SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING
Abstract & Details
Research Area
Computer Enigineering
Keywords
Social network
Recommendation system
User interest modeling
deep learning and Recurrent Neural Network
Abstract
Social network creates online user group and share their experiences, interest and views with each other. To provide better service to users and grow a business, there is need to analyze user interest, need, preferences, and habits. The social circle and influence of people in contact also matters to the users purchase. Sequential actions of friends and temporal auto correlation influences user point of interest. The proposed work includes recommendation generation based on deep learning. A Social-Aware Long Short-Term Memory (SA-LSTM) algorithm is proposed. The SA-LSTM includes stacked LSTMs for sequential modeling and Stacked Denoiseing AutoEncoders SDAEs for social influence modeling. Based on the POI of users a social network friend recommendation is also generated.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Miss. Vedanti R. Chavanke | Sir. Visvesvaraya Institute of Technology, Chincholi, Nashik, Maharashtra , India |
| 2 | Prof. Devidas S. Thosar | Sir. Visvesvaraya Institute of Technology, Chincholi, Nashik, Maharashtra , India |
| 3 | Prof. Kishor N. Shedge | Sir. Visvesvaraya Institute of Technology, Chincholi, Nashik, Maharashtra , India |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Chavanke, Miss. Vedanti R., Thosar, Prof. Devidas S., & Shedge, Prof. Kishor N. (2020). SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING. International Journal of Advance Research and Innovative Ideas In Education, 6(4), 968-973.
MLA Style
Chavanke, Miss. Vedanti R., et al. "SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING." International Journal of Advance Research and Innovative Ideas In Education, vol. 6, no. 4, 2020, pp. 968-973.
IEEE Style
Miss. Vedanti R. Chavanke, Prof. Devidas S. Thosar, and Prof. Kishor N. Shedge, "SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING," International Journal of Advance Research and Innovative Ideas In Education, vol. 6, no. 4, pp. 968-973, 2020.
Vancouver Style
Chavanke Miss. Vedanti R., Thosar Prof. Devidas S., Shedge Prof. Kishor N.. SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING. International Journal of Advance Research and Innovative Ideas In Education. 2020;6(4):968-973.
Harvard Style
Chavanke, Miss. Vedanti R., Thosar, Prof. Devidas S., & Shedge, Prof. Kishor N. (2020) 'SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING', International Journal of Advance Research and Innovative Ideas In Education, 6(4), pp. 968-973.
Chicago Style
Chavanke, Miss. Vedanti R., Prof. Devidas S. Thosar, and Prof. Kishor N. Shedge. "SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING." International Journal of Advance Research and Innovative Ideas In Education 6, no. 4 (2020): 968-973.
Turabian Style
Chavanke, Miss. Vedanti R., Prof. Devidas S. Thosar, and Prof. Kishor N. Shedge. "SOCIAL NETWORK BASED SEQUENTIAL USER INTEREST MODELING." International Journal of Advance Research and Innovative Ideas In Education 6, no. 4 (2020): 968-973.
Related Research
Comprehensive Review of Existing Chatbot Systems for Career Assistance, Resume Support, and ATS-Aware Guidance
PDF Unavailable
Development of an AI-Powered Multimodal Web Assistant with Intelligent Resume Building and ATS Enhancement
PDF Unavailable
A Deep Learning-Based Framework for Mood-Oriented Music Recommendation Using Facial Expression Analysis
PDF Unavailable
Survey On : Intelligent Payroll and Human Resource Management Systems: A Systematic Review of Automation, Security, and Analytics
PDF Unavailable
Civic Engagement & Empowerment Platform
PDF Unavailable
Recent Developments in Microneedle Technology and Its Diverse Biomedical Applications
PDF Unavailable
RAG System Development with Pydantic AI ChromaDB & Groq
PDF Unavailable
Machine Learning Based Early Stage Diabetes Detection System
PDF Unavailable
A Survey on Skillsense:AI Career Analyzer App
PDF Unavailable
Employee Performance Portal
PDF Unavailable