Navigation Support for Learners in Informal Learning Networks

Drachsler, H. (2009). Navigation Support for Learners in Informal Learning Networks. October, 16, 2009, Heerlen, The Netherlands: Open University of the Netherlands, CELSTEC. SIKS Dissertation Series No. 2009-37. ISBN 9789079447312.

[1]  P. Groot,et al.  A Theoretical and Empirical Analysis of Approximation in Symbolic Problem Solving , 2004 .

[2]  James Surowiecki The wisdom of crowds: Why the many are smarter than the few and how collective wisdom shapes business, economies, societies, and nations Doubleday Books. , 2004 .

[3]  M.A.J. van Gerven,et al.  Bayesian networks for clinical decision support: A rational approach to dynamic decision-making under uncertainty , 2007 .

[4]  Derry O'Sullivan,et al.  Improving Case-Based Recommendation: A Collaborative Filtering Approach , 2002, ECCBR.

[5]  Yoav Shoham,et al.  Fab: content-based, collaborative recommendation , 1997, CACM.

[6]  Nikos Manouselis,et al.  Analysis and Classification of Multi-Criteria Recommender Systems , 2007, World Wide Web.

[7]  Peter Van Rosmalen,et al.  Supporting the tutor in the design and support of adaptive e-learning , 2008 .

[8]  Dennis Reidsma,et al.  Annotations and subjective machines of annotators, embodied agents, users, and other humans , 2008 .

[9]  John Riedl,et al.  Analysis of recommendation algorithms for e-commerce , 2000, EC '00.

[10]  Jan Broersen Modal Action Logics for Reasoning about Reactive Systems , 2003 .

[11]  W. Teepe Reconciling Information Exchange and Confidentiality, A Formal Approach , 2007 .

[12]  Marco Kalz,et al.  Placement Support for Learners in Learning Networks , 2006 .

[13]  Sean M. McNee,et al.  Getting to know you: learning new user preferences in recommender systems , 2002, IUI '02.

[14]  Mark van Setten,et al.  Supporting People in Finding Information: Hybrid Recommender Systems and Goal-Based Structuring , 2005 .

[15]  Umberto Straccia,et al.  Recommenders in a personalized, collaborative digital library environment , 2007, Journal of Intelligent Information Systems.

[16]  Sander Evers,et al.  Sensor data management with probabilistic models , 2009 .

[17]  Hans Hummel,et al.  Personal recommender systems for learners in lifelong learning: requirements, techniques and model , 2007 .

[18]  Sean M. McNee,et al.  Making recommendations better: an analytic model for human-recommender interaction , 2006, CHI Extended Abstracts.

[19]  H. Stuckenschmidt,et al.  Ontology-Based Information Sharing in Weakly Structured Environments , 2003 .

[20]  Mimi Recker,et al.  Collaborative Information Filtering: A Review and an Educational Application , 2004, Int. J. Artif. Intell. Educ..

[21]  Rob Nadolski,et al.  Effects of the ISIS Recommender System for Navigation Support in self-organised Learning Networks , 2009, J. Educ. Technol. Soc..

[22]  Sheizaf Rafaeli,et al.  QSIA - a Web-based environment for learning, assessing and knowledge sharing in communities , 2004, Comput. Educ..

[23]  E. Deci,et al.  Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. , 2000, The American psychologist.

[24]  Natalia Stash,et al.  Incorporating cognitive/learning styles in a general-purpose adaptive hypermedia system , 2007, LINK.

[25]  Ans A. G. Steuten A contribution to the linguistic analysis of business conversations within the language/action perspective , 1998 .

[26]  Stefan Manegold,et al.  Understanding, modeling, and improving main-memory database performance , 2002 .

[27]  F. P. Terpstra,et al.  Scientific workflow design : theoretical and practical issues , 2008 .

[28]  Harold Boley,et al.  RACOFI: A Rule-Applying Collaborative Filtering System , 2003 .

[29]  Karianne Vermaas,et al.  Fast diffusion and broadening use: A research on residential adoption and usage of broadband internet in the Netherlands between 2001 and 2005 , 2007 .

