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
- 1.2 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
- 3.2 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
- 5.2 Overview: WSMS Simulation Model
- 5.3 Experimental Design and Base Runs
- 5.4 Model Performance Measures
- 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
- Bibliography
- Declaration
