User Profile Completion with Online Social Circles
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2016, Vol 18, Issue 3
Abstract
User profile is a kind of most effective feature and cue of user behavioranalysis. However, most ofusers'profiles are incomplete and untruthful, and users' tag and profile data are rathersparse on social media. It makes profile completionbecomeapopularresearch topic. Users have manystrongrelationships online, and theserelationshipsformmany social circles, such as classmate, family and colleague. A user'sdifferent online social circlescanrepresentthisuser'svarious social attributes. We focus the task of user profile completion in thispaper. We propose an algorithm of userprofile completion via users' social circles by non-negative matrix factorization. Themethodcandetectauser's multi-dimension social characteristicsfromvarious social circles. Wealsotransfer the concept of social circle to academic networks. A papermay cite otherpaperswithseveral intentions. Some of the referencesmaybe relevant according to the researchproblems and otherreferencesmaybe relevant according to the methodologies. The references of different topics formdifferent "referencecircle". By an academicpaper'sdifferent "referencecircle", our model candetect the paper's keywords in differentviews. The experiment on Facebook LinkedInand Microsoft AcademicSearch show ourmethod has improved performance than state-of-art methods.
Authors and Affiliations
Hailong Qin,Ting Liu , Jing Liu ,Chin-Yew Lin
Keywords
Related Articles
- EP ID EP112363
- DOI -
- Views 115
- Downloads 0
Stationary Wavelet Transform Image Fusion and Optimization Using Particle Swarm Optimization
The complementary nature of imaging sensors of different modalities all brought a great need of image fusion to extract relevant information images. Medical image fusion using Stationary wavelet transform (SWT) an...
Passive Image Forensic Method to detect Copy Move Forgery in Digital Images
Abstract: Tampering in digital images has become very easy due to the availability of advanced image editing softwares to the users. Images are being tampered in a very efficient manner without leaving any visual c...
Inspecting Vanet for Determined Ways with Watertight Connectivity
Abstract: This paper is examining the VANET techniques by understanding the various papers published by the authors in IEEE transactions. In this paper the new technique is explored where no of the routing method is appl...
Character Identification in Movie Using Graph Matching Algorithm
The character Identification in films are a challenging problem due to the hugevariation in the appearance of each character. It drawn significant research interests and had a many interestingapplications.In thi...
Client Based System on Wireless Sensor Network for Efficient Packet Transmission
Abstract : Wireless sensor networks are vulnerable to the node distributor dividend, and several distributed protocols has been transfer the data in secure .Where MD5 algorithm that implements adaptive TTL, piggybacking,...