User Models for Adaptive Hypermedia and Adaptive Educational Systems

One distinctive feature of any adaptive system is the user model that represents essential information about each user. This chapter complements other chapters of this book in reviewing user models and user modeling approaches applied in adaptive Web systems. The presentation is structured along three dimensions: what is being modeled, how it is modeled, and how the models are maintained. After a broad overview of the nature of the information presented in these various user models, the chapter focuses on two groups of approaches to user model representation and maintenance: the overlay approach to user model representation and the uncertainty-based approach to user modeling.

[1]  Kathryn F. Gates,et al.  Toward an adaptive WWW: a case study in customised hypermedia , 1998, New Rev. Hypermedia Multim..

[2]  Alfred Kobsa,et al.  Adaptable and adaptive information provision for all users, including disabled and elderly people , 1998, New Rev. Hypermedia Multim..

[3]  Andrew Ortony,et al.  The Cognitive Structure of Emotions , 1988 .

[4]  Thomas A. Keenan Computers and education , 1964, CACM.

[5]  George D. Magoulas,et al.  Personalizing the Interaction in a Web-based Educational Hypermedia System: the case of INSPIRE , 2003, User Modeling and User-Adapted Interaction.

[6]  Peter Brusilovsky,et al.  Adaptive Navigation Support , 2007, The Adaptive Web.

[7]  Cristina Conati,et al.  Using Bayesian Networks to Manage Uncertainty in Student Modeling , 2002, User Modeling and User-Adapted Interaction.

[8]  Peter Dolog,et al.  Semantic Web Technologies for the Adaptive Web , 2007, The Adaptive Web.

[9]  Tsukasa Hirashima,et al.  Information Filtering Using User's Context on Browsing in Hypertext , 2004, User Modeling and User-Adapted Interaction.

[10]  Julita Vassileva An Architecture and Methodology for Creating a Domain‐Independent, Plan‐Based Intelligent Tutoring System , 1990 .

[11]  Carlo Strapparava,et al.  Hypernavigation in the physical space: adapting presentations to the user and to the situational context (Technical Note) , 1998, New Rev. Hypermedia Multim..

[12]  Diane J. Litman,et al.  On the interaction between plan recognition and intelligent interfaces , 1992, User Modeling and User-Adapted Interaction.

[13]  Peter Brusilovsky,et al.  Adaptive Hypermedia: An Attempt to Analyze and Generalize , 1996, MHVR.

[14]  Floriana Grasso,et al.  Adaptive Information for Consumers of Healthcare , 2007, The Adaptive Web.

[15]  Judy Kay,et al.  Ontologies for Scrutable Student Modelling in Adaptive E-Learning , 2004 .

[16]  Pablo Gervás,et al.  Personalisation in news delivery systems: Item summarization and multi-tier item selection using relevance feedback , 2005, Web Intell. Agent Syst..

[17]  Judy Kay Lies , damned lies and stereotypes : pragmatic approximations of users , 2003 .

[18]  José-Luis Pérez-de-la-Cruz,et al.  A Bayesian Diagnostic Algorithm for Student Modeling and its Evaluation , 2002, User Modeling and User-Adapted Interaction.

[19]  Miguel Toro,et al.  Advances in Artificial Intelligence — IBERAMIA 2002 , 2002, Lecture Notes in Computer Science.

[20]  Carla Simone,et al.  A configurable system for the construction of adaptive virtual stores , 1999, World Wide Web.

[21]  Beverly Park Woolf,et al.  Inferring learning and attitudes from a Bayesian Network of log file data , 2005, AIED.

[22]  M. Felisa Verdejo,et al.  I-PETER: Modelling Personalised Diagnosis and Material Selection for an Online English Course , 2002, IBERAMIA.

[23]  Peter Brusilovsky,et al.  Layered Evaluation of Topic-Based Adaptation to Student Knowledge , 2005 .

[24]  Alfred Kobsa,et al.  Interaction of domain expertise and interface design in adaptive educational hypermedia , 1999 .

[25]  Marcus Specht,et al.  Personalization and Context Management , 2005, User Modeling and User-Adapted Interaction.

