CN106971640A - Method and device for detecting learning effect based on big data - Google Patents
Method and device for detecting learning effect based on big data Download PDFInfo
- Publication number
- CN106971640A CN106971640A CN201710339873.9A CN201710339873A CN106971640A CN 106971640 A CN106971640 A CN 106971640A CN 201710339873 A CN201710339873 A CN 201710339873A CN 106971640 A CN106971640 A CN 106971640A
- Authority
- CN
- China
- Prior art keywords
- user
- learning
- terminal device
- examination question
- knowledge point
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 49
- 230000000694 effects Effects 0.000 title claims abstract description 8
- 238000012360 testing method Methods 0.000 claims abstract description 114
- 238000007405 data analysis Methods 0.000 claims abstract description 16
- 238000003860 storage Methods 0.000 claims description 10
- 230000004044 response Effects 0.000 abstract 2
- 238000012797 qualification Methods 0.000 description 10
- 230000007812 deficiency Effects 0.000 description 6
- 238000013100 final test Methods 0.000 description 6
- 238000007726 management method Methods 0.000 description 5
- 238000001514 detection method Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 235000013399 edible fruits Nutrition 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- OKTJSMMVPCPJKN-UHFFFAOYSA-N Carbon Chemical compound [C] OKTJSMMVPCPJKN-UHFFFAOYSA-N 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 229910052799 carbon Inorganic materials 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 230000003111 delayed effect Effects 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 230000014759 maintenance of location Effects 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 238000003786 synthesis reaction Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G09—EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
- G09B—EDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
- G09B7/00—Electrically-operated teaching apparatus or devices working with questions and answers
- G09B7/02—Electrically-operated teaching apparatus or devices working with questions and answers of the type wherein the student is expected to construct an answer to the question which is presented or wherein the machine gives an answer to the question presented by a student
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/70—Information retrieval; Database structures therefor; File system structures therefor of video data
- G06F16/78—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
- G06F16/7867—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using information manually generated, e.g. tags, keywords, comments, title and artist information, manually generated time, location and usage information, user ratings
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- Educational Administration (AREA)
- Educational Technology (AREA)
- Business, Economics & Management (AREA)
- Library & Information Science (AREA)
- Multimedia (AREA)
- Data Mining & Analysis (AREA)
- Databases & Information Systems (AREA)
- General Engineering & Computer Science (AREA)
- Electrically Operated Instructional Devices (AREA)
Abstract
The invention discloses a method and a device for detecting learning effect based on big data, wherein the method comprises the following steps: when the fact that the terminal device finishes playing the learning video is detected, a test question matched with the knowledge point of the learning video is determined from a pre-stored question library based on big data analysis and is pushed to the terminal device, a response result of a user for the test question fed back by the terminal device is received, the mastery degree of the user for the knowledge point of the learning video is determined according to the response result, the determined mastery degree of the user for the knowledge point of the learning video is pushed to the terminal device, and the mastery degree is used for reflecting the learning effect of the user for the knowledge point of the learning video. By implementing the embodiment of the invention, the relevant test questions of the learning video can be pushed to be answered by the user after the learning video is played, so that the learning effect of the user can be detected, the user can know the learning condition of the user, and the learning efficiency of the user can be improved.
Description
Technical field
The present invention relates to Internet technical field, and in particular to a kind of method and dress that results of learning are detected based on big data
Put.
Background technology
With the fast development of Internet technology, the use of the terminal device such as mobile phone, tablet personal computer is more and more frequent, except
It can provide the user outside the amusement functions such as music, online video display and instant messaging, the video installed in terminal device
Study application can also provide the user study video and learn for user.In actual applications, learned when the user effort time is watched
Practise after video, existing terminal device can not be detected to the results of learning of user, be unfavorable for user and understood itself
Habit situation, and then it is unfavorable for improving the learning efficiency of user.
The content of the invention
The embodiment of the invention discloses a kind of method and device that results of learning are detected based on big data, it can be regarded in study
The related examination question of push study video is answered for user after frequency is finished is detected with the results of learning to user, Jin Erneng
User is understood the study situation of itself, be conducive to improving the learning efficiency of user.
First aspect of the embodiment of the present invention discloses a kind of method that results of learning are detected based on big data, methods described bag
Include：
When detect terminal device finish study video when, based on big data analysis from the test item bank prestored
It is determined that the test examination question matched with the knowledge point for learning video；
The test examination question is pushed into the terminal device, supplied with triggering the terminal device output test examination question
User answers；
Answer result of the user for the test examination question of the terminal device feedback is received, and according to the knot of answering
Fruit determines master degree of the user for the knowledge point of the study video, and the master degree determined is pushed to described
Terminal device, exports the master degree, the master degree is used to react user for the study to trigger the terminal device
The results of learning of the knowledge point of video.
As an alternative embodiment, in first aspect of the embodiment of the present invention, detecting the terminal device
Finish after the study video, described analyzed based on big data is determined and the study from the test item bank prestored
Before the test examination question that the knowledge point of video matches, methods described also includes：
Determine grade belonging to grade's mark scope of grade belonging to the study video and the user of the terminal device
Grade mark；
Judge that the grade identifies whether that in the range of the grade mark mark is in the grade when the grade
When in the range of mark, triggering is performed described analyzed based on big data and determined and the study video from the test item bank prestored
Knowledge point match test examination question operation.
As an alternative embodiment, in first aspect of the embodiment of the present invention, it is described by the palm determined
Degree of holding is pushed to after the terminal device, and methods described also includes：
Judge whether the user that the master degree is reflected meets for the results of learning of the knowledge point of the study video
Default results of learning, when being unsatisfactory for the default results of learning, into all teachers of user with the study video
The teaching management terminal for the teacher that affiliated subject matches pushes prompting message, and the prompting message includes the study
The knowledge point of video and the master degree.
As an alternative embodiment, in first aspect of the embodiment of the present invention, methods described also includes：
When the user that the master degree is reflected is unsatisfactory for presetting for the results of learning of the knowledge point of the study video
During results of learning, the exercise for determining to match from the test item bank with the knowledge point of the study video is analyzed based on big data
Examination question, and the exercise examination question is pushed into the terminal device.
