Difference between revisions of "CUMULATE"

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[[CUMULATE]] (Centralized User Modeling Architecture for TEaching) is a central user modeling server <blockquote>designed to provide user modeling functionality to a student-adaptive educational system. It collects evidence (events) about student learning from multiple servers that interact with the student. It stores students' activities and infers their learning characteristics, which are the basis for an individual adaptation to them. ... External and internal inference agents process the flow of events and update the values in the inference model of the server. Each inference agent is responsible for maintaining a specific property in the inference model, such as the current motivation level of the student or the student's current level of knowledge for each course topic...</blockquote>
 
[[CUMULATE]] (Centralized User Modeling Architecture for TEaching) is a central user modeling server <blockquote>designed to provide user modeling functionality to a student-adaptive educational system. It collects evidence (events) about student learning from multiple servers that interact with the student. It stores students' activities and infers their learning characteristics, which are the basis for an individual adaptation to them. ... External and internal inference agents process the flow of events and update the values in the inference model of the server. Each inference agent is responsible for maintaining a specific property in the inference model, such as the current motivation level of the student or the student's current level of knowledge for each course topic...</blockquote>
<div align="right">Kobsa, A. (2007) Generic User Modeling Systems In P. Brusilovsky, A. Kobsa and W. Nejdl (Eds.),<br/> The Adaptive Web. Methods and Strategies of Web Personalization (pp. 136-154). Berlin / Heidelberg: Springer.</div>
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<div align="right"><ref>Kobsa, A. (2007) Generic User Modeling Systems In P. Brusilovsky, A. Kobsa and W. Nejdl (Eds.),<br/> The Adaptive Web. Methods and Strategies of Web Personalization (pp. 136-154). Berlin / Heidelberg: Springer.</ref></div>
  
  

Revision as of 22:06, 23 February 2009

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CUMULATE (Centralized User Modeling Architecture for TEaching) is a central user modeling server

designed to provide user modeling functionality to a student-adaptive educational system. It collects evidence (events) about student learning from multiple servers that interact with the student. It stores students' activities and infers their learning characteristics, which are the basis for an individual adaptation to them. ... External and internal inference agents process the flow of events and update the values in the inference model of the server. Each inference agent is responsible for maintaining a specific property in the inference model, such as the current motivation level of the student or the student's current level of knowledge for each course topic...

<ref>Kobsa, A. (2007) Generic User Modeling Systems In P. Brusilovsky, A. Kobsa and W. Nejdl (Eds.),
The Adaptive Web. Methods and Strategies of Web Personalization (pp. 136-154). Berlin / Heidelberg: Springer.</ref>


CUMULATE protocol

Interaction with CUMULATE is regulated by a set of protocols specified in this document.

more coming soon

Publications

  • Zadorozhny, V., Yudelson, M., and Brusilovsky, P. (2008) A Framework for Performance Evaluation of User Modeling Servers for Web Applications. Web Intelligence and Agent Systems 6(2), 175-191. DOI
  • Yudelson, M., Brusilovsky, P., and Zadorozhny, V. (2007) A user modeling server for contemporary adaptive hypermedia: An evaluation of the push approach to evidence propagation. In Conati, C., McCoy, K. F., and Paliouras, G. Eds., User Modeling, volume 4511 of Lecture Notes in Computer Science, pp 27-36. Springer, 2007. PDF DOI
  • Brusilovsky, P., Sosnovsky, S. A., and Shcherbinina, O. (2005). User Modeling in a Distributed E-Learning Architecture. Paper presented at the 10th International Conference on User Modeling (UM 2005), Edinburgh, Scotland, UK, July 24-29, 2005. PDF DOI


See also

CUMULATE RDF Binding

Contacts

Michael V. Yudelson