CN109710828A - Course resources management method, device and the equipment of Virtual Learning Environment - Google Patents

Course resources management method, device and the equipment of Virtual Learning Environment Download PDF

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Publication number
CN109710828A
CN109710828A CN201811560235.0A CN201811560235A CN109710828A CN 109710828 A CN109710828 A CN 109710828A CN 201811560235 A CN201811560235 A CN 201811560235A CN 109710828 A CN109710828 A CN 109710828A
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course resources
keyword
course
resources
duration
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CN201811560235.0A
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CN109710828B (en
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李素粉
赵健东
刘志华
杨杰
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China United Network Communications Group Co Ltd
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China United Network Communications Group Co Ltd
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Abstract

The present invention provides course resources management method, device and the equipment of a kind of Virtual Learning Environment.This method comprises: obtaining the corresponding user behavior information of multiple course resources;According to the corresponding user behavior information of multiple course resources, demand keyword is determined, the demand keyword is for being managed the course resources of the Virtual Learning Environment.The embodiment of the present invention realizes course resources optimum management.

Description

Course resources management method, device and the equipment of Virtual Learning Environment
Technical field
The present invention relates to field of computer technology more particularly to a kind of course resources management method of Virtual Learning Environment, Device and equipment.
Background technique
With the popularity of the internet and good application, enterprise's Virtual Learning Environment have become internal education and Knowledge Sharing Important channel.Carrying out effective data analysis for student's behavioral data facilitates the in due course awareness network student of administrator Situation is practised, and then instructs platform operation policy deployment, promotes efficiency of operation.
Since enterprise's Virtual Learning Environment is different from other internet platforms, have student's range relatively more fixed and course money The features such as source Relatively centralized, has specific student portrait and course resources regulatory requirement.To meet enterprise's Virtual Learning Environment Operation demand, to those skilled in the art, there is an urgent need to its student's behavioral characteristic and content resource feature progress Analysis and research, carry out efficient course resources management.
Summary of the invention
The present invention provides course resources management method, device and the equipment of a kind of Virtual Learning Environment, realize according to Family behavioral characteristic and content resource feature carry out efficient course resources management.
In a first aspect, the present invention provides a kind of course resources management method of Virtual Learning Environment, comprising:
Obtain the corresponding user behavior information of multiple course resources;
According to the corresponding user behavior information of multiple course resources, demand keyword, the demand keyword are determined It is managed for the course resources to the Virtual Learning Environment.
Second aspect, the present invention provide a kind of course resources managing device of Virtual Learning Environment, comprising:
Module is obtained, for obtaining the corresponding user behavior information of multiple course resources;The user behavior information includes At least one of below: study duration, study number;
Processing module, for determining demand keyword, institute according to the corresponding user behavior information of multiple course resources Demand keyword is stated for being managed to the course resources of the Virtual Learning Environment.
The third aspect, the embodiment of the present invention provide a kind of computer readable storage medium, are stored thereon with computer program, Method described in any one of first aspect is realized when the computer program is executed by processor.
Fourth aspect, the embodiment of the present invention provide a kind of electronic equipment, comprising:
Processor;And
Memory, for storing the executable instruction of the processor;
Wherein, the processor is configured to execute described in any one of first aspect via the executable instruction is executed Method.
Course resources management method, device and the equipment of Virtual Learning Environment provided in an embodiment of the present invention obtain multiple The corresponding user behavior information of course resources;According to the corresponding user behavior information of multiple course resources, determine that demand is closed Key word, the demand keyword such as carry out course purchasing department for being managed to the course resources of the Virtual Learning Environment Reason, realizes course resources optimum management.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows the implementation for meeting the disclosure Example, and together with specification for explaining the principles of this disclosure.
Fig. 1 is the application scenarios signal of the course resources management method of Virtual Learning Environment provided in an embodiment of the present invention Figure;
Fig. 2 is the flow diagram of one embodiment of course resources management method of Virtual Learning Environment provided by the invention;
Fig. 3 is the structural schematic diagram of one embodiment of course resources managing device of Virtual Learning Environment provided by the invention;
Fig. 4 is the structural schematic diagram of electronic equipment embodiment provided by the invention.
Through the above attached drawings, it has been shown that the specific embodiment of the disclosure will be hereinafter described in more detail.These attached drawings It is not intended to limit the scope of this disclosure concept by any means with verbal description, but is by referring to specific embodiments Those skilled in the art illustrate the concept of the disclosure.
