CN109035088A - Adaptive learning method based on mistake topic - Google Patents
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Abstract
The present invention relates to a kind of adaptive learning methods based on mistake topic, comprising: obtains user by terminal and answers wrong topic and the knowledge point for answering wrong topic；Wrong topic is answered according to the answer situation of all users by described, is divided into the wrong topic of the wrong topic of the increasing the first estate of difficulty, the wrong topic of the second grade and the tertiary gradient；In the first stage, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the first estate is pushed；When the completion first stage enters second stage, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the second grade of push；When completion second stage enters the phase III, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the tertiary gradient is pushed.The above-mentioned adaptive learning method based on mistake topic, the exercise of the knowledge point of push user's shortcoming, improves the learning efficiency of student, while reducing the teaching load of teacher.
Description
Technical field
The present invention relates to adaptive learning methods, more particularly to the adaptive learning method based on mistake topic.
Background technique
Traditional learning process is the aspectant classroom instruction of teacher and student, after class student by do papery training book come
Consolidate knowledge, after learning a period of time, the learning outcome in this stage is fed back by papery test paper examination, because manually
Efficiency reviews knowledge that is few, and then learning new to old knowledge.So the learning time of spending same, each student
Learning effect is different.
Exercise electronization, student are inscribed by network, can judge to correct errors at once after inscribing by existing learning system, student
Achievement feedback can be received at once.If student does one time again, different degrees of student will receive identical exercise.Such study
System reduces the time for judging to set a question to wrong, teacher, but each student can not be allowed to do training for oneself weak spot.Still without
Method gives a Promoting Approach for the study situation of each student automatically.
Summary of the invention
Based on this, it is necessary in view of the above technical problems, provide a kind of adaptive learning method based on mistake topic, push is used
The exercise of the knowledge point of family shortcoming, improves the learning efficiency of student, while reducing the teaching load of teacher.
A kind of adaptive learning method based on mistake topic, comprising:
It obtains user and wrong topic and the knowledge point for answering wrong topic is answered by terminal；
Wrong topic is answered according to the answer situation of all users by described, is divided into the mistake of the increasing the first estate of difficulty
The wrong topic of topic, the wrong topic of the second grade and the tertiary gradient；
In the first stage, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the first estate is pushed；
When the completion first stage enters second stage, the wrong of the second grade of push is inscribed and is found using clustering algorithm similar
The topic of difficulty；
When completion second stage enters the phase III, pushes the wrong topic of the tertiary gradient and found using clustering algorithm similar
The topic of difficulty.
The above-mentioned adaptive learning method based on mistake topic, the exercise of the knowledge point of push user's shortcoming, improves student's
Learning efficiency, while reducing the teaching load of teacher.
In other one embodiment, the first stage, second stage and the switching between the phase III, be by
The topic road number that user has practiced reaches preset threshold road number or user has practiced number of days and reached preset threshold number of days to trigger
's.
In other one embodiment, the clustering algorithm of the topic of the similar difficulty is as follows: by any two problem
Between relative coefficient be predisposed to identical numerical value, be then based on the exercise test of the initial data source analysis single user
Situation of correcting errors data do the relative coefficient of two problem and add 1 if two problems malfunction the user simultaneously during the test
Processing；The exercise test for traversing all users over the years is corrected errors situation data, obtains the relative coefficient between any two problem, and two
Correlation and relative coefficient between problem is proportional.
In other one embodiment, " in the first stage, pushes the wrong topic of the first estate and found using clustering algorithm
Similar difficulty topic；" in, the wrong topic of described the first estate and the topic of the similar difficulty found using clustering algorithm
The ratio of the two is determined according to the setting of user.
In other one embodiment, " complete the first stage when entering second stage, the wrong topic of the second grade of push and
Utilize the topic for the similar difficulty that clustering algorithm is found；" second grade wrong topic and described found using clustering algorithm
The ratio of both topics of similar difficulty is determined according to the setting of user.
In other one embodiment, " complete second stage when entering the phase III, push the tertiary gradient wrong topic and
Utilize the topic for the similar difficulty that clustering algorithm is found；" second grade wrong topic and described found using clustering algorithm
The ratio of both topics of similar difficulty is determined according to the setting of user.
In other one embodiment, " obtains user and answer knowing for wrong topic and the topic for answering mistake by terminal
Know point；" in, the topic is marked at least one knowledge point.
A kind of computer equipment can be run on a memory and on a processor including memory, processor and storage
The step of computer program, the processor realizes any one the method when executing described program.
A kind of computer readable storage medium, is stored thereon with computer program, realization when which is executed by processor
The step of any one the method.