[26]  Matthias Schneider-Hufschmidt,et al.  Adaptive User Interfaces: Principles and Practice , 1993 .

[27]  Steffen Staab,et al.  eLearning based on the semantic web , 2001 .

[28]  Marcus Specht,et al.  ACE - Adaptive Courseware Environment , 2000, AH.

[29]  Judith Masthoff Towards an Authoring Coach for Adaptive Web-Based Instruction , 2002, AH.

[30]  Serge Garlatti,et al.  Concept Filtering and Spatial Filtering in an Adaptive Information System , 2000, AH.

[31]  Natalia Stash,et al.  Authoring of learning styles in adaptive hypermedia: problems and solutions , 2004, WWW Alt. '04.

[32]  Patrick Brézillon,et al.  Lecture Notes in Artificial Intelligence , 1999 .

[33]  John R. Anderson,et al.  Student Modeling and Mastery Learning in a Computer-Based Proramming Tutor , 1992, Intelligent Tutoring Systems.

[34]  Antonija Mitrovic,et al.  An Intelligent SQL Tutor on the Web , 2003, Int. J. Artif. Intell. Educ..

[35]  John R. Anderson,et al.  Student modeling in the ACT Programming Tutor. , 1995 .

[36]  Paul De Bra,et al.  AHA! Adaptive Hypermedia for All , 2001, WebNet.

[37]  Wolfgang Nejdl,et al.  Adaptive Hyperbooks for Constructivist Teaching , 1999, Künstliche Intell..

[38]  Francisco Tanudjaja,et al.  Persona: a contextualized and personalized web search , 2002, Proceedings of the 35th Annual Hawaii International Conference on System Sciences.

[39]  Vania Dimitrova,et al.  Using fuzzy techniques to model students in web-based learning environments , 2003, Int. J. Artif. Intell. Tools.

[40]  R. Felder Reaching the Second Tier--Learning and Teaching Styles in College Science Education. , 1993 .

[41]  Douglas Cunliffe Daniel Tudhope,et al.  The New Review of Hypermedia and Multimedia , 1995 .

[42]  Craig D. B. Boyle,et al.  Metadoc: An Adaptive Hypertext Reading System , 1994 .

[43]  James Chen,et al.  Adaptive hypertext navigation based on user goals and context , 1993, User Modeling and User-Adapted Interaction.

[44]  Brendan Rousseau,et al.  Concept Relationship Types for AHA! 2.0 , 2002 .

[45]  Antonija Mitrovic,et al.  Optimising ITS Behaviour with Bayesian Networks and Decision Theory , 2001 .

[46]  Erik Duval,et al.  Concepts and documents for adaptive educational hypermedia: a model and a prototype , 1998 .

[47]  Paul De Bra,et al.  Teaching Hypertext and Hypermedia through the Web , 1996, J. Univers. Comput. Sci..

[48]  Christian A. Müller,et al.  Recognizing Time Pressure and Cognitive Load on the Basis of Speech: An Experimental Study , 2001, User Modeling.

[49]  Peter Brusilovsky,et al.  Web-Based Education for All: A Tool for Development Adaptive Courseware , 1998, Comput. Networks.

[50]  Joel D. Martin,et al.  J. Evaluation on an assessment system based on Bayesian student modeling , 1997 .

[51]  SchiaffinoSilvia,et al.  Evaluating Bayesian networks' precision for detecting students' learning styles , 2007 .

[52]  Wolfgang Nejdl,et al.  Adaptation in Open Corpus Hypermedia , 2001 .

[53]  Monique Grandbastien,et al.  ECSAIWeb: A Web-Based Authoring System to Create Adaptive Learning Systems , 2000, AH.

[54]  Julita Vassileva,et al.  DCG + GTE: Dynamic Courseware Generation with teaching expertise , 1998 .

[55]  Fabio Gasparetti,et al.  Personalized Search on the World Wide Web , 2007, The Adaptive Web.

[56]  Riichiro Mizoguchi,et al.  A framework for ICAI systems based on inductive inference and logic programming , 2009, New Generation Computing.

[57]  Cristina Conati,et al.  Adaptive Content Presentation for the Web , 2007, The Adaptive Web.