Specific embodiment
Example embodiments are described in detail here, and the example is illustrated in the accompanying drawings.Following description is related to When attached drawing, unless otherwise indicated, the same numbers in different drawings indicate the same or similar elements.Following exemplary embodiment Described in embodiment do not represent all implementations consistent with this disclosure.On the contrary, they be only with it is such as appended The example of the consistent device and method of some aspects be described in detail in claims, the disclosure.
Term " includes " in description and claims of this specification and the attached drawing and " having " and they appoint What is deformed, it is intended that is covered and non-exclusive is included.Such as contain the process, method, system, production of a series of steps or units Product or equipment are not limited to listed step or unit, but optionally further comprising the step of not listing or unit, or Optionally further comprising the other step or units intrinsic for these process, methods, product or equipment.
Application scenarios according to the present invention are introduced first:
Course resources management method provided in an embodiment of the present invention, applied to the learning behavior based on user, to studying on net The course resources for practising platform are managed, and for instructing the migration efficiency of enterprise's Virtual Learning Environment to dispose, promote efficiency of operation.
Course resources management method provided in an embodiment of the present invention can be applied to user and be carried out by Virtual Learning Environment In the system of on-line study, wherein the Virtual Learning Environment in the embodiment of the present invention refers to that on-line study function may be implemented Application program (Application, abbreviation APP).Fig. 1 is the course resources of Virtual Learning Environment provided in an embodiment of the present invention The application scenarios schematic diagram of management method, as shown in Figure 1, including server 11, the first electronic equipment 12 and second in the system Electronic equipment 13, with the first electronic equipment 12 for the corresponding equipment of user in the embodiment of the present invention, the second electronic equipment 13 is pipe It is illustrated for the corresponding equipment of reason person.User is learned online based on the Virtual Learning Environment loaded on the first electronic equipment It practises.Administrator is managed course resources based on the Virtual Learning Environment loaded on the second electronic equipment.
Basic information database can be laid on server, the user basic information of management service Virtual Learning Environment is used The data such as family behavioural information and course resources information.Basic information database can for example preserve the ID, basic of each user Attribute information (such as ID, title of information, access record and the study duration to course resources, study number and course resources Etc. information), keyword, issuing time, the information such as classification.
Technical solution of the present invention is described in detail with specific embodiment below.These specific implementations below Example can be combined with each other, and the same or similar concept or process may be repeated no more in some embodiments.
Fig. 2 is the flow diagram of one embodiment of course resources management method of Virtual Learning Environment provided by the invention. The executing subject of the present embodiment is server.As shown in Fig. 2, method provided in this embodiment, comprising:
Step 201 obtains the corresponding user behavior information of multiple course resources.
Specifically, needing the study situation based on user when managing course resources, that is, obtaining multiple course resources pair The user behavior information answered, i.e. user are to information such as the study duration of course resources, study number, search keys.
Step 202, according to the corresponding user behavior information of multiple course resources, determine demand keyword, the need Ask keyword for being managed to the course resources of the Virtual Learning Environment.
Specifically, demand keyword is determined according to the corresponding user behavior information of multiple course resources, it is crucial according to demand Word can carry out course resources buying with guidance management person, to further realize course resources optimum management.
Such as demand keyword is determined, for click volume to the study duration of course resources and study number according to user Index high (i.e. study number higher) but learn the very short course resources of duration, it is believed that user is inclined to the keyword of course resources It is good obvious, but course resources do not attract user's study enough, therefore using the keyword of such course resources as further demand Demand keyword.
Further, demand keyword can also be determined, such as correspond to whithin a period of time according to the search key of user The search key of course negligible amounts, as demand keyword.
The method of the present embodiment obtains the corresponding user behavior information of multiple course resources;The user behavior packet It includes at least one of following: study duration, study number;According to the corresponding user behavior information of multiple course resources, determine Demand keyword, the demand keyword such as carry out course for being managed to the course resources of the Virtual Learning Environment Procurement process realizes course resources optimum management.
On the basis of the above embodiments, further, step 202 can be realized by following several modes:
A kind of implementation:
The user behavior information includes: study duration and study number;
According to the study number of multiple course resources, the most top n course resources of study number are determined;
According to the study duration of the top n course resources, the study shortest preceding M course resources of duration are determined;
By the keyword of the preceding M course resources, as the demand keyword;Wherein, N is the integer greater than 1, M For the integer greater than 1.
