A curated list of awesome research on medication recommendation
Instance-based methods focus on the patient’s current health status.
- LEAP: Learning to Prescribe Effective and Safe Treatment Combinations for Multimorbidity
scholar
KDD 2017
code
- SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation
scholar
Big Data Research 2021
Longitudinal-based methods leverage the temporal dependencies among clinical event.
- Dual memory neural computer for asynchronous two-view sequential learning
scholar
KDD 2018
code
- GAMENet:Graph Augmented MEmory Networks for Recommending Medication Combination
scholar
AAAI 2019
code
- Order-free Medicine Combination Prediction with Graph Convolutional Reinforcement Learning
scholar
CIKM 2019
code
- PREMIER: Personalized REcommendation for Medical prescrIptions from Electronic Records
scholar
arXiv 2020
- RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism
scholar
arXiv 2016
code
- Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation
scholar
KDD 2018
code
- Adversarially regularized medication recommendation model with multi-hop memory network
scholar
KAIS 2021
code
- Change Matters: Medication Change Prediction with Recurrent Residual Networks
scholar
arXiv 2021
- GATE: Graph-Attention Augmented Temporal Neural Network for Medication Recommendation
scholar
IEEE 2020
- Pre-training of Graph Augmented Transformers for Medication Recommendation
scholar
arXiv 2019
code
- SafeDrug: Dual Molecular Graph Encoders for Safe Drug Recommendations
scholar
arXiv 2021
code
Datasets used in medication recommendation.
- MIMIC Critical Care Database - Medical Information Mart for Intensive Care.
- DDI Data - Drug-Drug Interaction Data.
- DrugBank - A curated pharmaceutical knowledge base, with products commercially available for precision medicine, telehealth, and drug discovery.
Contributions welcome! Read the contribution guidelines first.