[58]  Peter Brusilovsky,et al.  ELM-ART: An Adaptive Versatile System for Web-based Instruction , 2001 .

[59]  Elaine Rich,et al.  Stereotypes and User Modeling , 1989 .

[60]  Jean Vanderdonckt,et al.  Applying model-based techniques to the development of UIs for mobile computers , 2001, IUI '01.

[61]  Dietrich Albert,et al.  RATH - A Relational Adaptive Tutoring Hypertext WWW-Environment Based on Knowledge Space Theory , 1997 .

[62]  C. Lebiere,et al.  The Atomic Components of Thought , 1998 .

[63]  Stellan Ohlsson,et al.  Constraint-Based Student Modeling , 1994 .

[64]  Michael J. Pazzani,et al.  A learning agent for wireless news access , 2000, IUI '00.

[65]  Peter Brusilovsky,et al.  Developing Adaptive Educational Hypermedia Systems: From Design Models to Authoring Tools , 2003 .

[66]  Peter Brusilovsky,et al.  Ontology-based Framework for User Model Interoperability in Distributed Learning Environments , 2005 .

[67]  Cristina Conati,et al.  Modelling Learning in an Educational Game , 2005, AIED.

[68]  Jirí Vomlel Bayesian Networks In Educational Testing , 2002, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[69]  Kwang Bok Lee,et al.  An adaptive viewing application for the web on personal digital assistants , 2003, SIGDOC '03.

[70]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[71]  Judy Kay,et al.  An Individualised Course for the C Programming Language , 1994, WWW Spring 1994.

[72]  Amruth Kumar,et al.  A Scalable Solution for Adaptive Problem Sequencing and Its Evaluation , 2006, AH.

[73]  Barry Smyth,et al.  WAP ing the Web: Content Personalisation for WAP-Enabled Devices , 2000, AH.

[74]  Kurt VanLehn,et al.  Looking Ahead to Select Tutorial Actions: A Decision-Theoretic Approach , 2004, Int. J. Artif. Intell. Educ..

[75]  Owen Conlan,et al.  Dynamic Composition and Personalization of PDA-based eLearning – Personalized mLearning , 2004 .

[76]  Stuart E. Middleton,et al.  Ontological user profiling in recommender systems , 2004, TOIS.

[77]  Anthony Jameson,et al.  Modelling both the Context and the User , 2001, Personal and Ubiquitous Computing.

[78]  Alex Pentland Socially Aware Computation and Communication , 2005, Computer.

[79]  David Benyon,et al.  Experience with Adaptive Interfaces , 1988, Comput. J..

[80]  Derek H. Sleeman,et al.  UMFE: A User Modelling Front-End Subsystem , 1985, Int. J. Man Mach. Stud..

[81]  Fabio Paternò,et al.  Intelligent analysis of user interactions with web applications , 2002, IUI '02.

[82]  Kurt VanLehn,et al.  Student Modeling from Conversational Test Data: A Bayesian Approach Without Priors , 1998, Intelligent Tutoring Systems.

[83]  Jim E. Greer,et al.  Inspectable Bayesian student modelling servers in multi-agent tutoring systems , 2004, Int. J. Hum. Comput. Stud..

[84]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.

[85]  Lora Aroyo,et al.  Using topic maps for web-based education , 2004 .

[86]  Ernest Ong,et al.  Personalising information assets in collaborative learning environments , 2005, AIED.

[87]  David J. McArthur,et al.  Skill-oriented task sequencing in an intelligent tutor for basic algebra , 1988 .

[88]  Piotr J. Gmytrasiewicz,et al.  User Modeling 2001 , 2001, Lecture Notes in Computer Science.

[89]  Gustaf Neumann,et al.  SKILL - A Scalable Internet-Based Teaching and Learning System , 1998, WebNet.

[90]  Siriwan Suebnukarn,et al.  Modeling individual and collaborative problem-solving in medical problem-based learning , 2006, User Modeling and User-Adapted Interaction.

[91]  Liliana Ardissono,et al.  An adaptive system for the personalized access to news , 2001, AI Commun..