[30]  Bradley N. Miller,et al.  Experiences with GroupLens: marking usenet useful again , 1997 .

[31]  Mimi Recker,et al.  What do you recommend? Implementation and analyses of collaborative information filtering of web resources for education , 2003 .

[32]  van Arthur H. Bunningen Context-aware querying : better answers with less effort , 2008 .

[33]  Mary Zajicek Web 2.0: hype or happiness? , 2007, W4A '07.

[34]  Erik Duval,et al.  Special Issue on Social Information Retrieval for Technology Enhanced Learning , 2009, J. Digit. Inf..

[35]  ACADEMISCH PROEFSCHRIFT,et al.  On Computer-Aided Methods for Modeling and Analysis of Organizations , 2007 .

[36]  Brian Bischof,et al.  Web Application Development , 2004 .

[37]  William W. Cohen,et al.  Recommendation as Classification: Using Social and Content-Based Information in Recommendation , 1998, AAAI/IAAI.

[38]  E. G. Boltjes,et al.  Voorbeeldig onderwijs : voorbeeldgestuurd onderwijs, een opstap naar abstract denken, vooral voor meisjes , 2004 .

[39]  Lora Aroyo,et al.  OntoAIMS: ontological approach to courseware authoring , 2004 .

[40]  John Riedl,et al.  GroupLens: an open architecture for collaborative filtering of netnews , 1994, CSCW '94.

[41]  Marko Smiljanic,et al.  XML schema matching : balancing efficiency and effectiveness by means of clustering , 2006 .

[42]  W.C.A. Wijngaards,et al.  Agent-Based Modelling of Dynamics: Biological and Organisational Applications , 2002 .

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

[44]  Peter Boncz,et al.  UvA-DARE ( Digital Academic Repository ) Monet ; a next-Generation DBMS Kernel For Query-Intensive Applications , 2007 .

[45]  Marijn Huijbregts,et al.  Segmentation, diarization and speech transcription : surprise data unraveled , 2008 .

[46]  Panagiotis Symeonidis,et al.  Tag recommendations based on tensor dimensionality reduction , 2008, RecSys '08.

[47]  Boris Shishkov,et al.  Software Specification Based on Re-usable Business Components , 2005 .

[48]  R. Arendsen,et al.  Geen bericht, goed bericht : een onderzoek naar de effecten van de introductie van elektronisch berichtenverkeer met de overheid op de administratieve lasten van bedrijven , 2008 .

[49]  Bart Willem Schermer,et al.  Software Agents, Surveillance and the right to privacy , 2007 .

[50]  Christian Posse,et al.  Bayesian Mixed-Effects Models for Recommender Systems , 1999 .

[51]  F. Coffield The necessity of Informal learning , 2000 .

[52]  I. van de Weerd,et al.  Advancing in software product management: An incremental method engineering approach , 2009 .

[53]  Niels Nes,et al.  Image database management systems design considerations algorithms and architecture , 2000 .

[54]  Gordon I. McCalla,et al.  The Pedagogical Value of Papers: a Collaborative-Filtering based Paper Recommender , 2009, J. Digit. Inf..

[55]  Ralph G. Brockett,et al.  Self-Direction in Adult Learning , 1991 .

[56]  Pavel Serdyukov,et al.  Search for expertise : going beyond direct evidence , 2009 .

[57]  Ian Soboroff. Charles Nicholas Combining Content and Collaboration in Text Filtering , 1999 .

[58]  Rob Koper,et al.  Increasing Learner Retention in a Simulated Learning Network Using Indirect Social Interaction , 2005, J. Artif. Soc. Soc. Simul..

[59]  Cristina Baroglio,et al.  Reasoning-Based Curriculum Sequencing and Validation: Integration in a Service-Oriented Architecture , 2007, EC-TEL.

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

[61]  Gediminas Adomavicius,et al.  Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions , 2005, IEEE Transactions on Knowledge and Data Engineering.

[62]  Laura Hollink,et al.  Semantic annotation for retrieval of visual resources , 2006 .

