Advances in User Modeling
UMAP 2011 Workshops, Girona, Spain, July 11-15, 2011, Revised Selected Papers
Published on 23. February 2012
X, 416 pages
978-3-642-28509-7 (ISBN)
Description
This book constitutes selected papers from the lectures given at the workshops held in conjunction with the User Modeling, Adaptation and Personalization Conference, UMAP 2011, Girona, Spain, in July 2011. The 40 papers presented were carefully reviewed and selected for inclusion in this book. For each workshop there is an overview paper summarizing the workshop themes, the accepted contributions and the future research trends. In addition the volume presents a selection of the best poster papers of UMAP 2011. The workshops included are: AST, adaptive support for team collaboration; AUM, augmenting user models with real worlds experiences to enhance personalization and adaptation; DEMRA, decision making and recommendation acceptance issues in recommender systems; PALE, personalization approaches in learning environments; SASWeb, semantic adaptive social web; TRUM, trust, reputation and user modeling; UMADR, user modeling and adaptation for daily routines: providing assistance to people with special and specific needs; UMMS, user models for motivational systems: the affective and the rational routes to persuasion.
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Liliana Ardissono | Tsvi Kuflik
Advances in User Modeling
UMAP 2011 Workshops, Girona, Spain, July 11-15, 2011, Revised Selected Papers
Book
03/2012
1st Edition
Springer
€53.49
Shipment within 7-9 days
Content
- Title Page
- Preface
- Table of Contents
- ASTC: Adaptive Support for Team Collaboration
- Adaptive Support for Team Collaboration
- Motivation and Themes
- Workshop Contributions
- Discussion and Results
- References
- A Visualization Model Supporting an Efficient Context Resumption in Collaboration Environments
- Introduction
- Background
- Incremental Visualization of Awareness Information
- Higher Layer: Awareness Cloud
- Middle Layer: Hierarchical Views on Awareness Information
- Lower Layer: Context-Dependent Awareness Space
- Technical Details
- Tests
- Description
- Results and Discussion
- Related Work
- Conclusions
- References
- Scaffolding Collaborative Learning Opportunities: Integrating Microworld Use and Argumentation
- Introduction
- The Integrated Microworld and Discussion Environment in Use
- Context
- Scaffolding Opportunities during Model Construction
- Scaffolding Opportunities for Reflection and Argumentation
- Generic Cross-Tool Analysis
- Conclusions
- References
- AUM: Augmenting User Models with Real World Experiences to Enhance Personalization and Adaptation
- Augmenting User Models with Real World Experiences to Enhance Personalization and Adaptation
- Introduction
- Background
- Workshop Themes
- Summary and Main Outcomes
- References
- The Personal Adaptive In-Car HMI: Integration of External Applications for Personalized Use
- Introduction
- Related Work
- User Interface Generation
- User Interface Personalization
- Personalization of Generated User Interfaces: Use Case
- Abstract Modeling for User Interface Generation
- User Interface Personalization
- Personalization Component: In- and Output
- Personalization Component: Internals
- Action Discovery.
- Context Discovery.
- Situation Discovery.
- Extension of the Interaction Model
- Discussion
- Conclusions and Future Work
- References
- Core Aspects of Affective Metacognitive User Models
- Introduction
- Cognitive, Metacognitive, and Affective Systems
- Models to Support Metacognition and Affect
- Core Aspects of a Proposed Affective-Metacognitive Model
- Future Work
- Conclusions
- References
- Recommender Systems and the Social Web
- Introduction
- Background and Related Work
- Mapping Social Web Services Contribution to Classical Recommender Systems Approaches
- Evaluation
- Theoretical Use Case
- Discussion
- Reference
- Identifying Relevant YouTube Comments to Derive Socially Augmented User Models: A Semantically Enriched Machine Learning Approach
- Introduction
- Socially Augmented User Models: Research Roadmap
- The Social Noise Filtering Approach
- Filtering Noisy YouTube Comments: Methodology
- Pre-processing the YouTube Comments
- Building the Semantically Enriched Vocabulary
- Computing the Relevance Scores and Labelling the Comments
- Related Work
- Experimental Results
- Evaluation
- Conclusion and Future Work
- References
- DEMRA: Decision Making and Recommendation Acceptance Issues in Recommender Systems
- Decision Making and Recommendation Acceptance Issues in Recommender Systems
- Motivation and Objectives
- Summary of the Workshop Contributions
- Future Research Directions
- References
