Identifying User Interests in Folksonomies

نویسندگان

  • Elias Zavitsanos
  • George A. Vouros
  • Georgios Paliouras
چکیده

This paper proposes a probabilistic method for classifying folksonomy users to specific domains and for identifying their specific interests to these domains. The proposed method uses a hierarchical probabilistic topic modeling approach that exploits tags to induce hierarchies of latent topics. These hierarchies represent domain conceptualizations of specific domains that are either collective or user-specific. We propose two alternative methods that exploit the induced hierarchies for classifying and identifying users’ interests to specific domains and provide preliminary evaluation results.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Triadic Approach of Hierarchical Classes Analysis on Folksonomy Mining

As the number of tagged data on the Web is increased, there are many needs on the folksonomy-based systems to provide some proper functionalities, such as identifying user interests, recommending relevant resources or constructing ontologies for sharing and reusing tag data, etc. However, some proper data mining approaches to folksonomies are necessary to better understand their characteristics...

متن کامل

Classifying Users and Identifying User Interests in Folksonomies

This paper presents a probabilistic method for classifying folksonomy users to folksonomy sub-domains and identifying their particular interests. In particular, we propose a method for mining topic hierarchies that may reveal either the collective or the user-specific conceptualization of those domains, as these are reflected by users’ tags. We then propose two alternatives for identifying user...

متن کامل

Identifying Overlying Group of People through Clustering

Folksonomies like Delicious and LastFm are modeled as multilateral (user-resource-tag) hypergraphs for studying their network properties. Detecting communities of similar nodes from such networks is a challenging problem. Most existing algorithms for community detection in folksonomies assign unique communities to nodes, whereas in reality, users have multiple relevant interests and same resour...

متن کامل

رده بندیهای مردمی در مقابل واژگان مهار شده: رویکردهای نظری

The purpose is review the literature to identify the epistemological and theoretical approach to the folksonomies and compare them with the theoretical foundations of controlled vocabularies. This paper is a library research. A review of the literature, identify and review theoretical approaches related to the folksonomies includes Critical social theory, Social constructivism, Relativism, Derr...

متن کامل

Programme Committee Additional Reviewer Organisation Commitee Contents Setting Access Permission through Transitive Relationship in Web-based Social Networks . . . . . 9 a Study of User Profile Generation from Folksonomies

Recommendation systems which aim at providing relevant information to users are becoming more and more important and desirable due to the enormous amount of information available on the Web. Crucial to the performance of a recommendation system is the accuracy of the user profiles used to represent the interests of the users. In recent years, popular collaborative tagging systems such as del.ic...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011