Specifically, can comprehensively consider the study numbers of course resources, (course resources are put out once, then the course resources Study number 1) and study duration two indices add, it is high for study number but learn the very short course of duration, it is believed that use Family is obvious to keyword preference, but course resources do not attract user's study enough, therefore the keyword of such course resources is made For the demand keyword of further demand, demand Keyword List is formed, KW1 { } can be denoted as, be supplied to administrator, administrator Course resources can be carried out the optimum management such as to purchase based on demand keyword.The specific implementation process is as follows:
It obtains the study number of course resources, learn the information such as duration, keyword, issuing time.
According to the study number of course resources, (such as descending arrangement) is ranked up to course resources, takes study number most Top n alternately curriculums table 1, be denoted as set TopLNCourse { }, set element is the course resources for the condition that meets ID。
For the course resources of set TopLNCourse { }, ((i.e. ascending order is ranked up according to study duration from small to large Arrangement)), the study shortest preceding M course resources of duration alternately curriculums table 2 are taken, set LowLTCourse { } is denoted as, Set element is the ID of the course resources for the condition that meets.
Demand keyword is extracted according to the keyword of course resources for the course resources in LowLTCourse { }.
Further, extracting demand keyword can realize in the following way:
It will learn keyword of the duration less than the course resources of the first preset threshold in preceding M course resources, as demand Keyword.
Specifically, for set LowLTCourse { }, according to the first preset threshold of setting, i.e., most short study duration threshold Value A (can also can be specified, such as study duration was less than 1 hour) with default setting by administrator, will learn duration in the set Less than the course resources of threshold value A, it is stored in requirements set, is denoted as set RCourse { }.
By the keyword of course resources in set RCourse { }, as demand keyword.
Further, the frequency that can also be occurred according to the keyword of the preceding M course resources determines that the frequency is most Preceding K keyword, and using the preceding K keyword as the demand keyword;Wherein, K is the integer greater than 1.
Specifically, for the course resources in set RCourse { }, according to the keyword message of course resources, by the collection The keyword of course resources in conjunction, the frequency occurred according to keyword is ranked up from big to small, such as keyword " cloud computing There are 5 subject resources to contain this keyword in the set, then it is assumed that " number that cloud computing occurs is 5 to keyword.Choosing K keyword is as demand keyword before taking ranking, and can be stored in set KW1 { }.
Another implementation:
The user behavior information includes search key;Step 201 may include: to obtain user in preset duration to use Search key;
Step 202 can be specifically accomplished in that
Keyword by the keyword match of the search key and multiple course resources, after being matched;
According to the corresponding course quantity of keyword after the matching, the demand keyword is determined.
Specifically, being matched to the keyword of corresponding course resources, course quantity is less than according to the term that user inputs The keyword of second preset threshold is denoted as KW2 { }, is supplied to administrator as demand keyword, carries out for guidance management person Course procurement process.The specific implementation process is as follows:
The search key of user is obtained, it is crucial such as to obtain the used retrieval of user in preset duration from basic database Word is stored in search key set, is denoted as IKey { }.
Keyword List by the keyword match of keyword and course resources in set IKey { }, after being matched. In view of user input Key comparison it is irregular, therefore by itself and in Virtual Learning Environment course resources keyword carry out Match, using Method of Fuzzy Matching, the keyword for the course resources that will match to is as search key list, deposit set ICourseKey{}.For example, the search key of user's input is " cloud ", and fuzzy matching to the keywords of course resources have The keyword of " cloud computing " cloud service ", then the two course resources that will match to is stored in set ICourseKey { }.
Further, if the corresponding course quantity of keyword after matching is less than the second preset threshold, after matching Keyword is as demand keyword.
Specifically, obtaining relevant course quantity for the keyword of set ICourseKey { }, that is, there is the keyword Course quantity.If the course quantity of keyword less than the second preset threshold, as threshold value B (can be with default setting, can also be by pipe Reason person is specified, such as course quantity is less than 3), then can be using the keyword as demand keyword, and can be stored in demand and close Key word list KW2 { }, is supplied to administrator.
In the present embodiment, according to the learning behavior and search key of user, determines demand keyword, can instruct Administrator carries out course procurement process, to further realize course resources optimum management.
On the basis of the above embodiments, further, the method for the present embodiment further include:
According to the study duration of multiple course resources, the study shortest preceding L course resources of duration are determined;
Course resources of the duration greater than third predetermined threshold value will be issued in the preceding L course resources, as invalid course Resource is managed for the course resources to the Virtual Learning Environment;Wherein, L is the integer greater than 1.
