This book constitutes the proceedings of the Second International Conference on User Modeling, Adaptation, and Personalization, held on Big Island, HI, USA, in June 2010. This annual conference was merged from the biennial conference series User Modeling, UM, and the conference on Adaptive Hypermedia and Adaptive Web-Based Systems, AH. The 26 long papers and 6 short papers presented together with 7 doctoral consortium papers, 2 invited talks, and 4 industry panel papers were carefully reviewed and selected from 161 submissions. The tutorials and workshops were organized in topical sections on intelligent techniques for web personalization and recommender systems; pervasive user modeling and personalization; user models for motivational systems; adaptive collaboration support; architectures and building blocks of web-based user adaptive systems; adaptation and personalization in e-b/learning using pedagogic conversational agents; and user modeling and adaptation for daily routines.
Keynote Speakers
Modeling Emotion and its Expression in Virtual Humans (Extended Abstract) Stacy Marsella Marsella, Stacy 1
AdHeat An Influence-Based Diffusion Model for Propagating Hints to Personalize Social Ads (Abstract) Edward Y. Chang Chang, Edward Y. 3
Full Research Papers
Can Concept-Based User Modeling Improve Adaptive Visualization? Peter Brusilovsky Brusilovsky, Peter 4
Interweaving Public User Profiles on the Web Daniel Krause Krause, Daniel 16
Modeling Long-Term Search Engine Usage Susan T. Dumais Dumais, Susan T. 28
Analysis of Strategies for Building Group Profiles Cedric Bernier Bernier, Cedric 40
Contextual Slip and Prediction of Student Performance After Use of an Intelligent Tutor Stephen Giguere Giguere, Stephen 52
Working Memory Span and E-Learning: The Effect of Personalization Techniques on Learners' Performance George Samaras Samaras, George 64
Scaffolding Self-directed Learning with Personalized Learning Goal Recommendations Cornelia Gerdenitsch Gerdenitsch, Cornelia 75
Instructional Video Content Employing User Behavior Analysis: Time Dependent Annotation with Levels of Detail Yutaka Ishii Ishii, Yutaka 87
A User-and Item-Aware Weighting Scheme for Combining Predictive User Models Ingrid Zukerman Zukerman, Ingrid 99
PersonisJ: Mobile, Client-Side User Modelling Rainer Wasinger Wasinger, Rainer 111
Twitter, Sensors and UI: Robust Context Modeling for Interruption Management Donald J. Patterson Patterson, Donald J. 123
Ranking Feature Sets for Emotion Models Used in Classroom Based Intelligent Tutoring Systems Winslow Burleson Burleson, Winslow 135
Inducing Effective Pedagogical Strategies Using Learning Context Features Pamela Jordan Jordan, Pamela 147
"Yes!": Using Tutor and Sensor Data to Predict Moments of Delight during Instructional Activities Kurt Van Lehn Van Lehn, Kurt 159
A Personalized Graph-Based Document Ranking Model Using a Semantic User Profile Mohand Boughanem Boughanem, Mohand 171
Interaction and Personalization of Criteria in Recommender Systems Yi Zhang Yi, Zhang 183
Collaborative Inference of Sentiments from Texts Fabian Bohnert Bohnert, Fabian 195
User Modelling for Exclusion and Anomaly Detection: A Behavioural Intrusion Detection System Helen Ashman Ashman, Helen 207
Introspective Views: An Interface for Scrutinizing Semantic User Models Martin Welsch Welsch, Martin 219
Analyzing Community Knowledge Sharing Behavior Vania Dimitrova Dimitrova, Vania 231
A Data-Driven Technique for Misconception Elicitation Jaime Galvez Galvez, Jaime 243
Modeling Individualization in a Baycsian Networks Implementation of Knowledge Tracing Neil T. Heffernan Heffernan, Neil T. 255
Detecting Gaming the System in Constraint-Based Tutors Moffat Mathews Mathews, Moffat 267
Bayesian Credibility Modeling for Personalized Recommendation in Participatory Media Robin Cohen Cohen, Robin 279
A Study on User Perception of Personality-Based Recommender Systems Pearl Pu Pu, Pearl 291
Compass to Locate the User Model I Need: Building the Bridge between Researchers and Practitioners in User Modeling Liana Razmerita Razmerita, Liana 303
Industry Papers
myCOMAND Automotive User Interface: Personalized Interaction with Multimedia Content Based on Fuzzy Preference Modeling Andreas Nurnberger Nurnberger, Andreas 315
User Modeling for Telecommunication Applications: Experiences and Practical Implications Nuria Oliver Oliver, Nuria 327
Mobile Web Profiling: A Study of Off-Portal Surfing Habits of Mobile Users Ruben Lara Lara, Ruben 339
Personalized Implicit Learning in a Music Recommender System Jan Korst Korst, Jan 351
Short Research Papers
Personalised Pathway Prediction Ingrid Zukerman Zukerman, Ingrid 363
Towards a Customization of Rating Scales in Adaptive Systems Cristina Gena Gena, Cristina 369
Eye-Tracking Study of User Behavior in Recommender Interfaces Pearl Pu Pu, Pearl 375
Recommending Food: Reasoning on Recipes and Ingredients Shlomo Berkovsky Berkovsky, Shlomo 381
Disambiguating Search by Leveraging a Social Context Based on the Stream of User's Activity Maria Bielikova Bielikova, Maria 387
Features of an Independent Open Learner Model Influencing Uptake by University Students Susan Bull Bull, Susan 393
Doctoral Consortium Papers
Recognizing and Predicting the Impact on Human Emotion (Affect) Using Computing Systems David G. Cooper Cooper, David G. 399
Utilising User Texts to Improve Recommendations Yanir Seroussi Seroussi, Yanir 403
Semantically-Enhanced Ubiquitous User Modeling Till Plumbaum Plumbaum, Till 407
User Modeling Based on Emergent Domain Semantics Maria Bielikova Bielikova, Maria 411
"Biographic Spaces": A Personalized Smoking Cessation Intervention in Second Life Luis Saboga-Nunea Saboga-Nunea, Luis 415
Task-Based User Modelling for Knowledge Work Support Siegfried Handschuh Handschuh, Siegfried 419
Enhancing User Interaction in Virtual Environments through Adaptive Personalized 3D Interaction Techniques Chris Raymaekers Raymaekers, Chris 423
Author Index 427
Overview
This book constitutes the proceedings of the Second International Conference on User Modeling, Adaptation, and Personalization, held on Big Island, HI, USA, in June 2010. This annual conference was merged from the biennial conference series User Modeling, UM, and the conference on Adaptive Hypermedia and Adaptive Web-Based Systems, AH. The 26 long papers and 6 short papers presented together with 7 doctoral consortium papers, 2 invited talks, and 4 industry panel papers were carefully reviewed and selected from ...