[92]  Kasia Muldner,et al.  Using Similarity to Infer Meta-cognitive Behaviors During Analogical Problem Solving , 2005, User Modeling.

[93]  Oskar Dressler,et al.  Künstliche Intelligenz? , 1986, FIFF Jahrestagung.

[94]  Adam Moore,et al.  Autonavigation, links and narrative in an adaptive web-based integrated learning environment , 2002, WWW 2002.

[95]  Sebastiano Pizzutilo,et al.  User tailored hypermedia explanations , 1993, INTERCHI Adjunct Proceedings.

[96]  A. Dufresne,et al.  Cognitive Style and Its Implications for Navigation Strategies , 1997 .

[97]  Ralf Steinmetz,et al.  Dynamically Generated Tables of Contents as Guided Tours in Adaptive Hypermedia Systems , 1999 .

[98]  Liz Sonenberg,et al.  A Teaching Model Exploiting Cognitive Conflict Driven by a Bayesian Network , 2003, User Modeling.

[99]  Kristina Höök,et al.  A glass box approach to adaptive hypermedia , 1996, User Modeling and User-Adapted Interaction.

[100]  James R. Chen,et al.  User-Centered Indexing for Adaptive Information Access , 1996 .

[101]  Eric Horvitz,et al.  Decision theory in expert systems and artificial intelligenc , 1988, Int. J. Approx. Reason..

[102]  Eugene Santos,et al.  User Modelling for Intent Prediction in Information Analysis , 2003 .

[103]  J. Goguen L-fuzzy sets , 1967 .

[104]  E. Vesterinen,et al.  Affective Computing , 2009, Encyclopedia of Biometrics.

[105]  Ian H. Beaumont,et al.  User modelling in the interactive anatomy tutoring system ANATOM-TUTOR , 1994, User Modeling and User-Adapted Interaction.

[106]  David N. Chin KNOME: Modeling What the User Knows in UC , 1989 .

[107]  Licia Calvi,et al.  AHA! An open Adaptive Hypermedia Architecture , 1998, New Rev. Hypermedia Multim..

[108]  Robert D. Macredie,et al.  Cognitive styles and hypermedia navigation: Development of a learning model , 2002, J. Assoc. Inf. Sci. Technol..

[109]  Maarten van Someren,et al.  Discovering Stages in Web Navigation , 2005, User Modeling.

[110]  B. Bloom Taxonomy of educational objectives , 1956 .

[111]  Tom Murray,et al.  Authoring tools for advanced technology learning environments : toward cost-effective adaptive, interactive and intelligent educational software , 2003 .

[112]  Anthony Jameson,et al.  Numerical uncertainty management in user and student modeling: An overview of systems and issues , 2005, User Modeling and User-Adapted Interaction.

[113]  Michael J. Pazzani,et al.  Content-Based Recommendation Systems , 2007, The Adaptive Web.

[114]  Roland Klemke,et al.  ALE- Adaptive Learning Environment , 2001, WebNet.

[115]  Peter Brusilovsky,et al.  A Framework for Intelligent Knowledge Sequencing and Task Sequencing , 1992, Intelligent Tutoring Systems.

[116]  Sandra Katz,et al.  Modeling the Student in Sherlock II , 1992 .

[117]  Jonathan L. Herlocker,et al.  Evaluating collaborative filtering recommender systems , 2004, TOIS.

[118]  Gilbert Paquette,et al.  Explor@ Advisory Agent: Tracing the Student's Trail , 2001, WebNet.

[119]  Gordon I. McCalla,et al.  The design of the SCENT automated advisor , 1986, Comput. Intell..

[120]  Cristina Conati,et al.  Data-Driven Refinement of a Probabilistic Model of User Affect , 2005, User Modeling.

[121]  José-Luis Pérez-de-la-Cruz,et al.  Dynamic versus Static Student Models Based on Bayesian Networks: An Empirical Study , 2003, KES.

[122]  Dan Frankowski,et al.  Collaborative Filtering Recommender Systems , 2007, The Adaptive Web.

[123]  P. Dolog,et al.  Learner Modeling on the Semantic Web ? , 2005 .

