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Bishr, Mohamed: Trust & reputation models for human sensor observations. 2011
Inhalt
Dedication
Abstract
Zusammenfassung
Acknowledgments
Contents
List of Figures
List of Tables
Listings
1 Introduction
1.1 Motivation and Problem
1.1.1 Research Motivation
1.1.2 Problem
1.2 Research Questions and Hypothesis
1.3 Research Approach
1.4 Contribution and Relevance
1.5 Thesis Outline
2 Trust: Background and Characterization
2.1 Trust: A Multidisciplinary Overview
2.1.1 Trustworthiness and Credibility
2.1.2 Trust, a sociological, psychological and philosophical perspective
2.1.3 Trust, an economics perspective
2.1.4 Trust in computer science
2.1.5 Ontologies of trust
2.2 Provenance
2.3 The Sensor Web and Volunteered Geographic Information
2.4 Discussion & Conclusions
3 Trust as a Proxy Measure for Observation Quality Assessment
3.1 Conclusions on Trust
3.1.1 Trust is Contextualized
3.1.2 Spatial Aspects of Trust
3.1.3 Temporal Aspects of Trust
3.2 Reputation and Trustworthiness
3.3 Informational Trust
3.4 Spatial-Temporal Trust Models for Assessment of Observation Quality
3.5 Conclusions
4 Ontology of Trust & Reputation for Observation Quality Assessment
4.1 Motivating Scenario: A Human Sensor Web for Water Availability Monitoring
4.2 The Foundational Ontology DOLCE
4.3 Functional Ontology of Observation and Measurement
4.4 Trust and Reputation Models for VGI: An Ontological Perspective
4.4.1 Formalizing Trust and Reputation in the FOOM Ontology
4.4.2 Implementation of the WSMS in the FOOM Ontology
4.5 Conclusions
5 A Temporal Trust & Reputation Model for Human Sensors
5.1 Model Description
5.1.1 Computational Model Description
5.1.2 WSMS Dynamics: Initialization & Model Operation
5.2 Overview: WSMS Simulation Model
5.2.1 Agent Based Modelling
5.2.2 Agent Based Modelling
5.3 Experimental Design and Base Runs
5.4 Model Performance Measures
5.4.1 Model precision
5.4.2 Model latency
5.5 Model Evaluation Analysis
5.5.1 Experimental Setup
5.5.2 Model Parameter Interactions
5.5.3 Optimization of Model Adaptation Measure
5.5.4 Optimization of Model Latency Measure
5.5.5 Effects of the Time Decay of Trust on Model Performance
5.5.6 The Model Precision-Latency Relation
5.5.7 The Effect of Volunteer Populations on Model Precision
5.6 Conclusions
6 A Spatial-Temporal Trust & Reputation Model For Human Sensors
6.1 Motivating Scenario: Extensions of the WSMS
6.2 Model Description
6.2.1 Conceptual Model Description
6.2.2 Computational Model Description
6.2.3 Extended WSMS Dynamics: Initialization & Model Operation
6.3 Overview: Extended WSMS Simulation Model
6.4 Effects of Space on the Model Performance
6.5 Conclusions
7 Conclusions & Future Work
7.1 Summary & Discussion
7.2 Benefits & Future Work
Bibliography
Declaration