Specifically, it is considered that study duration is very short and the course resources of timeliness relatively old (i.e. issuing time is more long) are nothing Course resources are imitated, are screened, the ID of the course resources filtered out is stored in invalid course resources list, is denoted as InvalidCourse { }, is supplied to administrator.Detailed process is as follows:
According to the study duration of course resources, is sorted from small to large to the course resources of Virtual Learning Environment, take It practises the shortest preceding L course resources of duration and is stored in low study duration course set, be denoted as LowLTCourse { }.
The more long course of issuing time is filtered out in set LowLTCourse { } according to timeliness, according to course resources Issuing time be arranged third predetermined threshold value, as threshold value C (can also can be specified by administrator with default setting, for example, course money The issuing time in source is greater than 3 years), the course resources that issuing time is greater than third predetermined threshold value are filtered out, volatile data base is stored in TempDB { }, can be by those course resources, as invalid course resources, for the course resources to the Virtual Learning Environment It is managed, off-frame treatment such as is carried out to above-mentioned invalid course resources.
Wherein, described course resources of the duration greater than third predetermined threshold value value to be issued in the preceding L course resources, make For invalid course resources, comprising:
The publication duration is greater than to the course resources of third predetermined threshold value, carries out descending arrangement according to publication duration, it will Preceding P course resources are as the invalid course resources;Wherein, P is the integer greater than 1.
Further, it is possible to the course in set TempDB { } is ranked up from the old to the new according to issuing time, P before taking Course resources are stored in database InvalidCourse { }, as invalid course using preceding P course resources as the invalid class Cheng Ziyuan is supplied to administrator, can carry out course off-frame treatment with guidance management person, to further realize course resources optimization Management.
In the present embodiment, according to the information of course resources and user's learning behavior, determines invalid course resources, can refer to It leads administrator and carries out course off-frame treatment, to further realize course resources optimum management.
Fig. 3 is the structure chart of one embodiment of course resources managing device of Virtual Learning Environment provided by the invention, such as Fig. 3 It is shown, the course resources managing device of the Virtual Learning Environment of the present embodiment, comprising:
Module 301 is obtained, for obtaining the corresponding user behavior information of multiple course resources;
Processing module 302, for determining demand key according to the corresponding user behavior information of multiple course resources Word, the demand keyword is for being managed the course resources of the Virtual Learning Environment.
Optionally, the user behavior information includes: study duration and study number;Processing module 302, is specifically used for:
According to the study number of multiple course resources, the most top n course resources of study number are determined;
According to the study duration of the top n course resources, the study shortest preceding M course resources of duration are determined;
By the keyword of the preceding M course resources, as the demand keyword;Wherein, N is the integer greater than 1, M For the integer greater than 1.
Optionally, processing module 302 are specifically used for:
It will learn keyword of the duration less than the course resources of the first preset threshold in the preceding M course resources, as The demand keyword.
Optionally, processing module 302 are specifically used for:
According to the frequency that the keyword of the preceding M course resources occurs, the most preceding K keywords of the frequency is determined, and Using the preceding K keyword as the demand keyword;Wherein, K is the integer greater than 1.
Optionally, the user behavior information includes: search key;Module 301 is obtained, is also used to: when obtaining default The search key that user uses in long;
Processing module 302, is specifically used for:
Keyword by the keyword match of the search key and multiple course resources, after being matched;
According to the corresponding course quantity of keyword after the matching, the demand keyword is determined.
Optionally, processing module 302 are specifically used for:
If the corresponding course quantity of keyword after the matching is less than the second preset threshold, by the pass after the matching Key word is as the demand keyword.
Optionally, processing module 302 are also used to:
According to the study duration of multiple course resources, the study shortest preceding L course resources of duration are determined;
Course resources of the duration greater than third predetermined threshold value will be issued in the preceding L course resources, as invalid course Resource is managed for the course resources to the Virtual Learning Environment;Wherein, L is the integer greater than 1.
Optionally, processing module 302 are specifically used for:
The publication duration is greater than to the course resources of third predetermined threshold value, carries out descending arrangement according to publication duration, it will Preceding P course resources are as the invalid course resources;Wherein, P is the integer greater than 1.
The device of the present embodiment can be used for executing the technical solution of above method embodiment, realization principle and technology Effect is similar, and details are not described herein again.
