays, trust and reputation models are used to build a wide range of trust-based security mechanisms and trust-based service management applications on the Internet of Things (IoT). Considering trust as a single unit can result in missing important and significant factors. We split trust into its building-blocks, then we sort and assign weight to these building-blocks (trust metrics) on the basis of its priorities for the transaction context of a particular goal. To perform these processes, we consider trust as a multi-criteria decision-making problem, where a set of trust worthiness metrics represent the decision criteria. We introduce Entropy-based fuzzy analytic hierarchy process (EFAHP) as a trust model for selecting a trustworthy service provider, since the sense of decision making regarding multi-metrics trust is structural. EFAHP gives 1) fuzziness, which fits the vagueness, uncertainty, and subjectivity of trust attributes; 2) AHP, which is a systematic way for making decisions in complex multi-criteria decision making; and 3) entropy concept, which is utilized to calculate the aggregate weights for each service provider. We present a numerical illustration in trust-based Service Oriented Architecture in the IoT (SOA-IoT) to demonstrate the service provider selection using the EFAHP Model in assessing and aggregating the trust scores. |
URL | https://ieeexplore.ieee.org/document/8638056 |
DOI | 10.1109/LCN.2018.8638056 |
Citation Key | ahmed_entropy-based_2018 |
- trust metrics
- pubcrawl
- reputation models
- resilience
- Resiliency
- Scalability
- security
- service oriented architecture
- service-oriented architecture
- multimetrics trust
- trust model
- trust scores
- trust worthiness metrics
- trust-based security mechanisms
- trust-based service oriented architecture
- trustworthy service provider selection
- uncertainty
- Entropy
- Analytical Hierarchy
- building-blocks
- complex multicriteria decision making
- Computational modeling
- computer theory
- decision criteria
- Decision Making
- EFAHP Model
- analytic hierarchy process
- entropy-based fuzzy AHP model
- entropy-based fuzzy analytic hierarchy process
- fuzzy set theory
- Human Factors
- Internet of Things
- Multi-criteria Decision Making
- multicriteria decision-making problem