KaM_CRK: Clustering and Ranking Knowledge for Reasonable Results Based on Behaviors and Contexts
Joint Authors
Liu, Shufen
Reddy, Ramana
Reddy, Sumitra
Liu, Mingyang
Hu, Changhong
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-05-27
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
A model named KaM_CRK is proposed, which can supply the clustered and ranked knowledge to the users on different contexts.
By comparing the attributes of contexts and JANs, our findings indicate that our model can accumulate the JANs, whose attributes are similar with the user’s contexts, together.
By applying the KaM_CLU algorithm and Centre rank strategy into the KaM_CRK model, the model boosts a significant promotion on the accuracy of provision of user's knowledge.
By analyzing the users' behaviors, the dynamic coefficient BehaviorF is first presented in KaM_CLU.
Compared to traditional approaches of K_means and DBSCAN, the KaM_CLU algorithm does not need to initialize the number of clusters.
Additionally, its synthetic results are more accurate, reasonable, and fit than other approaches for users.
It is known from our evaluation through real data that our strategy performs better on time efficiency and user's satisfaction, which will save by 30% and promote by 5%, respectively.
American Psychological Association (APA)
Hu, Changhong& Liu, Shufen& Reddy, Ramana& Reddy, Sumitra& Liu, Mingyang. 2013. KaM_CRK: Clustering and Ranking Knowledge for Reasonable Results Based on Behaviors and Contexts. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1032014
Modern Language Association (MLA)
Hu, Changhong…[et al.]. KaM_CRK: Clustering and Ranking Knowledge for Reasonable Results Based on Behaviors and Contexts. Mathematical Problems in Engineering No. 2013 (2013), pp.1-11.
https://search.emarefa.net/detail/BIM-1032014
American Medical Association (AMA)
Hu, Changhong& Liu, Shufen& Reddy, Ramana& Reddy, Sumitra& Liu, Mingyang. KaM_CRK: Clustering and Ranking Knowledge for Reasonable Results Based on Behaviors and Contexts. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1032014
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1032014