Ronghua Zhang, Huanrong Zhang, Xiaofeng Guo, Jiali Wang, Zhongxiang Zhao, Lean Feng
Relationship between Helicopter Parenting and Chinese Elementary School Child Procrastination: A Mediated Moderation Model
International journal of environmental research and public health
representation knowledge based firstorder logic captures richness natural language supports multiple probabilistic inference models although symbolic representation enables quantitative reasoning statistical probability difficult utilize machine learning models perform numerical operations contrast knowledge embedding ie highdimensional continuous vectors feasible approach complex reasoning retain semantic information knowledge also establish quantifiable relationship among embeddings paper propose recursive neural knowledge network rnkn combines medical knowledge based firstorder logic recursive neural network multidisease diagnosis rnkn efficiently trained using manually annotated chinese electronic medical records cemrs diagnosisoriented knowledge embeddings weight matrixes learned experimental results confirm diagnostic accuracy rnkn superior four machine learning models four classical neural networks markov logic network results also demonstrate explicit evidence extracted cemrs better performance rnkn gradually reveals interpretation knowledge embeddings number training epochs increases