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Information individualized recommendation method based on Web log data

A recommendation method and data technology, applied in the field of electronic information, can solve problems such as insufficient data sources and rules, and achieve the effect of personalized information recommendation

Active Publication Date: 2014-03-26
SHANDONG UNIV
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  • Summary
  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] Aiming at the defects and deficiencies in the existing background technology, the present invention proposes a method for personalized recommendation of information based on Web log data, aiming to solve the problem that the data source extracted in the traditional method of information recommendation based on Web log data is not clean enough and regular , and the problems in user interest measurement

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  • Information individualized recommendation method based on Web log data
  • Information individualized recommendation method based on Web log data
  • Information individualized recommendation method based on Web log data

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Experimental program
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Embodiment

[0029] An information personalized recommendation method based on Web log data, the steps are as follows:

[0030] A. The user accesses resources on the network through the multimedia thin client, and the server records the user's behavior in the server log file;

[0031] B. Analyze and preprocess the data of the web log files in the server, and exclude the access records and transition pages of users with very few visits and non-representative users, which are called junk data, and make the original semi-structured data not easy to be seen Human-readable web log data is converted into structured data, for example, a data table containing only user IP, access time, url of the accessed page, and number of bytes accessed is extracted as a rule-compliant and accurate data source;

[0032] According to the content information of the web log file, construct the corresponding fields in the data table, and then import the text data into the data table;

[0033] Clean up the data in ...

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Abstract

The invention discloses an information individualized recommendation method based on Web log data, and belongs to the technical field of electronic information. The method is used for an information mode of a server plus a broadband network plus a multimedia thin client side. The method includes the steps that users have access to internet sources through the multimedia thin client side, and theserver records the behaviors of the users into server log files; clean, regular and accurate data sources are extracted through analysis and preprocessing of data of the Web log files in the server; a user interest matrix is built through a collaborative filtering technology, similarity between the users is calculated, and the users with large similarity are selected as similar users; a recommendation resource pool is built according to hobbies and interests of the similar users; the server selects and recommends pages of which the recommendation value is larger than the threshold value in the recommendation resource pool to the users. The method has the advantages that the data in the Web log files are preprocessed to acquire the clean and regular data sources, and accurate and individualized information recommendation is provided for the users by the cooperation of the hobbies and the interests of the similar users.

Description

technical field [0001] The invention relates to an information personalized recommendation method based on Web log data, belonging to the technical field of electronic information. Background technique [0002] With the rapid development of the Internet, a large number of web pages are updated or released on the Internet every day. It is becoming more and more difficult for the majority of users to find satisfactory information in a large amount of information, which leads to the contradictory phenomenon of "information excess" and "information hunger". In order to solve this problem, personalized information service is proposed, which is an intelligent information service method. According to the user's information needs and personalized mode, it can actively search for relevant information, and use the online intelligent recommendation service or push technology to accurately deliver the information required by the user to the corresponding user. In the personalized serv...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/30G06F11/34
CPCG06F16/337G06F16/9535
Inventor 袁东风马翠云
Owner SHANDONG UNIV
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