As an alternative embodiment, in first aspect of the embodiment of the present invention, it is described to receive the terminal device
Result of being answered after the user of feedback is for the result of answering of the test examination question, and described in the basis determines that user is directed to
Before the master degree of the knowledge point of the study video, methods described also includes：
It is determined that at the time of the test examination question is pushed into the terminal device to answer described in receiving result at the time of
Between time span；
Judge whether the time span is less than or equal to preset duration threshold value, when judging that the time span is less than or equal to
During the preset duration threshold value, triggering performs result of being answered described in the basis and determines knowledge of the user for the study video
The operation of the master degree of point.
Second aspect of the embodiment of the present invention discloses a kind of device that results of learning are detected based on big data, described device bag
Determining unit, push unit and receiving unit are included, wherein：
The determining unit, for when detect terminal device finish study video when, based on big data analysis from
The test examination question matched with the knowledge point of the study video is determined in the test item bank prestored；
The push unit, for the test examination question to be pushed into the terminal device, to trigger the terminal device
The output test examination question is answered for user；
The receiving unit, answer knot of the user for the test examination question for receiving the terminal device feedback
Really；
The determining unit, is additionally operable to determine user for the knowledge point for learning video according to the result of answering
Master degree, the master degree is used to react results of learning of the user for the knowledge point of the study video；
The push unit, the master degree for being additionally operable to determine the determining unit pushes to the terminal and set
It is standby, export the master degree to trigger the terminal device.
As an alternative embodiment, in second aspect of the embodiment of the present invention, the determining unit is additionally operable to
Detect the terminal device finish after the study video and perform it is described based on big data analysis from advance
What the knowledge point determined in the test item bank of storage with the study video matched tests before the operation of examination question, determines
Practise grade's mark of grade belonging to grade's mark scope of grade belonging to video and the user of the terminal device；
Described device also includes the first judging unit, wherein：
First judging unit, for judging that the grade is identified whether in the range of grade mark, works as institute
When stating grade's mark in the range of grade mark, trigger the determining unit perform it is described based on big data analysis from pre-
The operation of test examination question matched with the knowledge point of the study video is determined in the test item bank first stored.
As an alternative embodiment, in second aspect of the embodiment of the present invention, described device is also sentenced including second
Disconnected unit, wherein：
Second judging unit, for pushing away the master degree that the determining unit is determined in the push unit
Deliver to after the terminal device, judge the study of user that the master degree reflects for the knowledge point of the study video
Whether effect meets default results of learning；
The push unit, is additionally operable to when second judging unit judges to be unsatisfactory for the default results of learning,
The teaching management terminal of the teacher matched into all teachers of user with the subject belonging to the study video
Prompting message is pushed, the prompting message includes the knowledge point of the study video and the master degree.
As an alternative embodiment, in second aspect of the embodiment of the present invention, the determining unit is additionally operable to work as
When the user that the master degree is reflected is unsatisfactory for default results of learning for the results of learning of the knowledge point of the study video,
The exercise examination question for determining to match from the test item bank with the knowledge point of the study video is analyzed based on big data；
The push unit, is additionally operable to the exercise examination question pushing to the terminal device.
As an alternative embodiment, in second aspect of the embodiment of the present invention, the determining unit is additionally operable to
The user that the receiving unit receives the terminal device feedback is directed to after the result of answering of the test examination question and performed
Before result of being answered described in the basis determines user for the master degree of the knowledge point of the study video, it is determined that being surveyed described
Topic of having a try at the time of push to the terminal device to receive it is described answer result at the time of between time span；
Described device also includes the 3rd judging unit, wherein：
3rd judging unit, for judging whether the time span is less than or equal to preset duration threshold value, works as judgement
When going out the time span less than or equal to the preset duration threshold value, trigger and answered described in the determining unit execution basis
As a result operation of the user for the master degree of the knowledge point of the study video is determined.
Compared with prior art, the embodiment of the present invention has the advantages that：
In the embodiment of the present invention, when detecting terminal device and finishing study video, based on big data analysis from pre-
The test examination question matched with the knowledge point of the study video is determined in the test item bank first stored, and the test examination question is pushed to
Terminal device, exports the test examination question with triggering terminal equipment and is answered for user, and the user of receiving terminal apparatus feedback is for being somebody's turn to do
The result of answering of examination question is tested, and master degree of the user for the knowledge point of the study video is determined according to the result of answering, with
And the user determined for the master degree of knowledge point of the study video is pushed to terminal device, the master degree is used to react
Results of learning of the user for the knowledge point of the study video.It can be seen that, implementing the embodiment of the present invention can be in study video playback
The related examination question of offer study video is answered for user after finishing is detected with the results of learning to user, and then can be used
Family understands the study situation of itself and the deficiency certainly in learning process, so that user is targetedly learnt, favorably
In the results of learning and the study initiative of user that improve user.
Brief description of the drawings
Technical scheme in order to illustrate the embodiments of the present invention more clearly, below by using required in embodiment
Accompanying drawing is briefly described, it should be apparent that, drawings in the following description are only some embodiments of the present invention, for ability
For the those of ordinary skill of domain, on the premise of not paying creative work, it can also be obtained according to these accompanying drawings other attached
Figure.
Fig. 1 is a kind of schematic flow sheet for the method that results of learning are detected based on big data disclosed in the embodiment of the present invention；
Fig. 2 is the flow signal of another method that results of learning are detected based on big data disclosed in the embodiment of the present invention
Figure；
Fig. 3 is a kind of structural representation for the device that results of learning are detected based on big data disclosed in the embodiment of the present invention；
Fig. 4 is the structural representation of another device that results of learning are detected based on big data disclosed in the embodiment of the present invention
Figure；
Fig. 5 is a kind of structural representation of server disclosed in the embodiment of the present invention.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation is described, it is clear that described embodiment is only a part of embodiment of the invention, rather than whole embodiments.Based on this
Embodiment in invention, the every other reality that those of ordinary skill in the art are obtained under the premise of creative work is not made
Example is applied, the scope of protection of the invention is belonged to.
It should be noted that the term " comprising " and " having " of the embodiment of the present invention and their any deformation, it is intended that
Be to cover it is non-exclusive include, for example, containing process, method, system, product or the equipment of series of steps or unit not
Be necessarily limited to those steps or the unit clearly listed, but may include not list clearly or for these processes, side
The intrinsic other steps of method, product or equipment or unit.
The embodiment of the invention discloses a kind of method and device that results of learning are detected based on big data, it can be regarded in study
The related examination question of offer study video is answered for user after frequency is finished is detected with the results of learning to user, Jin Erneng
User is enough set to understand the study situation of itself and from the deficiency in learning process, so that user is targetedly learned
Practise, be conducive to improving results of learning, learning efficiency and the study initiative of user of user.Carry out individually below specifically
It is bright.
