rogerioxavier/x-model4rec

eXtensible Model for Recommendation

X-Model4Rec Recommender

An efficient and less complex recommender model for managing sequential session-based recommendations, with a focus on the wine domain. It's an extensible model to explore the user's dynamic taste profile using an architecture with multi-head attention and transformer mechanisms.

Citation Policy:

If you publish material based on X-Model4Rec obtained from this or another repository, then, in your references the paper (accepted in camera-ready) below must be mandatorily cited.

Chicago/Turabian Style:

Azambuja, Rogério Xavier de, A. Jorge Morais, and Vítor Filipe. 2024. “X-Model4Rec: An Extensible Recommender Model Based on the User's Dynamic Taste Profile.” Human-Centric Intelligent Systems. https://doi.org/10.1007/s44230-024-00073-3.

APA 7th Edition Style:

de Azambuja, R. X., Morais, A. J., & Filipe, V. (2024). X-Model4Rec: An Extensible Recommender Model Based on the User's Dynamic Taste Profile. Human-Centric Intelligent Systems. https://doi.org/10.1007/s44230-024-00073-3.

This will help other researchers to obtain the world wine dataset and replicate your experiments.

Collaborative Platform and X-Wines Dataset for wider free use (go now):

X-Wines is an academic work with scientific relevance in the computing area that is interconnected with other areas of knowledge. Please, access the collaborative platform and have fun among the wines experience: https://sites.google.com/farroupilha.ifrs.edu.br/xwines.

• Navigate a free web platform without advertisements or any product sales. Know more about wines, their characteristics, elaboration, grape varieties, food pairings, wineries, producing regions, and more.
• Find your favorite or innovative wines! There are 100,646 wine labels, 21 million ratings, 30,510 wineries, 2,160 producing regions in 62 different countries around the world.

Contact:
Prof. Rogério Xavier de Azambuja
rogerio.xavier[at]farroupilha.ifrs.edu.br

IFRS-Instituto Federal de Educação, Ciência e Tecnologia do Rio Grande do Sul (www.ifrs.edu.br)
UTAD-Universidade de Trás-os-Montes e Alto Douro/ECT-Escola de Ciências e Tecnologia (www.utad.pt)
UAb-Universidade Aberta/DCeT-Departamento de Ciências e Tecnologias (www.uab.pt)