Terminal Demonstration
Given following toy KG storing facts about University and Locations in China, where solid lines represent known facts and fact with dashed line is unknown.
Training this toy KG with TransE in NeuralKG for just 3 epochs. Given a query task (浙江大学(Zhejiang University), 位于市(locatedInCity), ? ) NeuralKG will successfully rank the correct answer 杭州(Hangzhou) at Top3.
KG-enhanced Applications via NeuralKG
Recommender System
It is worth mentioning that NeuralKG’s use is not limited to the standard benchmarks such as FB15K237, WN18RR. We could construct self-defined Knowledge Graphs datasets and get strong baseline for more comprehensive experiments with NeuralKG. We could use an example to illustrate how to apply NeuralKG on self-defined datasets.[more]
Question Answering
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Bioinformatics Prediction with NeuralKG
Drug Repurposing Knowledge Graph (DRKG)
Drug Repurposing Knowledge Graph (DRKG) is a comprehensive biological knowledge graph relating genes, compounds, diseases, biological processes, side effects and symptoms. DRKG includes information from six existing databases including DrugBank, Hetionet, GNBR, String, IntAct and DGIdb, and data collected from recent publications particularly related to Covid19. It includes 97,238 entities belonging to 13 entity-types; and 5,874,261 triplets belonging to 107 edge-types.[more]
Gene Ontology
The Gene Ontology(GO) resource provides a computational representation of our current scientific knowledge about the functions of genes (or, more properly, the protein and non-coding RNA molecules produced by genes) from many different organisms, from humans to bacteria. It is widely used to support scientific research, and has been cited in tens of thousands of publications.[more]
Drug Bank
In DrugBank, conditions are often specific medical states, including diseases, symptoms, and other health-related characteristics or problems. Conditions may also be used to describe other clinical human phenomena, such as procedures, therapies, and the presence or absence of certain genes.[more]
