A Personalized Webpage Reconstructor Based on Concept Lattice and Association Rules

Efficiency issue in automatic web-based information retrieval research becomes an important issue to users. Most knowledge and materials on the Internet is in either semi-structured or unstructured hypermedia form. When users found a webpage as searching result from the Internet for self-learning, sometimes they may not understand the meanings of specific part of the retrieved webpage easily. They need to spend a lot of time in finding more references manually to make they get clear idea of the original retrieved webpage told. If an agent can be developed to reconstruct the webpage that the users are browsing by inserting additional self-explainable documents' links at appropriate places in the original webpage, it will be perfect. This research uses formal concept analysis (FCA) and association rule methodology (ARM) to develop a Keyword Association Lattice (KAL). With the KAL, the webpages accessed by users can be analyzed and reconstructed automatically. A pedagogical software agent called K-Navi for users doing survey and self-learning on the Internet is developed.

[1]  Jean-Paul Doignon,et al.  Probabilistic assessment of knowledge , 1994 .

[2]  I-Chen Wu,et al.  A Loosely Coupled Interactive Web Data Extraction System , 2010 .

[3]  Mark Fischetti,et al.  Weaving the web - the original design and ultimate destiny of the World Wide Web by its inventor , 1999 .

[4]  Paulo Machado,et al.  E-Learning Basics: Essay: E-learning, online learning, web-based learning, or distance learning: unveiling the ambiguity in current terminology , 2002, ELERN.

[5]  藍中賢.  Adaptive Assessment in Web-based Learning , 2007 .

[6]  Steffen Staab,et al.  Learning Taxonomic Relations from Heterogeneous Sources of Evidence , 2005 .

[7]  Chris R. Smaill,et al.  The implementation and evaluation of OASIS: a web-based learning and assessment tool for large classes , 2005, IEEE Transactions on Education.

[8]  Radim Belohlávek,et al.  Knowledge Spaces, Attribute Dependencies, and Graded Knowledge States , 2007, 2007 IEEE International Fuzzy Systems Conference.

[9]  Marc J. Rosenberg,et al.  E-Learning: Strategies for Delivering Knowledge in the Digital Age , 2000 .

[10]  Liang Zhou,et al.  Enhancing e-learning experience with online social networks , 2011, IET Commun..

[11]  Jaesoo Kim,et al.  Ontology Design for Identifying Instructional Strategies for an Intelligent Tutoring System , 2011 .

[12]  Géraldine Polaillon,et al.  FCA for contextual semantic navigation and information retrieval in heterogeneous information systems , 2007 .

[13]  Marie-Aude Aufaure,et al.  Extraction of Ontologies from Web Pages: Conceptual Modelling and Tourism Application , 2007 .

[14]  Chih-Ming Chen,et al.  Learning Performance Assessment Approach Using Web-Based Learning Portfolios for E-learning Systems , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[15]  Steffen Staab,et al.  Deriving Concept Hierarchies from Text by Smooth Formal Concept Analysis , 2003 .

[16]  Ralph P. Grimaldi.  Discrete and combinatorial mathematics : an applied introduction 3rd edition / Ralph P. Grimaldi , 1994 .

[17]  Tzung-Shi Chen,et al.  Ubiquitous Learning Grid: self-building knowledge in cross-boundary virtual learning communities , 2011, Int. J. Ad Hoc Ubiquitous Comput..

[18]  Jie Fan,et al.  Application of C4.5 Algorithm in Web-Based Learning Assessment System , 2007, 2007 International Conference on Machine Learning and Cybernetics.

[19]  J.G. Moura,et al.  A web-based learning management system with automatic assessment resources , 2007, 2007 37th Annual Frontiers In Education Conference - Global Engineering: Knowledge Without Borders, Opportunities Without Passports.

[20]  Hsing-Wen Wang.  Finance e-learning and simulation toward the cloud service environment , 2010, Int. J. Internet Protoc. Technol..

[21]  M.R. Hacene,et al.  Ontology Learning from Text Using Relational Concept Analysis , 2008, 2008 International MCETECH Conference on e-Technologies (mcetech 2008).