cross-domain transfer learning

AntTech

Jun 27, 2018 · Artificial Intelligence

Cross-Domain Review Helpfulness Prediction Using CNN with Auxiliary Domain Discriminators

This paper presents an end‑to‑end approach that combines an improved TextCNN with character‑level embeddings and a specific‑shared adversarial transfer‑learning framework to predict the helpfulness of e‑commerce reviews, demonstrating superior performance especially when target‑domain labeled data are scarce.