Research map / Probabilistic and scientific modeling / Molecules and proteins
A Hybrid Collaborative Filtering Model with Deep Structure for Recommender Systems
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add side information via collective factorization (CMF vs PMF) | matrix factorization · Book-Crossing 80% | RMSE: 1.2453 -> 1.0563 | Helped |
| learn side-information latent factors with aSDAE jointly with MF | MF-based CF · MovieLens-1M 80% | RMSE: 0.5435 -> 0.5236 | Helped |
| aSDAE hybrid vs DCF | deep hybrid CF · MovieLens-100K 80% | RMSE: 0.5516 -> 0.5435 | Helped |
| aSDAE hybrid vs CDL/DCF | deep hybrid CF · MovieLens-100K, 1M, Book-Crossing | recall@K | Helped |
Closest papers by meaning
- Towards Faster Deep Collaborative Filtering via Hierarchical Decision Networks (AAAI 2021 · similarity 0.90)
- Towards Open-World Recommendation: An Inductive Model-based Collaborative Filtering Approach (ICML 2021 · similarity 0.90)
- Recommendations with Sparse Comparison Data: Provably Fast Convergence for Nonconvex Matrix Factorization (ICML 2025 · similarity 0.88)
- Personalized Federated Collaborative Filtering: A Variational AutoEncoder Approach (AAAI 2025 · similarity 0.87)
- DR-VAE: Debiased and Representation-enhanced Variational Autoencoder for Collaborative Recommendation (AAAI 2025 · similarity 0.87)
- FACE: A General Framework for Mapping Collaborative Filtering Embeddings into LLM Tokens (NeurIPS 2025 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.