Embodiment one
Referring to Fig. 1, Fig. 1 is a kind of stream for the method that results of learning are detected based on big data disclosed in the embodiment of the present invention
Journey schematic diagram.Wherein, detect that the method for results of learning can apply in server based on big data described by Fig. 1, such as supply
In learning server or the server that can be communicated with the learning server of user's program request study video etc., present invention reality
Example is applied not limit.As shown in figure 1, should detect that the method for results of learning can include following operation based on big data：
101st, when detecting terminal device and finishing study video, server is based on big data and analyzed from prestoring
Test item bank in determine the test examination question that matches with the knowledge point of the study video.
In the embodiment of the present invention, the terminal device can be smart mobile phone, the tablet personal computer for being provided with video study application
And mobile internet device etc., the embodiment of the present invention is not limited.
In the embodiment of the present invention, test item bank is previously stored with server, the test item bank is by a large amount of examination questions, per pass examination question
Script (or examination question parsing) and per pass examination question attribute keyword composition, the attribute keyword of per pass examination question is used to retouch
The knowledge point that the subject belonging to the examination question and the examination question are included is stated, optionally, the attribute keyword of per pass examination question can be with
The uploader name of uplink time, the examination question including the examination question, the qualifications and record of service (such as uploading grade) of the uploader of the examination question, should
One or more in total degree that the upload place of examination question, the comprehensive grading of the examination question and the examination question are answered etc., this hair
Bright embodiment is not limited.Wherein, when detect terminal device finish study video when, server be based on big data analysis
Determine to include with the test examination question that the knowledge point of the study video matches from the test item bank prestored：
When detecting for user when the video flowing of the study video of terminal device program request is transmitted and finished or ought connect
When receiving the feedback information that terminal device is finished for study video playback, server determines that the attribute of the study video is crucial
Word, wherein, the subject and the study video that the attribute keyword of the study video is used to describe belonging to the study video are passed
The knowledge point reached, it is further alternative, the attribute keyword of the study video can also include the study video uplink time,
The uploader name of the study video, the qualifications and record of service (as uploaded grade etc.) of the uploader of the study video and the study video
One or more in upload place etc., the embodiment of the present invention is not limited；
Server determines that the attribute keyword of examination question is closed with the attribute of the study video from the test item bank prestored
The matching degree of key word is more than or equal to the examination question of preset matching degree threshold value (such as 95%), is used as the knowledge point phase with the study video
The test examination question matched somebody with somebody.
Wherein, the matching degree of attribute keyword of the attribute keyword of examination question with learning video can be with by whether belong to phase
With subject and comprising knowledge point it is whether similar or identical determine, further, can also be by the uplink time of examination question
With time difference of the uplink time of the study video whether in the poor scope of preset time (such as within 1 year-a year and a half), examination question
Upload place with study video upload place whether belong to same province or whether using identical teaching material etc. come further
It is determined that, the embodiment of the present invention is not limited.
It should be noted that when the examination question that the knowledge point with learning video determined matches has cover more, server
Can further by every qualifications and record of service for covering the uploader of examination question that match and/or often set match examination question comprehensive grading and/
Or the total degree answered of the examination question that matches final knowledge determined with above-mentioned study video from the examination question that matches is covered more
The test examination question that matches of point, will such as cover in the examination question that matches the qualifications and record of service highest of the uploader of examination question or more than default qualifications and record of service more
Examination question be defined as final test examination question, or the comprehensive grading highest of examination question will be covered in the examination question that matches or more than pre- more
If the examination question of scoring is defined as final test examination question, or will cover examination question is answered in the examination question that matches total degree most more
More or it is defined as final test examination question more than the examination question of preset times, the embodiment of the present invention is not limited.Wherein it is determined that go out
The quantity of the test examination question matched with the knowledge point of study video can be a set of, it is preferred that the test examination question can also be wrapped
Many set test examination questions are included, the embodiment of the present invention is not limited.
102nd, above-mentioned test examination question is pushed to terminal device by server, with triggering terminal equipment output test examination question for
Answer at family.
In the embodiment of the present invention, server pushes to above-mentioned test examination question after terminal device, is exported by terminal device
Above-mentioned test examination question is answered for user, and by terminal device collect user for above-mentioned test examination question answer result and will receive
The result of answering of collection feeds back to server.
103rd, the user of server receiving terminal equipment feedback is directed to the result of answering of above-mentioned test examination question.
104th, server determines master degree of the user for the knowledge point of above-mentioned study video according to above-mentioned result of answering.
In the embodiment of the present invention, server, will be for surveying after the result of answering for above-mentioned test examination question is received
The result of answering for topic of having a try is compared with the script for test examination question in above-mentioned test item bank, determines terminal device
User be directed to the accuracy of answering of above-mentioned test examination question, and determine that user knowing for above-mentioned study video according to the accuracy
Know the master degree of point, the master degree is used for study effect of the user for the knowledge point of above-mentioned study video of reactive terminal equipment
Really.
In the embodiment of the present invention, when testing the quantity of examination question for many sets and less than or equal to default tricks, the pin determined
Accuracy of answering to above-mentioned test examination question can be the average value for all accuracy of answering for testing examination questions；When test examination
When the quantity of topic is for many sets and more than default tricks, the accuracy of answering for above-mentioned test examination question determined can be for
The residue after maximum answer accuracy and minimum accuracy of answering is removed in all accuracy of answering of above-mentioned test examination question
The average value for accuracy of answering, the user that can so improve the terminal device determined is directed to the knowledge point of above-mentioned study video
Master degree accuracy.
In the embodiment of the present invention, for example, server can be by master degree of the user for the knowledge point of study video
It is divided into Three Estate：Good, general and difference, and when the above-mentioned accuracy of answering determined is more than or equal to 90%, server
Determine that user is defined as " good " for the master degree of the knowledge point of above-mentioned study video, when the above-mentioned accuracy of answering determined is big
In equal to 65% and less than 90% when, server determine user for above-mentioned study video knowledge point master degree be " one
As ", when the above-mentioned accuracy of answering determined is less than 65%, server determines that the user of terminal device regards for above-mentioned study
The master degree of the instruction point of frequency is poor.
105th, the above-mentioned master degree determined is pushed to terminal device by server, and the above-mentioned palm is exported with triggering terminal equipment
Degree of holding.
