I-Ching is the source of Chinese culture,which elaborates on the changing laws of all things in the universe.It includes the principles of I-Ching and numerology.The principles of I-Ching are theories that help people understand and analyze laws,reduce inner confusion,and numerology is an application method based on mathematical theories such as the restraint of Yin,Yang,and Five Elements in I-Ching,which helps people make specific predictions;At present,there is a lack of statistical validation and fixed prediction standards in the research of the I-Ching numerology,which leads to the prediction results changing with the changes of the predictor,and the accuracy and stability of the prediction are not high;From the perspective of improving the accuracy and stability of I-Ching’s mathematical prediction,the paper establishes an intelligent prediction model based on I-Ching’s mathematical prediction.The specific problems involved in the model and the corresponding solutions designed are as follows:Firstly,how to collect reliable data from the prediction model and construct a dataset based on this data? The paper is based on the study of the numerology of I-Ching,collecting validated and reliable data from historical literature and contemporary records of professionals in I-Ching.These data exist in the form of case studies,and we convert them into the dataset required for the model.Secondly,how to construct features(feature engineering)while fully preserving the underlying logic of numerology and the original definition of hexagram prediction? The paper is divided into three parts to complete the feature construction based on the I-Ching numerology: 1)Store the underlying logic of numerology in a suitable data structure,which involves summarizing the logical relationships between yin,yang,five elements,heavenly stems,and earthly branches;2)Abstracting the original definition of the six line prediction into a feature construction algorithm to complete feature construction;3)Select an appropriate encoding method to encode the constructed features;Thirdly,how to construct the model as a whole,evaluate the model,and analyze and evaluate the importance of features? The paper combines the characteristics of artificial intelligence technology that can obtain key information from complex and redundant data,and provides corresponding solutions.Using the analysis process of modern artificial intelligence,a six line intelligent prediction model is constructed according to the steps of data acquisition,feature engineering,and machine learning modeling.The importance of features is analyzed by combining relevant technologies in the field of machine learning,and finally,accuracy is utilized,Evaluate the model using statistical indicators such as recall rate.In addition,in order to facilitate people’s use,the paper constructs a prototype system of six line intelligent prediction based on the six line intelligent prediction model and modern software development technology,which helps people make predictions anytime and anywhere.Users only need to input less data to obtain high accuracy prediction results and easy to understand explanations.Guided by the application method of I-Ching-numerology,it enhances people’s confidence in I-Ching,Increase people’s acceptance of I-Ching,in order to better promote and disseminate the principles of I-Ching and benefit humanity. |