Research on Intelligent Test Paper Generation System Based on Improved Genetic Algorithm
Wenming Huang
Abstract
Wenming Huang
Abstract
Studies the mathematical model of test theory and test paper composition,and analyzes applying genetic algorithm to achieve the aim of intelligent test paper generation,which is to find outthe best test paper that can meet the demands of the users.At the meantime,mainly studies the reasons of prematurity phenomenon of simple genetic algorithm,and improves paramedic coding,population initialization,genetic operation and control parameter.The simulation experiment shows that compared with simple genetic algorithm,improved genetic algorithm has faster convergence rate and higher stability.What's more,it can avoid prematurity effectively so as to better accomplish intelligent test paper generation.
A significance statement is not available in the OpenAlex record.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
Studies the mathematical model of test theory and test paper composition,and analyzes applying genetic algorithm to achieve the aim of intelligent test paper generation,which is to find outthe best test paper that can meet the demands of the users.At the meantime,mainly studies the reasons of prematurity phenomenon of simple genetic algorithm,and improves paramedic coding,population initialization,genetic operation and control parameter.The simulation experiment shows that compared with simple genetic algorithm,improved genetic algorithm has faster convergence rate and higher stability.What's more,it can avoid prematurity effectively so as to better accomplish intelligent test paper generation.
Key concepts: Computer science, Initialization, Genetic algorithm, Population-based incremental learning, Coding (social sciences), Convergence (economics), Simple (philosophy), Algorithm