- Designing an Explanation Interface for Proactive Recommendations in Automotive Scenarios
- Introduction
- Fundamentals and Related Work
- Our Approach for Explanations in Proactive Recommender Systems
- Preliminary Study
- Overview
- Argument Assessment
- Explanation Process
- Evaluation
- User Study Setup
- Results
- Design of the In-car User Interface
- Unobstrusiveness
- Accessibility
- Transparency and Explanations
- Conclusions and Future Work
- References
- Group Decision Support for Requirements Negotiation
- Introduction
- IntelliReq Environment
- Application Scenario
- User Interface and Functionalities
- Empirical Study
- Study Design
- Study Hypotheses
- Study Results
- Related Work
- Conclusions
- References
- PALE: Personalization Approaches in Learning Environments
- Personalization Approaches in Learning Environments
- Introduction
- State of the Art
- Future Research Directions
- References
- A Procedure to Automatically Adapt Questions in Student - Pedagogic Conversational Agent Dialogues
- Introduction
- Related Work
- Procedure
- The Student Completes the Soloman-Felder Learning Styles Test
- The Student Completes the Big Five Personality Test
- The Teacher Introduces the Original Questions
- New Questions Are Generated
- Students Are Asked the Questions
- Experiment
- Conclusions and Future Work
- References
- Modelling Empathy in Social Robotic Companions
- Introduction
- Related Work
- Towards an Empathic Chess Companion
- Modelling the User's Affective State
- Adaptive Empathic Responses
- Experiment
- Procedure
- Results
- Discussion and Future Work
- References
- Understanding Student Attention to Adaptive Hints with Eye-Tracking
- Introduction
- The Prime Climb Game
- Sample Gaze Analysis
- Data Collection
- Analysis of Fixation Data: Subject 1
- Analysis of Fixation Data: Subject 2
- Summary of Results
- Conclusions and Future Work
- References
- Psycho-pedagogical Mash-Up Design for Personalising the Learning Environment
- Introduction
- Educational Components
- Learning Activities and Concepts of Learning Methods
- Learning Strategies and Learning Techniques
- Key Activities
- Concrete Activities
- The Self-regulated Learning Process Model
- Assigning Learning Techniques to Learning Strategies
- Assigning Widgets to Learning Techniques
- The Role of Competences
- Mash-Up Design Guidelines
- Guideline 1: Cover All Phases of the Self-regulated Learning Process Model
- Guideline 2: Tool Competence
- Guideline 3: Number of Widgets
- Guideline 4: Domain Aspects
- Guideline 5: Suggesting Concrete Learning Activities
- Support Strategies
- Recommendation Approach
- Template Approach
- Implementation Approach
- Validation and Evaluation Criteria
- Conclusion and Outlook
- References
- SASWeb: Semantic Adaptive Social Web
- Semantic Adaptive Social Web
- Introduction
- Main Trends in Social Semantic Web
- Discussion and Conclusions
- References
- Semantic Disambiguation and Contextualisation of Social Tags
- Introduction
- Semantic Contexts of Social Tags
- Tag Similarities
- Tag Clustering
- Semantically Contextualised Tag-Based Profiles
- Preliminary Analysis
- Datasets
- Tag Meanings and Contexts
- Tag Similarities
- Related Work
- Conclusions and Future Work
- References
- Folkview: A Multi-agent System Approach to Modeling Folksonomies
- Introduction
- Related Work
- Folkview: The Formal Model
- The Storage Layer
- The Semantic Layer
- The Social Layer
- The Presentation Layer
- Visualization and Authoring
- Dynamic Views
- Authoring
- Conclusion and Future Work
- References
- Selective Propagation of Social Data in Decentralized Online Social Network
- Introduction
- Background and Motivation
- Online Social Networks
- Decentralizing Online Social Networks
- Information Dissemination
- Modeling User Interests
- Summary
- Approach and Architecture
- System Architecture
- Selective Propagation of Social Data
- Evaluation through Simulation
- Conclusions
- References
- TRUM: Trust, Reputation and User Modeling
- Trust, Reputation and User Modeling
- Introduction
- Themes Represented
- T&R in UM
- UM in T&R
- User Trust
- Conclusions
- References
- Recommending Services in a Trust-Based Decentralized User Modeling System
- Introduction
- Literature Review
- User Modeling and Recommending Services
- Trust and Reputation
- Problem Statement
- Example Scenario
- Model
- Experiments and Discussion
- Experimental Setting
- Results
- Analysis
- Conclusion and Future Works
- References
- Building Trust Communities Using Social Trust
- Introduction
- Our Approach
- Social Trust Model
- Social Trust Definition
- Social Trust Information Collection
- Social Trust Evaluation
- Recommendation System
- Visualisation System
- Discussions and Future Work
- References