In the embodiment of the present invention, when the above-mentioned master degree that server is determined is general or poor, server will determined
While the above-mentioned master degree gone out pushes to terminal device, the script of above-mentioned test examination question can also be pushed to end in the lump
End equipment, so that the user of terminal device understands the weak link of the knowledge point of its own study.
In an optional embodiment, detecting after terminal device finishes above-mentioned study video, Yi Ji
Perform the above-mentioned survey analyzed based on big data and determine to match with the knowledge point of the study video from the test item bank prestored
Before the operation for topic of having a try, it should detect that the method for results of learning can also include following operation based on big data：
Server determines year belonging to grade's mark scope of grade belonging to above-mentioned study video and the user of terminal device
Grade's mark of level；
Server judges that the grade of grade belonging to the user of terminal device identifies whether to be in year belonging to above-mentioned study video
In the range of grade's mark of level, when grade's mark of grade belonging to the user of terminal device is in grade belonging to above-mentioned study video
Grade mark in the range of when, triggering perform it is above-mentioned based on big data analysis from the test item bank prestored determine with above-mentioned
Practise the operation for testing examination question that the knowledge point of video matches.The study video so watched in user and the study of user itself
Just the mode of the results of learning of detection user can not only reduce the live load of server when ability matches, additionally it is possible to improve
The reliability of the results of learning detected.
It can be seen that, implement to detect that the method for results of learning can be complete in study video playback based on big data described by Fig. 1
The related examination question of offer study video is answered for user after finishing is detected with the results of learning to user, and then can make user
Understand the study situation of itself and from the deficiency in learning process, so that user is targetedly learnt, be conducive to
Improve results of learning, learning efficiency and the study initiative of user of user.
Embodiment two
Referring to Fig. 2, Fig. 2 is another method that results of learning are detected based on big data disclosed in the embodiment of the present invention
Schematic flow sheet.As shown in Fig. 2 should detect that the method for results of learning can include following operation based on big data：
201st, when detecting terminal device and finishing study video, server is based on big data and analyzed from prestoring
Test item bank in determine the test examination question that matches with the knowledge point of the study video.
202nd, above-mentioned test examination question is pushed to terminal device by server, with triggering terminal equipment output test examination question for
Answer at family.
203rd, the user of server receiving terminal equipment feedback is directed to the result of answering of above-mentioned test examination question.
204th, server determines master degree of the user for the knowledge point of above-mentioned study video according to above-mentioned result of answering.
205th, the above-mentioned master degree determined is pushed to terminal device by server, and the above-mentioned palm is exported with triggering terminal equipment
Degree of holding.
In the embodiment of the present invention, step 201- steps 205 correspond to the step 101- steps 105 in embodiment one respectively, this
Inventive embodiments are repeated no more.
206th, server judges that the user that above-mentioned master degree is reflected is imitated for the study of the knowledge point of above-mentioned study video
Whether fruit meets default results of learning, and when the judged result of step 206 is is, triggering performs step 207, when step 206
When judged result is no, this flow can be terminated.
207th, server into all teachers of user with teaching that the subject belonging to above-mentioned study video matches
The teaching management terminal of teacher pushes prompting message, and the prompting message can include the knowledge point of above-mentioned study video and above-mentioned
Master degree.
In the embodiment of the present invention, teaching from server to the teacher matched with the subject belonging to above-mentioned study video
Management terminal pushes the study feelings for the user that prompting message can make the teacher of the user of terminal device understand terminal device
Condition.
In an optional embodiment, detecting after terminal device finishes above-mentioned study video, Yi Ji
Perform the above-mentioned survey analyzed based on big data and determine to match with the knowledge point of the study video from the test item bank prestored
Before the operation for topic of having a try, it should detect that the method for results of learning can also include following operation based on big data：
Server determines year belonging to grade's mark scope of grade belonging to above-mentioned study video and the user of terminal device
Grade's mark of level；
Server judges that the grade of grade belonging to the user of terminal device identifies whether to be in year belonging to above-mentioned study video
In the range of grade's mark of level, when grade's mark of grade belonging to the user of terminal device is in grade belonging to above-mentioned study video
Grade mark in the range of when, triggering perform it is above-mentioned based on big data analysis from the test item bank prestored determine with above-mentioned
Practise the operation for testing examination question that the knowledge point of video matches.The study video so watched in user and the study of user itself
Just the mode of the results of learning of detection user can not only reduce the live load of server when ability matches, additionally it is possible to improve
The reliability of the results of learning detected.
In another optional embodiment, it should detect that the method for results of learning can also include following behaviour based on big data
Make：
When the user that above-mentioned master degree is reflected is unsatisfactory for presetting for the results of learning of the knowledge point of above-mentioned study video
During results of learning, server is analyzed based on big data determines that the knowledge point with above-mentioned study video matches from above-mentioned test item bank
Exercise examination question, and above-mentioned exercise examination question is pushed into terminal device.Specific aim so can be provided for the user of terminal device
Exercise examination question, the user of terminal device can be helped targetedly to be adjusted in the study.
, should after the step 203 that is finished and before step 204 is performed in another optional embodiment
The method for detecting results of learning based on big data can also include following operation：
Server determine at the time of above-mentioned test examination question is pushed into terminal device to receive above-mentioned result of answering when
Time span between quarter；
Server judge the time span whether be less than or equal to preset duration threshold value, when judge the time span be less than etc.
When preset duration threshold value, triggering execution is above-mentioned to determine that user is directed to the knowledge point of above-mentioned study video according to above-mentioned result of answering
Master degree operation.So by the limitation for time of being answered to user more can further improve the results of learning detected can
By property.
It can be seen that, implement to detect that the method for results of learning can be complete in study video playback based on big data described by Fig. 2
The related examination question of offer study video is answered for user after finishing is detected with the results of learning to user, and then can make user
Understand the study situation of itself and from the deficiency in learning process, so that user is targetedly learnt, be conducive to
Improve results of learning, learning efficiency and the study initiative of user of user.
Embodiment three
Referring to Fig. 3, Fig. 3 is a kind of knot for the device that results of learning are detected based on big data disclosed in the embodiment of the present invention
Structure schematic diagram.Wherein, shown in Fig. 3 based on big data detect results of learning device can using in the server, such as
The learning server of family program request study video or the server that can be communicated with the learning server are medium, and the present invention is implemented
Example is not limited.As shown in figure 3, should detect that the device 300 of results of learning can include determining that unit 301, push away based on big data
Unit 302 and receiving unit 303 are sent, wherein：
Determining unit 301 is used for when detecting terminal device and finishing study video, based on big data analysis from pre-
The test examination question matched with the knowledge point of the study video is determined in the test item bank first stored.