[63]  Neerincx,et al.  Human-computer interaction and presence in virtual reality exposure therapy , 2003 .

[64]  H. Koning Communication of IT-Architecture , 2008 .

[65]  Hendrik Drachsler,et al.  Social Network Analysis Tool for Navigation Support of Learners in Learning Networks , 2008 .

[66]  Raymond J. Mooney,et al.  Content-boosted collaborative filtering for improved recommendations , 2002, AAAI/IAAI.

[67]  Peter Van Rosmalen,et al.  Ad hoc transient communities to enhance social interaction and spread tutor responsibilities , 2007 .

[68]  D.C. Schmidt,et al.  Distributed Object Computing , 1997, IEEE Communications Magazine.

[69]  A. de Moor,et al.  Empowering communities: A method for the legitimate user-driven specification of network information systems , 1999 .

[70]  Ingmar Weber,et al.  Personalized, interactive tag recommendation for flickr , 2008, RecSys '08.

[71]  W. H. van Atteveldt,et al.  Semantic Network Analysis: Techniques for Extracting, Representing, and Querying Media Content , 2008 .

[72]  Rob Koper,et al.  Representing the Learning Design of Units of Learning , 2004, J. Educ. Technol. Soc..

[73]  Gediminas Adomavicius,et al.  Incorporating contextual information in recommender systems using a multidimensional approach , 2005, TOIS.

[74]  John Riedl,et al.  Recommender systems in e-commerce , 1999, EC '99.

[75]  Henk Ernst Blok Database Optimization Aspects for Information Retrieval , 2002 .

[76]  Marko Balabanovic,et al.  Exploring Versus Exploiting when Learning User Models for Text Recommendation , 2004, User Modeling and User-Adapted Interaction.

[77]  Scott Wilson Future VLE - The Visual Vision , 2005 .

[78]  Fridolin Wild,et al.  Designing for Change: Mash-Up Personal Learning Environments , 2008 .

[79]  Jon Dron,et al.  CoFIND - An experiment in N-dimensional collaborative filtering , 2000, J. Netw. Comput. Appl..

[80]  Colin Tattersall,et al.  Self-organising navigational support in lifelong learning: How predecessors can lead the way , 2007, Comput. Educ..

[81]  Gordon I. McCalla,et al.  Beyond Learners' Interest: Personalized Paper Recommendation Based on Their Pedagogical Features for an e-Learning System , 2004, PRICAI.

[82]  J. Avery,et al.  The long tail. , 1995, Journal of the Tennessee Medical Association.

[83]  Edward I. George,et al.  A bayesian model for collaborative filtering , 1999, AISTATS.

[84]  Helen Colley,et al.  Non-formal learning: mapping the conceptual terrain, a consultation report , 2002 .

[85]  S. J. Karlsson Scalable distributed data structures for database management , 2000 .

[86]  David Benyon,et al.  Adaptive systems: A solution to usability problems , 1993, User Modeling and User-Adapted Interaction.

[87]  Hans Hummel,et al.  Recommendations for learners are different: Applying memory-based recommender system techniques to lifelong learning , 2007 .

[88]  Henning Rode,et al.  From Document to Entity Retrieval: Improving Precision and Performance of Focused Text Search , 2008 .

[89]  Thomas Hofmann,et al.  Latent semantic models for collaborative filtering , 2004, TOIS.

[90]  Roelof van Zwol,et al.  Flickr tag recommendation based on collective knowledge , 2008, WWW.

[91]  Greg Linden,et al.  Amazon . com Recommendations Item-to-Item Collaborative Filtering , 2001 .

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

[93]  Thijs Westerveld,et al.  Using generative probabilistic models for multimedia retrieval , 2005, SIGF.

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

[95]  Jacob Lenting Informed gambling : conception and analysis of a multi-agent mechanism for discrete reallocation , 1999 .

[96]  Platform Symphony,et al.  Smart recommendation for an evolving e-learning system: architecture and experiment. , 2007 .

[97]  David M. Pennock,et al.  Categories and Subject Descriptors , 2001 .