- Improving Access Control for Mobile Consumers of Services by Use of Context and Trust within the Call-Stack
- The Need to Re-think Access Control
- Mobile Consumers and Their Impact on Access-Control
- Services, Composite Services and Service Ecologies
- Using Call-Context to Determine Trust
- Adding Trust Evaluation to the Call Stack
- Integrating the Call-Stack Based Trust and Context into REST
- Summary and Future Work
- References
- The Influence of Interaction Attributes on Trust in Virtual Communities
- Introduction
- Trust in Virtual Communities
- Hypotheses
- Evaluation
- Data Collection
- Experiments
- Result Analysis
- Trust Ranking-Based Recommendation: TruRank
- Conclusions
- References
- Decision Making and Recommendation Protocol Based on Trust for Multi-agent Systems
- Introduction
- Motivation for Decision Making Protocol
- Trust as Multi-contextual Mental Attitude
- Trust Representation
- Multi-contextual Trust
- Decision Making and Recommendation Protocol
- Basic Protocol Notation
- Model Scenario
- Decision Making about the Agent for Cooperation
- Demonstration of Proposed Algorithm
- Experiments
- Basic Scenarios
- Good vs Malicious Agents
- Conclusion
- References
- Handling Subjective User Feedback for Reputation Computation in Virtual Reality
- Introduction
- Related Work
- Approach
- Sensory Stimuli
- User Feedback
- Subjectivity Alignment
- Reputation Computation
- Conclusion and Future Work
- References
- UMADR: User Modeling and Adaptation for Daily Routines: Providing Assistance to People with Special and Specific Needs
- User Modeling and Adaptation for Daily Routines: Providing Assistance to People with Special and Specific Needs
- Introduction
- Main Contributions
- Discussion and Future Directions
- References
- Guiding Patients in the Hospital
- Introduction
- MobiDay: Advisory Services for Patients and Clinicians
- MobiDay 1: A Mobile Application for Oncological Outpatients
- MobiDay 2: an Enhanced Web Based System
- Mobile Web Solution
- Workflow Management
- Distributed User Interfaces
- Research Issues
- Conclusions
- References
- Supportive Adaptive User Interfaces Inside and Outside the Home
- Introduction
- Related Work
- Adaptive User Interfaces
- Ambient Assisted Living and Ubiquitous Computing
- The Experience of the Laboratory of HCI for Special Needs
- Egoki Scenario
- The Egoki Architecture
- The Merged Architecture
- Models in the Merged Architecture
- User Interfaces in the Merged Architecture
- Validation Strategy
- Extending Daily Routine Support to Ubiquitous Services
- Conclusion and Discussion
- References
- User Models for Motivational Systems
- Introduction
- Summary of the Workshop Contributions
- Future Research Directions
- References
- Impact of Implicit and Explicit Affective Labeling on a Recommender System's Performance
- Introduction
- Problem Statement and Proposed Solution
- Related Work
- Affective Modeling in CBR Systems
- Emotions During Multimedia Items Consumption
- Affective Modeling in a CBR System
- Experiment
- Overview of the Emotion Detection Algorithm for Implicit Affective Labeling
- Overview of the CBR Procedure
- Affective CBR System Evaluation Methodology
- Results
- Discussion
- Pending Issues and Future Work
- Conclusion
- References
- Arguing about Emotion
- Introduction
- Emotions in the Law
- Various Forms
- Jury Instructions
- Analysis of Emotions
- Argumentation Schemes
- Emotional Argumentation Schemes for CALCRIMNo. 511
- Future Work and Conclusion
- References
- Motivating People in Smart Environments
- Introduction
- Ambient Persuasion and Well-Being
- The Proposed System
- An Overview of PORTIA
- The System Architecture
- An Example
- The Initial Phase
- The Persuasion Phase
- The Support Phase
- Conclusions and Future Work Directions
- References
- Towards Adaptive Recruitment and Engagement Mechanisms in Social Systems
- Introduction
- Related Work
- The Study
- The System
- The Study Design
- The Results
- Discussion and Future Work
- Conclusion
- References
- Selected Posters
- Towards a New Dimension for User Modeling: The Use of Sensory Vocabulary
- Introduction
- Method
- Results: The Use of Sensory Vocabulary in Forums
- Conclusions and Outlook
- References
- SERUM: Collecting Semantic User Behavior for Improved News Recommendations
- Introduction
- SERUM Architecture
- Conclusions
- References
- INGRID: A Web Service Tool for Hierarchical Open Learner Model Visualization
- Introduction
- Open Learner Model Visualization
- Conclusions
- References
- An Acceptance Model of Recommender Systems Based on a Large-Scale Internet Survey
- Introduction
- Large-Scale Internet Survey Using Pseudo-services
- Acceptance Model
- Discussion and Future Work
- References
- Author Index