In the embodiment of the present invention, detected based on big data in the device 300 of results of learning and be previously stored with test item bank, the examination
Exam pool is made up of the attribute keyword of a large amount of examination questions, the script (or examination question parsing) of per pass examination question and per pass examination question,
The attribute keyword of per pass examination question is used to describe the knowledge point that subject and the examination question belonging to the examination question are included, optionally,
The attribute keyword of per pass examination question can also include the upper of the uplink time, the uploader name of the examination question, the examination question of the examination question
The qualifications and record of service (as uploaded grade) of biography person, upload place, the comprehensive grading of the examination question and the examination question of the examination question are by answering
One or more in total degree etc., the embodiment of the present invention is not limited.Wherein it is determined that unit 301 be based on big data analyze from
The concrete mode of the test examination question matched with the knowledge point of the study video is determined in the test item bank prestored to be：
When detecting for user when the video flowing of the study video of terminal device program request is transmitted and finished or ought connect
When receiving the feedback information that terminal device is finished for study video playback, the attribute keyword of the study video is determined, wherein,
The attribute keyword of the study video is used to describe the knowledge that subject and the study video belonging to the study video are passed on
Point, further alternative, the attribute keyword of the study video can also include the uplink time of the study video, the study and regard
The uploader name of frequency, the qualifications and record of service (such as uploading grade) of the uploader of the study video and the upload place of the study video
In one or more etc., the embodiment of the present invention is not limited；
The attribute keyword of examination question and the attribute keyword of the study video are determined from the test item bank prestored
Matching degree is more than or equal to the examination question of preset matching degree threshold value (such as 95%), the survey matched as the knowledge point with the study video
Have a try topic.
Wherein, the matching degree of attribute keyword of the attribute keyword of examination question with learning video can be with by whether belong to phase
With subject and comprising knowledge point it is whether similar or identical determine, further, can also be by the uplink time of examination question
With time difference of the uplink time of the study video whether in the poor scope of preset time (such as within 1 year-a year and a half), examination question
Upload place with study video upload place whether belong to same province or whether using identical teaching material etc. come further
It is determined that, the embodiment of the present invention is not limited.
It should be noted that when the examination question that the knowledge point with learning video determined matches has cover more, it is determined that single
Member 301 can be commented further by the qualifications and record of service of every uploader for covering the examination question matched and/or the synthesis of each examination question that matches
Point and/or the total degree answered of the examination question that matches finally determined and above-mentioned study video from the examination question that matches is covered more
The test examination question that knowledge point matches, will such as cover in the examination question that matches the qualifications and record of service highest of the uploader of examination question or more than default more
The examination question of qualifications and record of service is defined as final test examination question, or the comprehensive grading for covering examination question in the examination question that matches more is most high or ultra
The examination question for crossing default scoring is defined as final test examination question, or total secondary by cover that examination question in the examination question that matches answered more
Number is most or is defined as final test examination question more than the examination question of preset times, and the embodiment of the present invention is not limited.Wherein it is determined that
The quantity for the test examination question that the knowledge point with learning video gone out matches can be a set of, it is preferred that the test examination question also may be used
So that including many set test examination questions, the embodiment of the present invention is not limited.
The above-mentioned test examination question that push unit 302 is used to determine determining unit 301 pushes to terminal device, to trigger
Terminal device exports above-mentioned test examination question and answered for user.
Receiving unit 303 is used for answer result of the user for above-mentioned test examination question of receiving terminal apparatus feedback.
The result of answering that determining unit 301 can be also used for being received according to receiving unit 303 determines user for above-mentioned
Learn the master degree of the knowledge point of video, the master degree is used to react study effect of the user for the knowledge point of above-mentioned study video
Really.
The above-mentioned master degree that push unit 302 can be also used for determining determining unit 301 pushes to terminal device, with
Triggering terminal equipment exports master degree.
In an optional embodiment, determining unit 301 can be also used for finishing detecting terminal device
Determined after habit video and performing above-mentioned analyzed based on big data from the test item bank prestored with learning knowing for video
Before the operation for knowing the test examination question that point matches, it is determined that the grade's mark scope and terminal device of grade belonging to study video
User belonging to grade grade mark.
In the optional embodiment, it should detect that the device 300 of results of learning can also include judging single based on big data
Member 304, now, should detect that the structure of the device 300 of results of learning can be with as shown in figure 4, Fig. 4 be of the invention real based on big data
Apply the structural representation of another device that results of learning are detected based on big data disclosed in example.Wherein：
Judging unit 304 is used to judge that above-mentioned grade is identified whether in the range of above-mentioned grade mark, on judging
When stating grade's mark in the range of above-mentioned grade mark, triggering determining unit 301 perform it is above-mentioned based on big data analysis from pre-
The operation of test examination question matched with the knowledge point of study video is determined in the test item bank first stored.
In another optional embodiment, judging unit 304 can be used for determining unit in push unit 302
The 301 above-mentioned master degrees determined are pushed to after terminal device, judge that the user that above-mentioned master degree is reflected is directed to above-mentioned
Whether the results of learning for practising the knowledge point of video meet default results of learning.
Push unit 302 can be also used for when judging unit 304 judges to be unsatisfactory for default results of learning, to user's
The teaching management terminal of the teacher matched in all teachers with the subject belonging to above-mentioned study video pushes prompting
Message, wherein, the prompting message includes the knowledge point of above-mentioned study video and above-mentioned master degree.
In another optional embodiment, determining unit 301 can be also used for the user reflected when above-mentioned master degree
When being unsatisfactory for default results of learning for the results of learning of the knowledge point of above-mentioned study video, based on big data analysis from above-mentioned examination
The exercise examination question matched with the knowledge point of above-mentioned study video is determined in exam pool.
The above-mentioned exercise examination question that push unit 302 can be also used for determining determining unit 301 pushes to terminal device.
In another optional embodiment, determining unit 301, which can be also used for receiving terminal in receiving unit 303, to be set
The user of standby feedback is delayed and determine user performing above-mentioned basis result of answering for the result of answering of above-mentioned test examination question
Before the master degree of the knowledge point of above-mentioned study video, it is determined that being arrived at the time of above-mentioned test examination question is pushed into terminal device
Receive it is above-mentioned answer result at the time of before time span.
