Effective knowledge graph embeddings based on multidirectional semantics relations for polypharmacy side effects prediction.
Junfeng YaoWen SunZhongquan JianQingqiang WuXiaoli WangPublished in: Bioinform. (2022)
Keyphrases
- prediction accuracy
- domain knowledge
- knowledge base
- graph representation
- semantic information
- vector space
- dependency graph
- spanning tree
- conceptual model
- formal semantics
- knowledge based systems
- knowledge acquisition
- lexical semantics
- knowledge discovery
- knowledge representation
- relational structures
- ontological concepts
- intended meaning
- graph model
- knowledge sources
- directed graph
- random walk
- logic programming
- data mining techniques
- dimensionality reduction
- expert systems
- feature space