[124]  Tsukasa Hirashima,et al.  Context-sensitive filtering for browsing in hypertext , 1998, IUI '98.

[125]  Ira P. Goldstein,et al.  The genetic graph: a representation for the evolution of procedural knowledge , 1979 .

[126]  R. Conejo,et al.  MEDEA: an Open Service-Based Learning Platform for Developing Intelligent Educational Systems for the Web , 2005 .

[127]  Ian H. Beaumont User modelling in the interactive anatomy tutoring system ANATOM-TUTOR , 1994 .

[128]  Alessandro Micarelli,et al.  User Profiles for Personalized Information Access , 2007, The Adaptive Web.

[129]  Keith Cheverst,et al.  Providing Tailored (Context-Aware) Information to City Visitors , 2000, AH.

[130]  Lakhmi C. Jain,et al.  Knowledge-Based Intelligent Information and Engineering Systems , 2004, Lecture Notes in Computer Science.

[131]  Giovanni Guida,et al.  User modeling in intelligent information retrieval , 1987, Inf. Process. Manag..

[132]  Marek J. Druzdzel,et al.  Building Probabilistic Networks: "Where Do the Numbers Come From?" Guest Editors Introduction , 2000, IEEE Trans. Knowl. Data Eng..

[133]  Abdulmotaleb El Saddik,et al.  MediBook: Combining Semantic Networks with Metadata for Learning Resources To Build a Web Based Learning System. , 2001 .

[134]  Bryce Allen,et al.  Cognitive and task influences on Web searching behavior , 2002, J. Assoc. Inf. Sci. Technol..

[135]  Andreas S. Pomportsis,et al.  The design and the formative evaluation of an adaptive educational system based on cognitive styles , 2003, Comput. Educ..

[136]  Franck Tarpin-Bernard,et al.  Modeling Elementary Cognitive Abilities for Adaptive Hypermedia Presentation , 2005, User Modeling and User-Adapted Interaction.

[137]  David Heckerman,et al.  A Tutorial on Learning with Bayesian Networks , 1998, Learning in Graphical Models.

[138]  John R. Anderson,et al.  Cognitive Tutors: Lessons Learned , 1995 .

[139]  Alfred Kobsa,et al.  User Models in Dialog Systems , 1989, Symbolic Computation.

[140]  Mihaela Cocea,et al.  Can Log Files Analysis Estimate Learners' Level of Motivation? , 2006, LWA.

[141]  Alessandro Micarelli,et al.  Anatomy and Empirical Evaluation of an Adaptive Web-Based Information Filtering System , 2004, User Modeling and User-Adapted Interaction.

[142]  Peter Brusilovsky,et al.  Open Corpus Adaptive Educational Hypermedia , 2007, The Adaptive Web.

[143]  Tanja Joerding Temporary user modeling for adaptive product presentations in the Web , 1999 .

[144]  Gordon Pask,et al.  A fresh look at cognition and the individual , 1972 .

[145]  Richard E. Neapolitan,et al.  Probabilistic reasoning in expert systems - theory and algorithms , 2012 .

[146]  Declan Dagger,et al.  An Architecture for Candidacy in Adaptive eLearning Systems to Facilitate the Reuse of Learning Resources , 2003 .

[147]  Joseph E. Beck,et al.  Engagement tracing: using response times to model student disengagement , 2005, AIED.

[148]  Mitsuru Ishizuka,et al.  Recognizing, Modeling, and Responding to Users' Affective States , 2005, User Modeling.

[149]  Juan Lopez,et al.  Web page adaptation for universal access , 2001, HCI.

[150]  Boris Brandherm,et al.  Gumo - The General User Model Ontology , 2005, User Modeling.

[151]  David Heckerman,et al.  A Tutorial on Learning with Bayesian Networks , 1999, Innovations in Bayesian Networks.

[152]  Bamshad Mobasher,et al.  Data Mining for Web Personalization , 2007, The Adaptive Web.

[153]  Ioannis Hatzilygeroudis,et al.  A Web-Based Intelligent Tutoring System Using Hybrid Rules as Its Representational Basis , 2002, Intelligent Tutoring Systems.