Judging unit 304 can be used for judging whether the above-mentioned time span that determining unit 301 is determined is less than or equal to
Preset duration threshold value, when judging that above-mentioned time span is less than or equal to preset duration threshold value, triggering determining unit 301 is performed
State and operation of the user for the master degree of the knowledge point of above-mentioned study video is determined according to above-mentioned result of answering.
It can be seen that, implementing Fig. 3 or detect that the device 300 of results of learning can be regarded in study based on big data described by Fig. 4
The related examination question of offer study video is answered for user after frequency is finished is detected with the results of learning to user, Jin Erneng
User is enough set to understand the study situation of itself and from the deficiency in learning process, so that user is targetedly learned
Practise, be conducive to improving results of learning, learning efficiency and the study initiative of user of user.
Example IV
Referring to Fig. 5, Fig. 5 is a kind of structural representation of server disclosed in the embodiment of the present invention.As shown in figure 5, should
Server can include the device 300 that results of learning are detected based on big data that Fig. 3 or Fig. 4 is described, it is seen then that implement Fig. 5 and retouched
The related examination question that the server stated can provide study video after study video playback is finished is answered with to user's for user
Results of learning are detected, and then user can be made to understand the study situation of itself and from the deficiency in learning process,
So that user is targetedly learnt, be conducive to improving results of learning, learning efficiency and the study of the user active of user
Property.
One of ordinary skill in the art will appreciate that all or part of step in the various methods of above-described embodiment is can
To instruct the hardware of correlation to complete by program, the program can be stored in a computer-readable recording medium, storage
Medium include read-only storage (Read-Only Memory, ROM), random access memory (Random Access Memory,
RAM), programmable read only memory (Programmable Read-only Memory, PROM), erasable programmable is read-only deposits
Reservoir (Erasable Programmable Read Only Memory, EPROM), disposable programmable read-only storage (One-
Time Programmable Read-Only Memory, OTPROM), the electronics formula of erasing can make carbon copies read-only storage
(Electrically-Erasable Programmable Read-Only Memory, EEPROM), read-only optical disc (Compact
Disc Read-Only Memory, CD-ROM) or other disk storages, magnetic disk storage, magnetic tape storage or can
For carrying or any other computer-readable medium of data storage.
Detect that the method and device of results of learning is carried out based on big data to a kind of disclosed in the embodiment of the present invention above
It is discussed in detail, specific case used herein is set forth to the principle and embodiment of the present invention, above example
Illustrate the method and its core concept for being only intended to help to understand the present invention；Simultaneously for those of ordinary skill in the art, according to
According to the thought of the present invention, it will change in specific embodiments and applications, in summary, this specification content
It should not be construed as limiting the invention.
Claims (10)
1. a kind of method that results of learning are detected based on big data, it is characterised in that methods described includes：
When detect terminal device finish study video when, based on big data analysis from the test item bank prestored determine
The test examination question matched with the knowledge point of the study video；
The test examination question is pushed into the terminal device, user is supplied to trigger the terminal device output test examination question
Answer；
Answer result of the user for the test examination question of the terminal device feedback is received, and it is true according to the result of answering
Determine master degree of the user for the knowledge point of the study video, and the master degree determined is pushed into the terminal
Equipment, exports the master degree, the master degree is used to react user for the study video to trigger the terminal device
Knowledge point results of learning.
2. the method according to claim 1 that results of learning are detected based on big data, it is characterised in that described detecting
Terminal device finish it is described study video after, it is described based on big data analysis from the test item bank prestored determine with
Before the test examination question that the knowledge point of the study video matches, methods described also includes：
Determine the year of grade belonging to grade's mark scope of grade belonging to the study video and the user of the terminal device
Level mark；
Judge that the grade is identified whether in the range of grade mark, when grade mark is in grade mark
In the range of when, triggering is performed described analyzed based on big data and determines to learn knowing for video with described from the test item bank prestored
Know the operation for the test examination question that point matches.
3. the method according to claim 1 or 2 that results of learning are detected based on big data, it is characterised in that described by really
The master degree made is pushed to after the terminal device, and methods described also includes：
Judge whether the user that the master degree is reflected meets default for the results of learning of the knowledge point of the study video
Results of learning, when being unsatisfactory for the default results of learning, learn belonging to video into all teachers of user with described
The teaching management terminal of teacher that matches of subject push prompting message, the prompting message includes the study video
Knowledge point and the master degree.
4. the method that results of learning are detected based on big data according to claim any one of 1-3, it is characterised in that described
Method also includes：
When the user that the master degree is reflected is unsatisfactory for presetting study for the results of learning of the knowledge point of the study video
During effect, analyzed based on big data and determine to try with the exercise that the knowledge point of the study video matches from the test item bank
Topic, and the exercise examination question is pushed into the terminal device.
5. the method that results of learning are detected based on big data according to claim any one of 1-4, it is characterised in that described
The user for receiving the terminal device feedback is tested after the result of answering of examination question for described, and is answered described in the basis
As a result before determining user for the master degree of the knowledge point of the study video, methods described also includes：
It is determined that at the time of the test examination question is pushed into the terminal device to answer described in receiving result at the time of between
Time span；
Judge whether the time span is less than or equal to preset duration threshold value, when judging that it is described that the time span is less than or equal to
During preset duration threshold value, triggering performs result of being answered described in the basis and determines user for the knowledge point of the study video
The operation of master degree.
6. a kind of device that results of learning are detected based on big data, it is characterised in that described device includes determining unit, pushes list
Member and receiving unit, wherein：
The determining unit, for when detecting terminal device and finishing study video, based on big data analysis from advance
The test examination question matched with the knowledge point of the study video is determined in the test item bank of storage；
The push unit, for the test examination question to be pushed into the terminal device, is exported with triggering the terminal device
The test examination question is answered for user；
The receiving unit, answer result of the user for the test examination question for receiving the terminal device feedback；
The determining unit, is additionally operable to determine grasp of the user for the knowledge point for learning video according to the result of answering
Degree, the master degree is used to react results of learning of the user for the knowledge point of the study video；
The push unit, the master degree for being additionally operable to determine the determining unit pushes to the terminal device, with
Trigger the terminal device and export the master degree.
7. the device according to claim 6 that results of learning are detected based on big data, it is characterised in that the determination list
Member, is additionally operable to detecting after the terminal device finishes the study video and be based on big data described in execution
Before the operation for analyzing the test examination question for determining to match from the test item bank prestored with the knowledge point of the study video,
Determine grade's mark of grade belonging to grade's mark scope of grade belonging to the study video and the user of the terminal device
Know；
Described device also includes the first judging unit, wherein：
First judging unit, for judging that the grade is identified whether in the range of grade mark, when the year
When level mark is in the range of grade mark, triggers the determining unit and perform and described is deposited based on big data analysis from advance
The operation of test examination question matched with the knowledge point of the study video is determined in the test item bank of storage.
