Social grid platform for collaborative online learning on blogosphere: A case study of eLearning@BlogGrid

The aim of this study is to distribute relevant contents into users (or personal information spaces) by organizing context-based communities. In this paper, we propose a novel grid platform to socialize blogs by comparing the contexts extracted from online learning blogosphere. We are especially focusing on how to apply context matching process to collaborative learning process on the blogosphere. Thereby, personal blogs are contextualized, i.e., all possible contexts on personal blogs are formalized by collecting social behaviors of bloggers. Such behaviors are (i) posting articles (or images), (ii) tagging the posted resources, (iii) linking to neighbor blogs, and (iv) interacting with the neighbor blogs. These blogger models are capable of being compared with others to quantify contextual similarities Sim"C between the corresponding blogs by using co-occurrence analysis method. Especially, as maximizing the contextual similarity between two blogs, the corresponding sets of tags are contextually aligned with each other. In this study, for implementing this platform, we deploy BlogGrid platform to support information pushing service to students. Through our experimental results, we found out that average weighting measurement scheme with co-occurrence patterns from responding (e.g., comments and trackback) activities is the most significant patterns for information pushing on collaborative learning.

[1]  Starr Roxanne Hiltz,et al.  What makes learning networks effective? , 2002, CACM.

[2]  Tom A. B. Snijders,et al.  Social Network Analysis , 2011, International Encyclopedia of Statistical Science.

[3]  Gabriela Avram,et al.  Using Weblogs for Knowledge Sharing and Learning in Information Spaces , 2005, J. Univers. Comput. Sci..

[4]  Starr Roxanne Hiltz,et al.  Student social graphs: visualizing a student's online social network , 2004, CSCW.

[5]  G. Krishna,et al.  Agglomerative clustering using the concept of mutual nearest neighbourhood , 1978, Pattern Recognit..

[6]  Christopher J. Higgins,et al.  Interactive online journaling: a campus-wide implementation of blogging software , 2004, SIGUCCS '04.

[7]  W. Keith Edwards,et al.  Putting computing in context: An infrastructure to support extensible context-enhanced collaborative applications , 2005, TCHI.

[8]  L. Freeman Centrality in social networks conceptual clarification , 1978 .

[9]  Tomoko Kojiri HARMONY : Web-based Adaptive Collaborative Learning Environment , 2001 .

[10]  Jason J. Jung Semantic Preprocessing of Web Request Streams for Web Usage Mining , 2005, J. Univers. Comput. Sci..

[11]  M E J Newman,et al.  Fast algorithm for detecting community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[12]  Daniel F. Abawi,et al.  Concepts for Extending Wiki Systems to Supplement Collaborative Learning , 2006, Edutainment.

[13]  C. Porco From the blogosphere , 2007, Nature.

[14]  EdwardsW. Keith Putting computing in context , 2005 .

[15]  Andreas Schmidt,et al.  User Context Aware Delivery of E-Learning Material: Approach and Architecture , 2004, J. Univers. Comput. Sci..

[16]  Stephen Downes E-learning 2.0 , 2005, ELERN.

[17]  Bonnie A. Nardi,et al.  Why we blog , 2004, CACM.

[18]  Fabio Paternò,et al.  End-User Development , 1998, Lecture Notes in Computer Science.

[19]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994 .

[20]  Jon Kleinberg,et al.  Authoritative sources in a hyperlinked environment , 1999, SODA '98.

[21]  Thierry Chanier,et al.  Social Network Analysis Used for Modelling Collaboration in Distance Learning Groups , 2002, Intelligent Tutoring Systems.

[22]  Jason J. Jung Exploiting semantic annotation to supporting user browsing on the web , 2007, Knowl. Based Syst..

[23]  Axel Bruns,et al.  Wikis in teaching and assessment: the M/Cyclopedia project , 2005, Int. Sym. Wikis.

[24]  Petrus A.M. Kommers,et al.  Proceedings of the IADIS International Conference on Web Based Communities 2004 , 2004 .

[25]  Yan Yu,et al.  Analysis and Research About an On-Line Collaborative Learning Teams Based Grids , 2006, Edutainment.

[26]  GeunSik Jo,et al.  BlogGrid: Towards an Efficient Information Pushing Service on Blogspace , 2005, GCC.

[27]  Rebecca Blood,et al.  How blogging software reshapes the online community , 2004, CACM.

[28]  Jun Hu,et al.  Designing Social Navigation for a Virtual Community of Practice , 2006, Edutainment.