[154]  Stephan Weibelzahl,et al.  Developing Adaptive Internet Based Courses with the Authoring System NetCoach , 2001, OHS-7/SC-3/AH-3.

[155]  Klaus P. Jantke,et al.  Media and Service Integration for Professional E-Learning , 2004 .

[156]  Xin Jin,et al.  Task-Oriented Web User Modeling for Recommendation , 2005, User Modeling.

[157]  Robert J. Mislevy,et al.  The Role of Probability-Based Inference in an Intelligent Tutoring System. , 1995 .

[158]  Carlo Strapparava,et al.  Adaptive Hypermedia and Adaptive Web-Based Systems, 5th International Conference, AH 2008, Hannover, Germany, July 29 - August 1, 2008. Proceedings , 2008, AH.

[159]  Jim E. Greer,et al.  Adaptive Assessment Using Granularity Hierarchies and Bayesian Nets , 1996, Intelligent Tutoring Systems.

[160]  Alfred Kobsa,et al.  The Adaptive Web, Methods and Strategies of Web Personalization , 2007, The Adaptive Web.

[161]  W. Lewis Johnson,et al.  Tutoring Diagnostic Problem Solving , 2000, Intelligent Tutoring Systems.

[162]  Analía Amandi,et al.  Evaluating Bayesian networks' precision for detecting students' learning styles , 2007, Comput. Educ..

[163]  Ross Wilkinson,et al.  Generating Personal Travel Guides - And Who Wants Them? , 2001, User Modeling.

[164]  Owen Conlan,et al.  Combining Adaptive Hypermedia Techniques and Ontology Reasoning to Produce Dynamic Personalized News Services , 2006, AH.

[165]  Gerhard Fischer,et al.  User Modeling in Human–Computer Interaction , 2001, User Modeling and User-Adapted Interaction.

[166]  Fabio Pianesi,et al.  The influence of personality factors on visitor attitudes towards adaptivity dimensions for mobile museum guides , 2006, User Modeling and User-Adapted Interaction.

[167]  Ricardo Conejo,et al.  Introducing Prerequisite Relations in a Multi-layered Bayesian Student Model , 2005, User Modeling.

[168]  José-Luis Pérez-de-la-Cruz,et al.  Bayesian student modeling and the problem of parameter specification , 2001, Br. J. Educ. Technol..

[169]  Maria Samarakou,et al.  Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis , 2005, Inf. Sci..

[170]  C. A. Moore,et al.  Field-Dependent and Field-Independent Cognitive Styles and Their Educational Implications , 1977 .

[171]  S. Chipman,et al.  Cognitively diagnostic assessment , 1995 .

[172]  Darina Dicheva,et al.  A concept-based approach to support learning in a Web-based support environment , 2001 .

[173]  G. Klyne,et al.  Composite Capability/Preference Profiles (CC/PP) : Structure and Vocabularies , 2001 .

[174]  Cristina Conati,et al.  Probabilistic Student Modelling to Improve Exploratory Behaviour , 2004, User Modeling and User-Adapted Interaction.

[175]  Sami Jokela,et al.  The role of structured content in a personalized news service , 2001, Proceedings of the 34th Annual Hawaii International Conference on System Sciences.

[176]  Antonio Krüger,et al.  Adaptive Mobile Guides , 2007, The Adaptive Web.

[177]  Paul Brna,et al.  User Modeling 2005, 10th International Conference, UM 2005, Edinburgh, Scotland, UK, July 24-29, 2005, Proceedings , 2005, User Modeling.

[178]  Carlo Strapparava,et al.  Improving User Modelling with Content-Based Techniques , 2001, User Modeling.

[179]  Liliana Ardissono,et al.  Tailoring the Interaction with Users in Web Stores , 2000, User Modeling and User-Adapted Interaction.

[180]  L. Miguel Encarnação Multi-level user support through adaptive hypermedia: a highly application-independent help component , 1997, IUI '97.

[181]  Paul De Bra,et al.  AHA! Version 2.0, More adaptation flexibility for authors , 2002 .

[182]  Martha C. Polson,et al.  Foundations of intelligent tutoring systems , 1988 .

