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The Research And Application Of Personalized Video Recommendation Technology In Micro-course System

Posted on:2016-09-22Degree:MasterType:Thesis
Country:ChinaCandidate:X ZhaoFull Text:PDF
GTID:2308330464457734Subject:Computer software and theory
Abstract/Summary:PDF Full Text Request
With the introduction of educational information, digital concepts, information technology in education reform has made positive progress,with the country and the schools’ emphasis on education of information technology, its investment in education and information technology have gradually increased,educational foundation set configuration and improve information sharing provided for educational resources on the basis of material security, hardware equipment, such as the improvement of various "soft appliance",micro-course system is one of them. However, on one hand, the information sharing makes our life convenient, on the other hand, the huge amount of internet information cause the “information overload”, the initial stages of development of the Internet, network resources are relatively scarce, in this case the Internet can not provide users with adequate resources, and information technology along with the lightning development, the explosive growth of information has led to users in the face of vast amounts of information, we need to users spend a lot of time to filter out the required resource itself, cause the user to waste a lot of time and effort in the process of information acquired. So how in the context of information explosion continues to play a utility network resources, and ultimately service to users, convenience to people’s lives is a big problem under the current rapid development of the Internet solved.Personalized recommendation system is a good solution to solve the serious problem, t Personalized recommendation technology in the system can provide users with targeted, consistent user interest related resources, allowing users to obtain information on the occurrence of mode changes from the previous active acquisition becomes passive receiver, and the received information its most useful. In the system, the core of the whole is how to dig, express and update users’ interests, how to extract and represent the characteristic of resource, how to recommend the personalized resources by users’ interests.The main work in the paper: build the user interest model based on user behavior, and dynamic update the model data according to the drift of the user interest; get the score tendency of users to the video resources according to the users’ behavior, it can reflect the superiority of resources, and finally formed the micro-course evaluation mechanism; based on the User-CF algorithm as a bridge, combining the two parts work above to complete the recommendation system.In this paper, based on the related theories, combine with the characteristics of personalized recommendation technology and users、videos in micro-course system, based on the users’ features to push video resources,completed the designing and coding, at last, real users through a certain system tests the feasibility of the system, a simple usability testing and evaluation.
Keywords/Search Tags:education, micro-course system, personalized video recommendation, user interest model, resource evaluation mechanism
PDF Full Text Request
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