[98]  C. van Nimwegen,et al.  The paradox of the guided user: assistance can be counter-effective , 2008 .

[99]  V. Bessa Machado Supporting the Construction of Qualitative Knowledge models , 2004 .

[100]  Harris Wu,et al.  Harvesting social knowledge from folksonomies , 2006, HYPERTEXT '06.

[101]  Fernando Luiz Koch,et al.  An Agent-Based Model for the Development of Intelligent Mobile Services , 2009 .

[102]  Trung Huu Bui,et al.  Toward affective dialogue management using partially observable Markov decision processes , 2008 .

[103]  Simone Braun,et al.  Ontology Maturing: a Collaborative Web 2.0 Approach to Ontology Engineering , 2007, CKC.

[104]  Judith Wusteman,et al.  Using Ajax to Empower Dynamic Searching , 2006 .

[105]  M. Żukowski,et al.  Balancing vectorized query execution with bandwidth-optimized storage , 2009 .

[106]  Bamshad Mobasher,et al.  Personalized recommendation in social tagging systems using hierarchical clustering , 2008, RecSys '08.

[107]  Simon Keizer,et al.  Reasoning under Uncertainty in Natural Language Dialogue using Bayesian Networks , 2003 .

[108]  Lai Xu Monitoring multi-party contracts for E-business , 2004 .

[109]  Jaap Gordijn,et al.  Value-based requirements engineering: exploring innovative e-commerce ideas , 2003, Requirements Engineering.

[110]  Dai Griffiths,et al.  Distributing education services to personal and institutional systems using Widgets , 2008 .

[111]  Jurriaan van Diggelen,et al.  Achieving semantic interoperability in multi-agent systems: A dialogue-based approach , 2007 .

[112]  Rob Koper,et al.  Effective Learning Networks , 2005 .

[113]  Bela Mutschler,et al.  Modeling and simulating causal dependencies on process-aware information systems from a cost perspective , 2008 .

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

[115]  B. Tabachnick,et al.  Using Multivariate Statistics , 1983 .

[116]  Wojciech Janusz Jamroga,et al.  Using multiple models of reality: on agents who know how to play safer , 2004 .

[117]  Sheizaf Rafaeli,et al.  Social Recommender Systems: Recommendations in Support of E-Learning , 2005, Int. J. Distance Educ. Technol..

[118]  Johan van den Akker,et al.  DEGAS: an active, temporal database of autonomous objects , 1998 .

[119]  Ronald Poppe,et al.  Discriminative vision-based recovery and recognition of human motion , 2009 .

[120]  Koen V. Hindriks,et al.  Agent programming languages: programming with mental models , 2001 .

[121]  C.M.T. Metselaar,et al.  Sociaal-organisatorische gevolgen van kennistechnologie : een procesbenadering en actorperspectief , 2000 .

[122]  Katalin Boer-Sorban Agent-Based Simulation of Financial Markets: A Modular, Continuous-time Approach , 2008 .

[123]  L. H. Christoph The role of metacognitive skills in learning to solve problems , 2006 .

[124]  Jon Dron,et al.  CoFIND: steps towards a self-organising learning environment , 2000, WebNet.

[125]  Thomas J. Shuell,et al.  Designing Instructional Computing Systems for Meaningful Learning , 1992 .

[126]  Stefan Visscher,et al.  Bayesian network models for the management of ventilator-associated pneumonia , 2008 .

[127]  H.H.L.M. Donkers,et al.  NOSCE HOSTEM: Searching with Opponent Models , 1997 .

[128]  Marcus Specht,et al.  Ten-Competence: Life-Long Competence Development and Learning , 2006 .

[129]  S. Bocconi,et al.  Vox Populi : generating video documentaries from semantically annotated media repositories , 2006 .

[130]  Riina Vuorikari Can social information retrieval enhance the discovery and reuse of digital educational content? , 2007, RecSys '07.

[131]  Hsinchun Chen,et al.  A Comparison of Collaborative-Filtering Recommendation Algorithms for E-commerce , 2007, IEEE Intelligent Systems.

