SRDFM: Siamese Response Deep Factorization Machine to improve anti-cancer drug recommendation
Sign Up to like & getrecommendations! Published in 2022 at "Briefings in bioinformatics"
DOI: 10.1093/bib/bbab534
Abstract: Predicting the response of cancer patients to a particular treatment is a major goal of modern oncology and an important step toward personalized treatment. In the practical clinics, the clinicians prefer to obtain the most-suited… read more here.
Keywords: drug recommendation; factorization; drug; response ... See more keywords
Dual Attention and Patient Similarity Network for drug recommendation
Sign Up to like & getrecommendations! Published in 2023 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btad003
Abstract: Abstract Motivation Artificially making clinical decisions for patients with multi-morbidity has long been considered a thorny problem due to the complexity of the disease. Drug recommendations can assist doctors in automatically providing effective and safe… read more here.
Keywords: information; drug recommendation; patient; dapsnet ... See more keywords
A Drug Recommendation Model Based on Message Propagation and DDI Gating Mechanism
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2022.3153342
Abstract: Drug recommendation task based on the deep learning model has been widely studied and applied in the health care field in recent years. However, the accuracy of drug recommendation models still needs to be improved.… read more here.
Keywords: recommendation model; recommendation; drug recommendation; ddi ... See more keywords
Drug Recommendation from Diagnosis Codes: Classification vs. Collaborative Filtering Approaches
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Environmental Research and Public Health"
DOI: 10.3390/ijerph20010309
Abstract: Over time, large amounts of clinical data have accumulated in electronic health records (EHRs), making it difficult for healthcare professionals to navigate and make patient-centered decisions. This underscores the need for healthcare recommendation systems that… read more here.
Keywords: recommendation systems; collaborative filtering; recommendation; drug recommendation ... See more keywords