Fig. 4 is the structure chart of electronic equipment embodiment provided by the invention, as shown in figure 4, the electronic equipment includes:
Processor 401, and, the memory 402 of the executable instruction for storage processor 401.
It optionally, can also include: communication interface 403, for being communicated with other equipment.
Above-mentioned component can be communicated by one or more bus.
Wherein, processor 401 is configured to execute via the executable instruction is executed corresponding in preceding method embodiment Method, specific implementation process may refer to preceding method embodiment, and details are not described herein again.
A kind of computer readable storage medium is also provided in the embodiment of the present invention, is stored thereon with computer program, it is described Realize that corresponding method in preceding method embodiment, specific implementation process may refer to when computer program is executed by processor Preceding method embodiment, it is similar that the realization principle and technical effect are similar, and details are not described herein again.
Those skilled in the art after considering the specification and implementing the invention disclosed here, will readily occur to its of the disclosure Its embodiment.The present invention is directed to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or Person's adaptive change follows the general principles of this disclosure and including the undocumented common knowledge in the art of the disclosure Or conventional techniques.The description and examples are only to be considered as illustrative, and the true scope and spirit of the disclosure are by following Claims are pointed out.
It should be understood that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by appended claims System.

Claims (11)

1. a kind of course resources management method of Virtual Learning Environment characterized by comprising
Obtain the corresponding user behavior information of multiple course resources;
According to the corresponding user behavior information of multiple course resources, determine that demand keyword, the demand keyword are used for The course resources of the Virtual Learning Environment are managed.
2. the method according to claim 1, wherein the user behavior information includes: study duration and study Number;It is described according to the corresponding user behavior information of multiple course resources, determine demand keyword, comprising:
According to the study number of multiple course resources, the most top n course resources of study number are determined;
According to the study duration of the top n course resources, the study shortest preceding M course resources of duration are determined;
By the keyword of the preceding M course resources, as the demand keyword;Wherein, N is the integer greater than 1, and M is big In 1 integer.
3. according to the method described in claim 2, it is characterized in that, the keyword by the preceding M course resources, as The demand keyword, comprising:
It will learn keyword of the duration less than the course resources of the first preset threshold in the preceding M course resources, as described Demand keyword.
4. according to the method described in claim 2, it is characterized in that, the keyword by the preceding M course resources, as The demand keyword, comprising:
According to the frequency that the keyword of the preceding M course resources occurs, the most preceding K keywords of the frequency is determined, and by institute K keyword is as the demand keyword before stating;Wherein, K is the integer greater than 1.
5. the method according to claim 1, wherein the user behavior information includes search key;It obtains The corresponding user behavior information of multiple course resources, comprising:
Obtain the search key that user uses in preset duration;
It is described according to the corresponding user behavior information of multiple course resources, determine demand keyword, comprising:
Keyword by the keyword match of the search key and multiple course resources, after being matched;
According to the corresponding course quantity of keyword after the matching, the demand keyword is determined.
6. according to the method described in claim 5, it is characterized in that, the corresponding course of keyword according to after the matching Quantity determines the demand keyword, comprising:
If the corresponding course quantity of keyword after the matching is less than the second preset threshold, by the keyword after the matching As the demand keyword.
7. method according to claim 1-6, which is characterized in that further include:
According to the study duration of multiple course resources, the study shortest preceding L course resources of duration are determined;
The course resources that duration is greater than third predetermined threshold value will be issued in the preceding L course resources, as invalid course resources, It is managed for the course resources to the Virtual Learning Environment;Wherein, L is the integer greater than 1.
8. the method according to the description of claim 7 is characterized in that described will grow up when issuing in the preceding L course resources In the course resources of third predetermined threshold value, as invalid course resources, comprising:
The publication duration is greater than to the course resources of third predetermined threshold value, descending arrangement is carried out according to publication duration, by preceding P Course resources are as the invalid course resources;Wherein, P is the integer greater than 1.
9. a kind of course resources managing device of Virtual Learning Environment characterized by comprising
Module is obtained, for obtaining the corresponding user behavior information of multiple course resources;
Processing module, for determining demand keyword, the need according to the corresponding user behavior information of multiple course resources Ask keyword for being managed to the course resources of the Virtual Learning Environment.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program Claim 1-8 described in any item methods are realized when being executed by processor.
11. a kind of electronic equipment characterized by comprising
Processor;And
Memory, for storing the executable instruction of the processor;
Wherein, the processor is configured to require 1-8 described in any item via executing the executable instruction and carry out perform claim Method.
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