[132]  John Riedl,et al.  Recommender Systems for Large-scale E-Commerce : Scalable Neighborhood Formation Using Clustering , 2002 .

[133]  L. S. Vygotksy Mind in society: the development of higher psychological processes , 1978 .

[134]  Gordon I. McCalla,et al.  Utilizing Artificial Learners to Help Overcome the Cold-Start Problem in a Pedagogically-Oriented Paper Recommendation System , 2004, AH.

[135]  Michael J. Pazzani,et al.  A Framework for Collaborative, Content-Based and Demographic Filtering , 1999, Artificial Intelligence Review.

[136]  Demetrios G. Sampson,et al.  Adaptive Learning Resources Sequencing in Educational Hypermedia Systems , 2005, J. Educ. Technol. Soc..

[137]  E. Duval,et al.  Visualizing Social Bookmarks , 2007 .

[138]  Colin Tattersall,et al.  Latent semantic analysis as a tool for learner positioning in learning networks for lifelong learning , 2004, Br. J. Educ. Technol..

[139]  Fridolin Wild,et al.  Mash-Up Personal Learning Environments , 2011 .

[140]  Bob van der Vecht,et al.  Adjustable Autonomy: Controling Influences on Decision Making , 2009 .

[141]  Gord McCalla,et al.  The Ecological Approach to the Design of E-Learning Environments: Purpose-based Capture and Use of Information About Learners , 2004 .

[142]  Roelof van Zwol Modelling and searching web-based document collections , 2002 .

[143]  John Riedl,et al.  Combining Collaborative Filtering with Personal Agents for Better Recommendations , 1999, AAAI/IAAI.

[144]  G. Jonker Efficient and Equitable Exchange in Air Traffic Management Plan Repair using Spender-signed Currency , 2008 .

[145]  Pythagoras Karampiperis,et al.  Exploiting Image Segmentation Techniques for Social Filtering of Educational Content , 2008 .

[146]  Robin D. Burke,et al.  Hybrid Recommender Systems: Survey and Experiments , 2002, User Modeling and User-Adapted Interaction.

[147]  Rob Nadolski,et al.  How to Set Up Simulations for Designing Light-Weight Personalised Recommender Systems , 2009, Learning Network Services for Professional Development.

[148]  A. J. Lehmann Causation in artificial intelligence and law : a modelling approach , 2003 .

[149]  R. Galatzer-Levy Emergence , 2002 .

[150]  John Riedl,et al.  An Empirical Analysis of Design Choices in Neighborhood-Based Collaborative Filtering Algorithms , 2002, Information Retrieval.

[151]  Rik Eshuis,et al.  Semantics and Verification of UML Activity Diagrams for Workflow Modelling , 2002 .

[152]  Rob Nadolski,et al.  Simulating Light-Weight Personalised Recommender Systems in Learning Networks: A Case for Pedagogy-Oriented and Rating-Based Hybrid Recommendation Strategies , 2009, J. Artif. Soc. Soc. Simul..

[153]  N. Manouselis,et al.  Simulated Analysis of MAUT Collaborative Filtering for Learning Object Recommendation , 2008 .

[154]  Deborah M. Gordon,et al.  Ants at Work - How an Insect Society Is Organized , 1999 .

[155]  van Joeri Ruth Flattening queries over nested data types , 2006 .

[156]  Christian Glahn,et al.  Contextual support of social engagement and reflection on the Web , 2009 .

[157]  Lloyd Rutledge,et al.  ReMashed - Recommendations for Mash-Up Personal Learning Environments , 2009, EC-TEL.

[158]  John Riedl,et al.  Explaining collaborative filtering recommendations , 2000, CSCW '00.

[159]  van Boris Wessel Schooten,et al.  Development and Specification of Virtual Environments , 2003 .

[160]  A. J. Hommersom,et al.  On the Application of Formal Methods to Clinical Guidelines, an Artificial Intelligence Perspective , 2008 .

[161]  Davide Grossi,et al.  Designing invisible handcuffs : Formal investigations in institutions and organizations for multi-agent systems , 2007 .

