social interest

DataFunSummit

Sep 29, 2023 · Artificial Intelligence

Social4Rec: Enhancing Video Recommendation with Social Interest Networks

This article introduces Social4Rec, a video recommendation algorithm that tackles user cold‑start problems by extracting and integrating social interest information through coarse‑ and fine‑grained interest extractors, attention‑based fusion, and extensive offline and online experiments demonstrating significant CTR improvements.

AttentionCold Startdeep learning

0 likes · 14 min read

Social4Rec: Enhancing Video Recommendation with Social Interest Networks

DataFunTalk

Jun 22, 2023 · Artificial Intelligence

Social4Rec: Social Interest Enhanced Video Recommendation Algorithm

Social4Rec introduces a social interest‑enhanced video recommendation framework that tackles user cold‑start by extracting coarse‑ and fine‑grained social interests via a self‑organizing neural network and meta‑path neighborhood aggregation, integrating these embeddings with a YouTube DNN model to improve CTR and AUC.

Cold Startctrdeep learning

0 likes · 14 min read