EXTENSION OF THE FUZZY C MEANS CLUSTERING ALGORITHM TO FIT WITH THE COMPOSITE GRAPH MODEL FOR WEB DOCUMENT REPRESENTATION

Abstract

Clustering techniques are mostly unsupervised methods that can be used to organize data into groups based on similarities among the individual data items. Fuzzy c-means (FCM) clustering is one of well known unsupervised clustering techniques, which can also be used for unsupervised web document clustering. In this chapter we will introduce a modified method of clustering where the data to be clustered will be represented by graphs instead of vectors or other models. Specifically, we will extend the classical FCM clustering algorithm to work with graphs that represent web documents (Phukon, K. K. (2012), Zadeh, L. A. (1965). Dunn, J. C.(1974)). We wish to use graphs because they can allow us to retain information which is often discarded in simpler models.

Authors and Affiliations

Kaushik K. Phukon, MSc, Hemanta K. Baruah, Dr.

Keywords

Related Articles

TEACHING AND LEARNING OF ECOLOGY FOR THE STUDENTS OF VOCATIONAL SECONDARY SCHOOLS IN MULTIMEDIA ENVIRONMENT

This is a multidisciplinary paper presenting a synthesis of informational, educational, and ecological factors. This author discusses the interrelationship between the aforementioned factors by means of an analysis of...

ТHE INFLUENCE OF THE EMOTIONAL INTELIGENCE IN PROTECTION OF THE MENTAL HEALTH IN CONDITIONS OF A PSYCHOSOCIAL STRESS

If our time is stressful, than protecting and promoting of our mental health is imperative of the time that is coming. In modern literature there is a huge interest for the determination of the mental health of the emo...

ARM AND LEG IDIOMS IN THE BNC AND COCA CORPORA: VIEWS ON THE CULTURAL DIFFERENCES BETWEEN BRITISH AND AMERICAN SOCIETY

Phraseological units, primarily idioms are those types of linguistic units which reveal to a great extent how certain linguistic community copes with its surroundings. The aim of the paper is to demonstrate how idiom...

NON-FORMAL EDUCATION WITHIN THE FUNCTION OF RESPONSIBLE PARENTING

The aim of this survey was to discover to what degree parental nonformal education is present within the function of responsible parenting. The questionnaire research method was used in the survey. For the purpose of t...

EDUCATIONAL NEEDS OF TEACHER FOR INTRODUCTION AND APPLICATION OF INNOVATIVE MODELS IN EDUCATIONAL WORK TO IMPROVE TEACHING

Te needs and interests of teachers for the imple-mentation of innovative models in teaching are the key factor that determines raising quality of teaching at the school. In this context, it should be borne in mind tha...

Download PDF file
  • EP ID EP34314
  • DOI -
  • Views 344
  • Downloads 0

How To Cite

Kaushik K. Phukon, MSc, Hemanta K. Baruah, Dr. (2013). EXTENSION OF THE FUZZY C MEANS CLUSTERING ALGORITHM TO FIT WITH THE COMPOSITE GRAPH MODEL FOR WEB DOCUMENT REPRESENTATION. International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 1(2), -. https://europub.co.uk/articles/-A-34314