Cross-OSN User Modeling by Homogeneous Behavior Quantification and Local Social Regularization


In the context of social media services, data shortage has severally hindered correct user modeling and sensible personalised applications. This paper is motivated to leverage the user knowledge distributed in disparate on-line social networks (OSN) to make up for the info shortage in user modeling, that we tend to confer with as “cross-OSN user modeling.” Typically, the data that the identical user distributes in numerous OSNs consist of both behavior knowledge (i.e., interaction with multimedia things) and social data (i.e., interaction between users). This paper focuses on the following two challenges: one) the way to combination the users’ cross-OSN interactions with multimedia items of the same modality, that we tend to decision cross-OSN homogeneous behaviors, and a pair of) a way to integrate users’ cross-OSN social information with behavior data. Our proposed answer to address the challenges consist of two corresponding parts as follows. one) Homogeneous behavior quantification, where homogeneous user behaviors are quantified based mostly on their importance in reflecting user preferences. After quantification, the examined cross-OSN user behaviors are aggregated to construct a unified user-item interaction matrix. 2) Local social regularization, where the cross-OSN social information is integrated as regularization in matrix factorization-based user modeling at native topic level. The proposed cross-OSN user modeling resolution is evaluated in the appliance of customized video recommendation. Carefully designed experiments on self-collected Google+ and YouTube datasets have validated its effectiveness and the advantage over single-OSN-primarily based methods.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE :Modeling, Limits and Baseline of Voltage Interharmonics Generation in Andean Wind FarmsABSTRACT:The subsequent study focuses on the analysis of voltage interharmonics based mostly on power quality experimental information
PROJECT TITLE :Modeling, Measuring, and Compensating Color Weak VisionABSTRACT:We tend to use strategies from Riemann geometry to investigate transformations between the colour spaces of color-normal and color-weak observers.
PROJECT TITLE :Modeling, Analysis, and Scheduling of Cluster Tools With Two Independent ArmsABSTRACT:Twin-armed cluster tools for semiconductor manufacturing sometimes have had two arms fixed in opposite directions. Recently,
PROJECT TITLE :Modeling, Analysis, and Detection of Internal Winding Faults in Power TransformersABSTRACT:The winding interturn fault is critical in power transformers since its result is not simply comprehensible at lower magnitude
PROJECT TITLE :Modeling, Autopilot Design, and Field Tuning of a UAV With Minimum Control SurfacesABSTRACT:Whereas having the benefit of mechanical simplicity, model-scale unmanned aerial vehicles with solely two elevon management

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry