Gaming Method of Ontology Clusterization
Journal Title: Webology - Year 2019, Vol 16, Issue 1
Abstract
In the real world an intelligent system often consists of intelligent agents, each having its own perspective and goal and executing the common task interacting with others. Those agents are often created by different developers, are based on different conceptualizations of subject area and are working with incomplete and error-riddled data. In conditions of uncertainty of ontologies, the application of the traditional methods of cluster analysis, which assume a clear breakdown of the initial set into subsets, in which each element gets into only one cluster, is not always correct. In this work is proposed the stochastic game method of ontology clustering for optimization of operations under conditions of uncertainty. The essence of game clustering is that intelligent ontology agents randomly select one of the clusters. For agents who chose the same cluster, the current measure of similarity of ontologies is calculated. This measure is used to adapt the recalculation of mixed player strategies. In the game process the probability of choosing clusters, the current composition of which led to an increase in the degree of similarity of ontologies is increased. During the repetitive game, agents will form vectors of mixed strategies that will maximize the averaged measures of similarity for clusters of ontologies. The results of the computer simulation confirm the convergence of the game method during the clustering of ontologies with the conditions and constraints of stochastic optimization.
Authors and Affiliations
Petro Kravets, Yevhen Burov, Vasyl Lytvyn and Victoria Vysotska
Keywords
Related Articles
- EP ID EP687805
- DOI 10.14704/WEB/V16I1/a179
- Views 185
- Downloads 0
Domain Analysis of D-Lib Magazine: A Bibliometric Study
The presented study categorized all articles into research and non-research articles, for analyzing subject coverage of articles and publication trend, and identifying prolific author of D-Lib Magazine of the period 2001...
Use of Web in Tertiary Research and Education
The increasing level of official and academic information on Aboriginal issues on the Web enhances its utility in research and teaching. Aboriginal communities can also share Indigenous knowledges and perspectives, dis...
Have digital repositories come of age? The views of library directors
This survey of approximately 150 repositories assessed the achievements, impact, and success of digital repositories. Results show that while the size and use of repositories has been relatively modest, almost half of al...
Editorial Webotherapy and Beyond
Therapy-related services on the Internet and the Web are called by a variety of names, including Internet therapy, e-therapy, online therapy, e-counseling, web-counseling, and email therapy. For the purposes of this note...
The Impact of Web Knowledge Networks on E-service Innovation in Iraqi Tourism Companies
Service in Iraqi tourism companies is instable which causes low performance of industry, thus, it is lacking as compared to other developing countries. There can be two hundred million Shiites wanting to visit republic o...