Research On Adaptive Learning Platform Based On Learning Behavior Analysis

With the rapid development of networks and information technologies,various industries are undergoing changes every day.People need life-long learning to adapt to a constantly changing society.Online learning has become the main way for people to obtain information.However,massive learning resources in online learning interfere with learners' judgment.Learners lose interest and initiative in learning,and at the same time,the individual needs of learners with different learning styles,different learning styles,and different learning interests cannot be met.Different learning behaviors also affect learners' learning outcomes.How to rapidly find the information that one needs and suits for themselves in a complicated network learning environment and realize effective learning has become a problem that needs to be solved urgently.Based on this,the research topic of adaptive learning platform based on learning behavior analysis is proposed.The concept and development status of learning behavior and self-adaptive learning are summarized by means of literature research,and the development of learning theory and technical means related to it is analyzed.In order to explore the real learners' learning behavior in network learning,a questionnaire survey was carried out on the network learning situation of the students,and the results were analyzed.The conclusion was that there was a certain relationship between the learning attitude,learning preference,learning participation,interaction and academic achievement of the network learners.The results also reflect some shortcomings in web-based learning system.On the basis of a large number of theoretical research and practical investigation,the adaptive learning platform is designed and studied by using the label based recommendation algorithm and Servlet technology,and some solutions are proposed for the problems in the investigation.On this basis,the adaptive learning platform is developed.The purpose is to build a suitable learning system for learners,so that learners can get better learning results.Finally,the author expounds the limitations of this research and also defines the direction of future research.