8. the device that results of learning are detected based on big data according to claim 6 or 7, it is characterised in that described device
Also include the second judging unit, wherein：
Second judging unit, for pushing to the master degree that the determining unit is determined in the push unit
After the terminal device, the results of learning of user that the master degree reflects for the knowledge point of the study video are judged
Whether satisfaction presets results of learning；
The push unit, is additionally operable to when second judging unit judges to be unsatisfactory for the default results of learning, Xiang Yong
The teaching management terminal of the teacher matched in all teachers at family with the subject belonging to the study video is pushed
Prompting message, the prompting message includes the knowledge point of the study video and the master degree.
9. the device that results of learning are detected based on big data according to claim any one of 6-8, it is characterised in that described
Determining unit, the user for being additionally operable to reflect when the master degree is discontented with for the results of learning of the knowledge point of the study video
When foot presets results of learning, the knowledge point for analyzing determination and the study video from the test item bank based on big data matches
Exercise examination question；
The push unit, is additionally operable to the exercise examination question pushing to the terminal device.
10. the device that results of learning are detected based on big data according to claim any one of 6-9, it is characterised in that institute
Determining unit is stated, is additionally operable to receive work of the user for the test examination question of the terminal device feedback in the receiving unit
Answer after result and perform result of being answered described in the basis and determine grasp of the user for the knowledge point of the study video
Before degree, it is determined that at the time of the test examination question is pushed into the terminal device to answer described in receiving result at the time of it
Between time span；
Described device also includes the 3rd judging unit, wherein：
3rd judging unit, for judging whether the time span is less than or equal to preset duration threshold value, when judging
When stating time span less than or equal to the preset duration threshold value, trigger the determining unit and perform result of being answered described in the basis
Determine operation of the user for the master degree of the knowledge point of the study video.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710339873.9A CN106971640A (en) | 2017-05-15 | 2017-05-15 | Method and device for detecting learning effect based on big data |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710339873.9A CN106971640A (en) | 2017-05-15 | 2017-05-15 | Method and device for detecting learning effect based on big data |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN106971640A true CN106971640A (en) | 2017-07-21 |
Family
ID=59331270
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201710339873.9A Pending CN106971640A (en) | 2017-05-15 | 2017-05-15 | Method and device for detecting learning effect based on big data |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN106971640A (en) |
Cited By (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107481568A (en) * | 2017-09-19 | 2017-12-15 | 广东小天才科技有限公司 | Knowledge point consolidation method and user terminal |
| CN107862926A (en) * | 2017-11-24 | 2018-03-30 | 苏州民众财行企业管理咨询有限公司 | A kind of evaluating method, mobile terminal and the medium of on-line study effect |
| CN108154736A (en) * | 2017-12-26 | 2018-06-12 | 重庆贝叶科技发展有限公司 | Mobile security educational system |
| CN108495194A (en) * | 2018-03-21 | 2018-09-04 | 优酷网络技术（北京）有限公司 | Video broadcasting method, computer storage media during answer and terminal device |
| CN108615420A (en) * | 2018-04-28 | 2018-10-02 | 北京比特智学科技有限公司 | The generation method and device of courseware |
| CN108734607A (en) * | 2018-05-21 | 2018-11-02 | 新乡医学院 | Intelligent English learning effect diagnostic method and device |
| CN108765225A (en) * | 2018-05-31 | 2018-11-06 | 上海尬词教育科技有限公司 | On-line study method and device based on multimedia teaching |
| CN109086431A (en) * | 2018-08-13 | 2018-12-25 | 广东小天才科技有限公司 | Knowledge point consolidation learning method and electronic equipment |
| CN110751861A (en) * | 2019-11-28 | 2020-02-04 | 张丽丽 | Network remote education system based on cloud platform |
| CN111489597A (en) * | 2020-04-24 | 2020-08-04 | 湖南工学院 | Intelligent English teaching system for English teaching |
| CN112231012A (en) * | 2020-10-12 | 2021-01-15 | 武汉智云优鸿科技有限公司 | Experience-based online learning method, apparatus, device and storage medium |
| CN112308503A (en) * | 2020-03-09 | 2021-02-02 | 北京字节跳动网络技术有限公司 | Time supervision method and device |
| CN113012508A (en) * | 2021-03-24 | 2021-06-22 | 苏州星昕教育科技有限公司 | Personalized online interactive education method based on artificial intelligence |
| CN113051300A (en) * | 2021-03-05 | 2021-06-29 | 深圳市鹰硕技术有限公司 | Online learning method and device based on learning partner matching |
| CN114520003A (en) * | 2022-02-28 | 2022-05-20 | 安徽淘云科技股份有限公司 | Voice interaction method and device, electronic equipment and storage medium |
Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1932795A (en) * | 2006-10-10 | 2007-03-21 | 青岛中科恒信信息技术有限公司 | Examination paper intelligent setting questions and organizing system |
| CN103208211A (en) * | 2012-01-13 | 2013-07-17 | 深圳市育才幻音信息技术有限公司 | Method and device for question selection of network education test |
| CN105719523A (en) * | 2014-12-04 | 2016-06-29 | 北大方正集团有限公司 | Generation method and generation system of test paper |
| CN106297459A (en) * | 2016-09-20 | 2017-01-04 | 广东小天才科技有限公司 | Man-machine interaction method and device based on teaching content and user equipment |
| CN106340219A (en) * | 2016-08-16 | 2017-01-18 | 广东小天才科技有限公司 | Topic recommendation method and system and related equipment |
| CN106354810A (en) * | 2016-08-27 | 2017-01-25 | 锁福涛 | Internet teaching system using big data technology |
| CN106409034A (en) * | 2016-11-24 | 2017-02-15 | 广东小天才科技有限公司 | Intelligent arrangement method and equipment for home operation |
| CN106485964A (en) * | 2016-10-19 | 2017-03-08 | 深圳市鹰硕技术有限公司 | A kind of recording of classroom instruction and the method and system of program request |