[162]  Mark Claypool,et al.  Combining Content-Based and Collaborative Filters in an Online Newspaper , 1999, SIGIR 1999.

[163]  G. Nigel Gilbert,et al.  Simulation for the social scientist , 1999 .

[164]  Peter Funk,et al.  Category-Based Filtering and User Stereotype Cases to Reduce the Latency Problem in Recommender Systems , 2002, ECCBR.

[165]  Dr. Jan Hylén Open Educational Resources: Opportunities and Challenges , 2008 .

[166]  Gregory D. Abowd,et al.  A Conceptual Framework and a Toolkit for Supporting the Rapid Prototyping of Context-Aware Applications , 2001, Hum. Comput. Interact..

[167]  R. V. D. Pol Knowledge-based query formulation in information retrieval , 2000 .

[168]  L.J.P. van der Maaten Feature extraction from visual data , 2009 .

[169]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[170]  Juan Roberto Castelo Valdueza,et al.  The Discrete Acyclic Digraph Markov Model in Data Mining , 2002 .

[171]  Rob Nadolski,et al.  Combining social-based and information-based approaches for personalised recommendation on sequencing learning activities , 2007, Int. J. Learn. Technol..

[172]  Hendrik Drachsler,et al.  Identifying the Goal, User model and Conditions of Recommender Systems for Formal and Informal Learning , 2009, J. Digit. Inf..

[173]  Rudy Darken,et al.  A toolset for navigation in virtual environments , 1993, UIST '93.

[174]  Rinke Hoekstra,et al.  Ontology Representation - Design Patterns and Ontologies that Make Sense , 2009, Frontiers in Artificial Intelligence and Applications.

[175]  Andrew Jennings,et al.  A user model neural network for a personal news service , 1993, User Modeling and User-Adapted Interaction.

[176]  Alexander Felfernig,et al.  Koba4MS: selling complex products and services using knowledge-based recommender technologies , 2005, Seventh IEEE International Conference on E-Commerce Technology (CEC'05).

[177]  Andreas Martin Thomas Lincke,et al.  Electronic business negotiation: some experimental studies on the interaction between medium, innovation context, and culture , 2003 .

[178]  Rob Nadolski,et al.  Personal Recommender Simulation , 2008 .

[179]  P.A.T. van Eck,et al.  A Compositional Semantic Structure for Multi-Agent Systems Dynamics , 2001 .

[180]  Osmar R. Zaïane,et al.  Building a Recommender Agent for e-Learning Systems , 2002, ICCE.

[181]  Marina Velikova,et al.  Monotone models for prediction in data mining , 2006 .

[182]  Kenneth Y. Goldberg,et al.  Eigentaste: A Constant Time Collaborative Filtering Algorithm , 2001, Information Retrieval.

[183]  Rob Nadolski,et al.  Competence Description for Personal Recommendations: The Importance of Identifying the Complexity of Learning and Performance Situations , 2008, J. Educ. Technol. Soc..

[184]  Colin Tattersall,et al.  Learners' evaluation of a navigation support tool in distance education , 2007, J. Comput. Assist. Learn..

[185]  A. R. van Ballegooij,et al.  RAM: Array Database Management through Relational Mapping , 2009 .

[186]  Peter Mika,et al.  Social Networks and the Semantic Web , 2007, IEEE/WIC/ACM International Conference on Web Intelligence (WI'04).

[187]  Stacey Fusae Nagat User Assistance for Multitasking with Interruptions on a Mobile Device , 2006 .

[188]  Hendrik Drachsler Navigation Web Service for Hybrid Personalizer , 2008 .

[189]  Rainer Malik CONAN : Text Mining in the Biomedical Domain , 2006 .

[190]  M. B. van Riemsdijk,et al.  Cognitive agent programming : A semantic approach , 2006 .

[191]  Martin Wigbertus Antonius Caminada For the sake of the Argument : explorations into argument-based reasoning , 1997 .

[192]  Erik Duval,et al.  Analysis of user behavior on multilingual tagging of learning resources , 2007 .

[193]  Rob Nadolski,et al.  Personal recommender system to advice learning tasks in Moodle , 2007 .