A kind of processor, the processor is for running program, wherein described program executes described in any item when running
Method.
Detailed description of the invention
Fig. 1 is a kind of flow diagram of adaptive learning method based on mistake topic provided by the embodiments of the present application.
Specific embodiment
In order to make the objectives, technical solutions, and advantages of the present invention clearer, with reference to the accompanying drawings and embodiments, right
The present invention is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, and
It is not used in the restriction present invention.
Refering to fig. 1, a kind of adaptive learning method based on mistake topic, comprising:
S110, the knowledge point that user answers wrong topic and the topic for answering mistake by terminal is obtained.
S120, answer wrong topic according to the answer situation of all users for described, be divided into difficulty it is increasing first etc.
The wrong topic of the wrong topic of grade, the wrong topic of the second grade and the tertiary gradient.
S130, in the first stage pushes the topic of the wrong topic and the similar difficulty found using clustering algorithm of the first estate.
When S140, completion first stage enter second stage, the wrong of the second grade of push is inscribed and is found using clustering algorithm
Similar difficulty topic.
When S150, completion second stage enter the phase III, pushes the wrong topic of the tertiary gradient and found using clustering algorithm
Similar difficulty topic.
The above-mentioned adaptive learning method based on mistake topic, the exercise of the knowledge point of push user's shortcoming, improves student's
Learning efficiency, while reducing the teaching load of teacher.
In other one embodiment, the first stage, second stage and the switching between the phase III, be by
The topic road number that user has practiced reaches preset threshold road number or user has practiced number of days and reached preset threshold number of days to trigger
's.
In other one embodiment, the clustering algorithm of the topic of the similar difficulty is as follows: by any two problem
Between relative coefficient be predisposed to identical numerical value, be then based on the exercise test of the initial data source analysis single user
Situation of correcting errors data do the relative coefficient of two problem and add 1 if two problems malfunction the user simultaneously during the test
Processing；The exercise test for traversing all users over the years is corrected errors situation data, obtains the relative coefficient between any two problem, and two
Correlation and relative coefficient between problem is proportional.
In other one embodiment, " in the first stage, pushes the wrong topic of the first estate and found using clustering algorithm
Similar difficulty topic；" in, the wrong topic of described the first estate and the topic of the similar difficulty found using clustering algorithm
The ratio of the two is determined according to the setting of user.
In other one embodiment, " complete the first stage when entering second stage, the wrong topic of the second grade of push and
Utilize the topic for the similar difficulty that clustering algorithm is found；" second grade wrong topic and described found using clustering algorithm
The ratio of both topics of similar difficulty is determined according to the setting of user.
In other one embodiment, " complete second stage when entering the phase III, push the tertiary gradient wrong topic and
Utilize the topic for the similar difficulty that clustering algorithm is found；" second grade wrong topic and described found using clustering algorithm
The ratio of both topics of similar difficulty is determined according to the setting of user.
In other one embodiment, " obtains user and answer knowing for wrong topic and the topic for answering mistake by terminal
Know point；" in, the topic is marked at least one knowledge point.
A kind of computer equipment can be run on a memory and on a processor including memory, processor and storage
The step of computer program, the processor realizes any one the method when executing described program.
A kind of computer readable storage medium, is stored thereon with computer program, realization when which is executed by processor
The step of any one the method.
A kind of processor, the processor is for running program, wherein described program executes described in any item when running
Method.
Each technical characteristic of embodiment described above can be combined arbitrarily, for simplicity of description, not to above-mentioned reality
It applies all possible combination of each technical characteristic in example to be all described, as long as however, the combination of these technical characteristics is not deposited
In contradiction, all should be considered as described in this specification.
The embodiments described above only express several embodiments of the present invention, and the description thereof is more specific and detailed, but simultaneously
It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art
It says, without departing from the inventive concept of the premise, various modifications and improvements can be made, these belong to protection of the invention
Range.Therefore, the scope of protection of the patent of the invention shall be subject to the appended claims.
Claims (10)
1. a kind of adaptive learning method based on mistake topic characterized by comprising
It obtains user and wrong topic and the knowledge point for answering wrong topic is answered by terminal；
Answer wrong topic according to the answer situation of all users for described, be divided into the increasing the first estate of difficulty wrong topic,
The wrong topic of second grade and the wrong topic of the tertiary gradient；
In the first stage, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the first estate is pushed；
When the completion first stage enters second stage, the wrong topic of the second grade of push and the similar difficulty found using clustering algorithm
Topic；
When completion second stage enters the phase III, the wrong similar difficulty inscribed and found using clustering algorithm of the tertiary gradient is pushed
Topic.