| CN106601054A (en) * | 2016-12-20 | 2017-04-26 | 成都远策数码科技有限公司 | Teaching material pushing system and method applied to internet education platform |
-
2017
- 2017-05-15 CN CN201710339873.9A patent/CN106971640A/en active Pending
Patent Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1932795A (en) * | 2006-10-10 | 2007-03-21 | 青岛中科恒信信息技术有限公司 | Examination paper intelligent setting questions and organizing system |
| CN103208211A (en) * | 2012-01-13 | 2013-07-17 | 深圳市育才幻音信息技术有限公司 | Method and device for question selection of network education test |
| CN105719523A (en) * | 2014-12-04 | 2016-06-29 | 北大方正集团有限公司 | Generation method and generation system of test paper |
| CN106340219A (en) * | 2016-08-16 | 2017-01-18 | 广东小天才科技有限公司 | Topic recommendation method and system and related equipment |
| CN106354810A (en) * | 2016-08-27 | 2017-01-25 | 锁福涛 | Internet teaching system using big data technology |
| CN106297459A (en) * | 2016-09-20 | 2017-01-04 | 广东小天才科技有限公司 | Man-machine interaction method and device based on teaching content and user equipment |
| CN106485964A (en) * | 2016-10-19 | 2017-03-08 | 深圳市鹰硕技术有限公司 | A kind of recording of classroom instruction and the method and system of program request |
| CN106409034A (en) * | 2016-11-24 | 2017-02-15 | 广东小天才科技有限公司 | Intelligent arrangement method and equipment for home operation |
| CN106601054A (en) * | 2016-12-20 | 2017-04-26 | 成都远策数码科技有限公司 | Teaching material pushing system and method applied to internet education platform |
Cited By (19)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107481568A (en) * | 2017-09-19 | 2017-12-15 | 广东小天才科技有限公司 | Knowledge point consolidation method and user terminal |
| CN107862926A (en) * | 2017-11-24 | 2018-03-30 | 苏州民众财行企业管理咨询有限公司 | A kind of evaluating method, mobile terminal and the medium of on-line study effect |
| CN108154736A (en) * | 2017-12-26 | 2018-06-12 | 重庆贝叶科技发展有限公司 | Mobile security educational system |
| CN108495194A (en) * | 2018-03-21 | 2018-09-04 | 优酷网络技术（北京）有限公司 | Video broadcasting method, computer storage media during answer and terminal device |
| CN108615420B (en) * | 2018-04-28 | 2020-08-28 | 北京比特智学科技有限公司 | Courseware generation method and device |
| CN108615420A (en) * | 2018-04-28 | 2018-10-02 | 北京比特智学科技有限公司 | The generation method and device of courseware |
| CN108734607A (en) * | 2018-05-21 | 2018-11-02 | 新乡医学院 | Intelligent English learning effect diagnostic method and device |
| CN108765225A (en) * | 2018-05-31 | 2018-11-06 | 上海尬词教育科技有限公司 | On-line study method and device based on multimedia teaching |
| CN109086431A (en) * | 2018-08-13 | 2018-12-25 | 广东小天才科技有限公司 | Knowledge point consolidation learning method and electronic equipment |
| CN109086431B (en) * | 2018-08-13 | 2020-11-03 | 广东小天才科技有限公司 | Knowledge point consolidation learning method and electronic equipment |
| CN110751861A (en) * | 2019-11-28 | 2020-02-04 | 张丽丽 | Network remote education system based on cloud platform |
| CN110751861B (en) * | 2019-11-28 | 2021-07-02 | 张丽丽 | Network remote education system based on cloud platform |
| CN112308503A (en) * | 2020-03-09 | 2021-02-02 | 北京字节跳动网络技术有限公司 | Time supervision method and device |
| CN111489597A (en) * | 2020-04-24 | 2020-08-04 | 湖南工学院 | Intelligent English teaching system for English teaching |
| CN112231012A (en) * | 2020-10-12 | 2021-01-15 | 武汉智云优鸿科技有限公司 | Experience-based online learning method, apparatus, device and storage medium |
| CN113051300A (en) * | 2021-03-05 | 2021-06-29 | 深圳市鹰硕技术有限公司 | Online learning method and device based on learning partner matching |
| CN113012508A (en) * | 2021-03-24 | 2021-06-22 | 苏州星昕教育科技有限公司 | Personalized online interactive education method based on artificial intelligence |
| CN114520003A (en) * | 2022-02-28 | 2022-05-20 | 安徽淘云科技股份有限公司 | Voice interaction method and device, electronic equipment and storage medium |
| CN114520003B (en) * | 2022-02-28 | 2024-06-28 | 安徽淘云科技股份有限公司 | Voice interaction method, device, electronic equipment and storage medium |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN106971640A (en) | Method and device for detecting learning effect based on big data | |
| CN111079113B (en) | Teaching system with artificial intelligent control and use method thereof | |
| CN104835087B (en) | The data processing method and device of education testing system | |
| CN105872580B (en) | The recording method and device of live video | |
| CN109949638A (en) | Knowledge mastery degree determination method, device, terminal and medium | |
| US20180124437A1 (en) | System and method for video data collection | |
| CN106126524B (en) | Information pushing method and device | |
| CN104282051A (en) | Automatic class attendance system based on WIFI | |
| CN109256115A (en) | A kind of speech detection system and method for intelligent appliance | |
| CN106201898B (en) | A kind of method and device of the test software based on artificial intelligence | |
| CN105488055B (en) | The generation method and system of Individualized computer study and evaluation and test product | |
| CN110019686A (en) | Determination method, apparatus, equipment and the storage medium of knowledge point master degree | |
| CN106780204A (en) | Evaluation method and device for test question bank | |
| CN110349446A (en) | Intelligent learning system and method | |
| CN109636218A (en) | Learning content recommendation method and electronic equipment | |
| CN107066386A (en) | The method of testing and system of a kind of video ads | |
| CN104484355B (en) | Method and terminal for assisting user in reinforcing new words before and after reading | |
| CN110096512A (en) | Question bank establishing method and device, learning equipment and storage medium | |
| CN106846201A (en) | A kind of class hour management method based on Web education | |
| CN103745619B (en) | A kind of information processing method and device | |
| CN109800301A (en) | weak knowledge point mining method and learning equipment | |
| CN115048506A (en) | Test question generation system, method and device based on knowledge graph and storage medium | |
| CN109582780A (en) | Intelligent question and answer method and device based on user emotion | |
| CN111460128B (en) | Computerized self-adaptive testing method based on cognitive diagnosis | |
| CN109636692A (en) | User portrait generation method and electronic equipment |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20170721 |