[183]  Julita Vassileva,et al.  Multi-Agent Multi-User Modeling in I-Help , 2003, User Modeling and User-Adapted Interaction.

[184]  Meike Gonschorek,et al.  Using Hypertext for an Adaptive Helpsystem in an Intelligent Tutoring System , 1995 .

[185]  Fabio Paternò,et al.  An Environment for Designing and Developing Multi-Platform Interactive Applications , 2003 .

[186]  Albrecht Schmidt,et al.  There is more to context than location , 1999, Comput. Graph..

[187]  Serge Garlatti,et al.  Adaptive On-Line Information System by means of a Task Model and Spatial Views , 1999, WWW 1999.

[188]  Jim Reye Two-Phase Updating of Student Models Based on Dynamic Belief Networks , 1998, Intelligent Tutoring Systems.

[189]  Juan E. Gilbert,et al.  Arthur: Adapting Instruction to Accommodate Learning Style , 1999, WebNet.

[190]  Bert Bredeweg,et al.  Student Modelling: The Key to Individualized Knowledge-Based Instruction , 2010, NATO ASI Series.

[191]  Chris Mellish,et al.  Conversation in the museum: experiments in dynamic hypermedia with the intelligent labelling explorer , 1998, New Rev. Hypermedia Multim..

[192]  Barry Smyth,et al.  Advances in Case-Based Reasoning , 1996, Lecture Notes in Computer Science.

[193]  Jim E. Greer,et al.  SMODEL Server: Student Modelling in Distributed Multi-Agent Tutoring Systems , 2001 .

[194]  Peter Brusilovsky,et al.  User Modeling 2003 , 2003, Lecture Notes in Computer Science.

[195]  Maomi Ueno,et al.  Intelligent LMS with an agent that learns from log data , 2005 .

[196]  Cord Hockemeyer,et al.  Adaptive Assessment and Training Using the Neighbourhood of Knowledge States , 1996, Intelligent Tutoring Systems.

[197]  Julita Vassileva A task-centered approach for user modeling in a hypermedia office documentation system , 1996 .

[198]  Pilar Rodríguez Marín,et al.  Dynamic generation of adaptive Internet-based courses , 1999, J. Netw. Comput. Appl..

[199]  Peter Brusilovsky,et al.  ELM-ART: An Intelligent Tutoring System on World Wide Web , 1996, Intelligent Tutoring Systems.

[200]  Craig D. B. Boyle,et al.  Metadoc: An adaptive hypertext reading system , 1994, User Modeling and User-Adapted Interaction.

[201]  Andreas S. Pomportsis,et al.  The value of adaptivity based on cognitive style: an empirical study , 2004, Br. J. Educ. Technol..

[202]  Yuliang Liu,et al.  Cognitive Styles and Distance Education. , 1999 .

[203]  Maria Virvou,et al.  Modelling the student to individualise tutoring in a web-based ICALL , 2003 .

[204]  Elaine Rich,et al.  Building and Exploiting User Models , 1979, IJCAI.

[205]  Alessandro Micarelli,et al.  A Case-Based System for Adaptive Hypermedia Navigation , 1996, EWCBR.

[206]  Wee Sun Lee,et al.  Personalization of web content for wireless mobile device , 2004, 2004 IEEE Wireless Communications and Networking Conference (IEEE Cat. No.04TH8733).

[207]  Peter Brusilovsky,et al.  Domain, task, and user models for an adaptive hypermedia performance support system , 2002, IUI '02.

[208]  Robert R. Korfhage,et al.  Information Storage and Retrieval , 1963 .

[209]  Alenka Kavcic,et al.  Fuzzy user modeling for adaptation in educational hypermedia , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[210]  Peter Dolog,et al.  Personalization in distributed e-learning environments , 2004, WWW Alt. '04.

[211]  Cristina Conati,et al.  A computer framework to support self-explanation* , 1998 .

[212]  Barry Smyth,et al.  Recommendation to Groups , 2007, The Adaptive Web.

[213]  Tomás A. Pérez,et al.  An Adaptive Hypermedia System , 1995 .