2. the adaptive learning method according to claim 1 based on mistake topic, which is characterized in that first stage,
Switching between second stage and phase III is that the topic road number practiced by user reaches preset threshold road number or user
Practice number of days to reach preset threshold number of days to trigger.
3. the adaptive learning method according to claim 1 based on mistake topic, which is characterized in that the similar difficulty
The clustering algorithm of topic is as follows: the relative coefficient between any two problem being predisposed to identical numerical value, is then based on described
The exercise of initial data source analysis single user tests situation data of correcting errors, if two problems go out the user simultaneously during the test
Mistake then does the relative coefficient of two problem plus 1 is handled；The exercise for traversing all users over the years tests situation data of correcting errors,
The relative coefficient between any two problem is obtained, the correlation and relative coefficient between two problems are proportional.
4. the adaptive learning method according to claim 1 based on mistake topic, which is characterized in that " in the first stage, push
The topic of the wrong topic and the similar difficulty found using clustering algorithm of the first estate；" in, the wrong topic of described the first estate and described
The ratio of both topics of similar difficulty found using clustering algorithm is determined according to the setting of user.
5. it is according to claim 1 based on mistake topic adaptive learning method, which is characterized in that " complete the first stage into
When entering second stage, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the second grade of push；" described second etc.
The wrong topic of grade and the ratio of both topics of similar difficulty found using clustering algorithm are determined according to the setting of user.
6. it is according to claim 1 based on mistake topic adaptive learning method, which is characterized in that " complete second stage into
When entering the phase III, the topic of the wrong topic and the similar difficulty found using clustering algorithm of the tertiary gradient is pushed；" described second etc.
The wrong topic of grade and the ratio of both topics of similar difficulty found using clustering algorithm are determined according to the setting of user.
7. the adaptive learning method according to claim 1 based on mistake topic, which is characterized in that " obtain user and pass through end
Answer wrong topic and the knowledge point for answering wrong topic in end；" in, the topic is marked at least one knowledge point.
8. a kind of computer equipment including memory, processor and stores the meter that can be run on a memory and on a processor
Calculation machine program, which is characterized in that the processor realizes any one of claims 1 to 7 the method when executing described program
Step.
9. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is held by processor
The step of any one of claims 1 to 7 the method is realized when row.
10. a kind of processor, which is characterized in that the processor is for running program, wherein right of execution when described program is run
Benefit requires 1 to 7 described in any item methods.
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109598994A (en) * | 2018-12-24 | 2019-04-09 | 上海乂学教育科技有限公司 | Non- knowledge point wrong identification method and system in a kind of adaptive teaching |
| CN110704503A (en) * | 2019-09-19 | 2020-01-17 | 上海易点时空网络有限公司 | Question setting method and device and server |
| CN110765278A (en) * | 2019-10-24 | 2020-02-07 | 深圳小蛙出海科技有限公司 | Method for searching similar exercises, computer equipment and storage medium |
| CN114003715A (en) * | 2021-12-31 | 2022-02-01 | 北京金茂教育科技有限公司 | Negative feedback matching method for evolution type object |
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| CN107273490A (en) * | 2017-06-14 | 2017-10-20 | 北京工业大学 | A kind of combination mistake topic recommendation method of knowledge based collection of illustrative plates |
| CN107886451A (en) * | 2017-11-13 | 2018-04-06 | 浙江工商大学 | Exercise individualized fit method in the Teaching System of mobile terminal |
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| CN101477755A (en) * | 2009-01-06 | 2009-07-08 | 陈诗周 | Error problem database system for student |
| CN105512214A (en) * | 2015-11-28 | 2016-04-20 | 华中师范大学 | Knowledge database, construction method and learning situation diagnosis system |
| CN107273490A (en) * | 2017-06-14 | 2017-10-20 | 北京工业大学 | A kind of combination mistake topic recommendation method of knowledge based collection of illustrative plates |
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Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109598994A (en) * | 2018-12-24 | 2019-04-09 | 上海乂学教育科技有限公司 | Non- knowledge point wrong identification method and system in a kind of adaptive teaching |
| CN110704503A (en) * | 2019-09-19 | 2020-01-17 | 上海易点时空网络有限公司 | Question setting method and device and server |
| CN110765278A (en) * | 2019-10-24 | 2020-02-07 | 深圳小蛙出海科技有限公司 | Method for searching similar exercises, computer equipment and storage medium |
| CN110765278B (en) * | 2019-10-24 | 2022-10-25 | 深圳小蛙出海科技有限公司 | Method for searching similar exercises, computer equipment and storage medium |
| CN114003715A (en) * | 2021-12-31 | 2022-02-01 | 北京金茂教育科技有限公司 | Negative feedback matching method for evolution type object |
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