Data · dataset · 2020
Social movie recommender system based on deep autoencoder network using Twitter data
Listed in BERD@NFDI Data Portal
Recommender systems attempt to provide effective suggestions to each user based on their interests and behaviors.
Description
These recommendations usually match the personal user preferences and assist them in the decision-making process. With the ever-expanding growth of information on the web, online education systems, e-commerce, and, eventually, the emergence of social networks, the necessity of developing such systems is unavoidable.
Collaborative filtering and content-based filtering are among the most important techniques used in recommender systems. Meanwhile, with the significant advances in deep learning in recent years, the use of this technology has been widely observed in recommender systems. In this study, a hybrid social recommender system utilizing a deep autoencoder network is introduced.
Read the rest (2 more)
The proposed approach employs collaborative and content-based filtering, as well as users' social influence. The social influence of each user is calculated based on his/her social characteristics and behaviors on Twitter. For the evaluation purpose, the required datasets have been collected from MovieTweetings and Open Movie Database.
The evaluation results show that the accuracy and effectiveness of the proposed approach have been improved compared to the other state-of-the-art methods.
Links
Where it is published
- BERD@NFDI Data Portal record berd-platform.de/records/5zxg6-fys70 ↗
landing page · from berd platform de
- DOI doi.org/10.1007/s00521-020-05085-1 ↗
DOI / persistent id · from berd platform de
Catalogue records · 1
- InvenioRDM API berd-platform.de/api/records/5zxg6-fys70 ↗
metadata API · from berd platform de
Topics
- From keywords
- Economics & Finance
Provenance · 1 source records, 6 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| BERD@NFDI Data Portal | 5zxg6-fys70 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| description | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/description |
| publication_date | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| title | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/title |
| updated_date | source · berd platform de | connector:berd_platform_de@1.0.0 |