Amazing technological breakthrough possible @S-Logix pro@slogix.in

Office Address

  • #5, First Floor, 4th Street Dr. Subbarayan Nagar Kodambakkam, Chennai-600 024 Landmark : Samiyar Madam
  • pro@slogix.in
  • +91- 81240 01111

Social List

Ensuring Novelty and Transparency in Learning Resource-Recommendation Based on Deep Learning Techniques - 2018

Ensuring Novelty And Transparency In Learning Resource-Recommendation Based On Deep Learning Techniques

Research Paper on Ensuring Novelty And Transparency In Learning Resource-Recommendation Based On Deep Learning Techniques

Research Area:  Machine Learning

Abstract:

In this paper, we present an innovative approach for learning resources recommendation. The approach takes into account users short and long-term interests while ensuring transparency in explaining why a resource is recommended. Our approach relies on Deep Semantic Similarity Model (DSSM) to implicitly measure the semantic similarity between the user interest and the available resources for a recommendation. By taking into consideration the user previous activities, knowledge and current interest, the system reflects the users history as queries of keywords. The experimental results proved the system usefulness based on a conducted survey.

Keywords:  
Transparency
Learning
Resource-Recommendation
Deep Learning Techniques
Machine Learning
Deep Semantic Similarity Model (DSSM)

Author(s) Name:  Wael Alkhatib, Eid Araache, Christoph Rensing, Steffen Schnitzer

Journal name:  Computer Science

Conferrence name:  

Publisher name:  Springer

DOI:  https://doi.org/10.1007/978-3-319-98572-5_56

Volume Information: