CN109872185A - University student purchases vehicle wish appraisal procedure and device - Google Patents

University student purchases vehicle wish appraisal procedure and device Download PDF

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Publication number
CN109872185A
CN109872185A CN201910058223.6A CN201910058223A CN109872185A CN 109872185 A CN109872185 A CN 109872185A CN 201910058223 A CN201910058223 A CN 201910058223A CN 109872185 A CN109872185 A CN 109872185A
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China
Prior art keywords
university student
wish
university
student
attributive character
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CN201910058223.6A
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Chinese (zh)
Inventor
沈林江
张笑笑
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Beijing MetarNet Technologies Co Ltd
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Beijing MetarNet Technologies Co Ltd
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Priority to CN201910058223.6A priority Critical patent/CN109872185A/en
Publication of CN109872185A publication Critical patent/CN109872185A/en
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Abstract

The embodiment of the present invention provides a kind of university student and purchases vehicle wish appraisal procedure and device, this method comprises: establishing initial sample database by Universities ' Websites acquisition university student's name;According to the attributive character of university student, the initial sample database is screened to reject the sample not being inconsistent with university student's attributive character, final sample library is obtained;Feature, the purchase vehicle wish grade of comprehensive assessment university student are assessed according to the wish of the wish assessment feature of university student in the final sample library and corresponding parent;Wherein, the wish assessment feature includes that vehicle information obtains record and consuming capacity.University student's name is obtained by Universities ' Websites, establish initial sample database, according to the attributive character of university student, obtain final sample library, purchase vehicle wish grade assessment is carried out according to university student in final sample library and corresponding parent are comprehensive, purchase vehicle wish assessment accuracy is effectively increased, provides the data supporting of high value for the precision marketing of automobile industry, and then reduce the cost of marketing of automobile sales corporation.

Description

University student purchases vehicle wish appraisal procedure and device
Technical field
The present embodiments relate to data analysis fields more particularly to a kind of university student to purchase vehicle wish appraisal procedure and dress It sets.
Background technique
It is shown according to current data, 40 years old and the above crowd purchase vehicle demand for the first time and tended to be saturated, and 30-39 years old crowd is to work as The main force crowd of lower purchase vehicle, 20-29 years old crowd is the Gou Che group expanded rapidly, just gradually develops the main purchase for automobile market Group is bought, Improvement is huge.Wherein, 20-29 years old graduate or read life be this kind of crowd Gou Che main force.
In order to more preferably seize market, needs to fully understand this kind of university student and purchase vehicle wish situation.Therefore, one kind is needed to be directed to The purchase vehicle wish appraisal procedure of 20-29 years old university student realizes the assessment that vehicle wish is purchased to such university student, is the essence of automobile industry Quasi- marketing provides the data supporting of high value, to reduce the cost of marketing of automobile sales corporation.
Summary of the invention
To solve the above-mentioned problems, the embodiment of the present invention provides a kind of university student and purchases vehicle wish appraisal procedure and device.
In a first aspect, the present invention provides a kind of university student's purchase vehicle wish appraisal procedure, comprising: obtained by Universities ' Websites big Student name establishes initial sample database;According to the attributive character of university student, the initial sample database is screened with reject with The sample that university student's attributive character is not inconsistent obtains final sample library;According to the wish assessment of university student in the final sample library Feature and the wish of corresponding parent assess feature, the purchase vehicle wish grade of comprehensive assessment university student;Wherein, the wish assessment is special Sign includes that vehicle information obtains record and consuming capacity.
Second aspect, the present invention provide a kind of university student's purchase vehicle wish assessment device, comprising: module are obtained, for passing through Universities ' Websites obtain university student's name, establish initial sample database;Screening module, for the attributive character according to university student, to institute It states initial sample database to be screened to reject the sample not being inconsistent with university student's attributive character, obtains final sample library;Evaluation module, For assessing feature, comprehensive assessment according to the wish assessment feature of university student in the final sample library and the wish of corresponding parent The purchase vehicle wish grade of university student;Wherein, the wish assessment feature includes that vehicle information obtains record and consuming capacity.
The third aspect, the present invention provides a kind of electronic equipment, including memory, processor and storage are on a memory and can The computer program run on a processor realizes that first aspect present invention university student purchases vehicle wish and comments when processor executes program The step of estimating method.
Fourth aspect, the present invention provide a kind of non-transient computer readable storage medium, are stored thereon with computer program, The step of first aspect present invention university student purchases vehicle wish appraisal procedure is realized when the computer program is executed by processor.
University student provided in an embodiment of the present invention purchases vehicle wish appraisal procedure, obtains university student's name by Universities ' Websites, Initial sample database is established, according to the attributive character of university student, obtains final sample library, according to university student in final sample library and right It answers parent is comprehensive to carry out purchase vehicle wish grade assessment, effectively increases purchase vehicle wish assessment accuracy, be the accurate of automobile industry Marketing provides the data supporting of high value, and then reduces the cost of marketing of automobile sales corporation.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is this hair Bright some embodiments for those of ordinary skill in the art without creative efforts, can be with root Other attached drawings are obtained according to these attached drawings.
Fig. 1 is that university student provided in an embodiment of the present invention purchases vehicle wish appraisal procedure flow chart;
Fig. 2 is that university student provided in an embodiment of the present invention purchases vehicle wish apparatus for evaluating structure chart;
Fig. 3 is the entity structure schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art Every other embodiment obtained without creative efforts, shall fall within the protection scope of the present invention.
Unless otherwise instructed, as mentioned in the embodiments of the present invention a variety of to refer both to two kinds and two or more.
Currently, 20-29 years old crowd is the Gou Che group expanded rapidly in vehicle consumer groups, just gradually development is automobile city The main purchasing group of field, Improvement are huge.Wherein, 20-29 years old graduate or read life be this kind of crowd purchase Vehicle main force.Therefore, a kind of purchase vehicle wish appraisal procedure for 20-29 years old university student is needed, realizes and such university student is purchased The assessment of vehicle wish.
To solve this problem, the embodiment of the present invention provides a kind of university student's purchase vehicle wish appraisal procedure.This method can be with It is realized, can also be realized by the device being independently arranged as executing subject, this hair as executing subject by computer Bright embodiment is not especially limited this.The assessment object of the embodiment of the present invention, predominantly 20-29 years old university student.It needs It is bright, certain adjustment can be carried out to the range of age as the case may be in the implementation process of this method, be such as adjusted to 18 - 30 years old years.
Fig. 1 is that university student provided in an embodiment of the present invention purchases vehicle wish appraisal procedure flow chart, as shown in Figure 1, of the invention Embodiment provides a kind of university student's purchase vehicle wish appraisal procedure, comprising:
101, university student's name is obtained by Universities ' Websites, establishes initial sample database.
In 101, Universities ' Websites include the website that there are university student's data in official website and forum, colleges and universities of colleges and universities etc., pass through this Initial sample of the name that a little websites obtain as university student's name.The university student referred in university student's name, the i.e. present invention are real Apply the assessment object of example, predominantly 20-29 years old university student, including in the university student of reading, graduate from university after work it is big Student and the university student for continuing to accept the education that graduates from university.
102, according to the attributive character of university student, initial sample is screened to reject and not be inconsistent with university student's attributive character Sample, obtain final sample library.
In 102, due to the data in initial sample, can there are the other staff in addition to university student, including colleges and universities' religion Worker, logistics service facility personnel need to screen initial sample data.Screening process, according to the attributive character of university student Carry out, for example, in the embodiment of the present invention mainly for 20-29 years old university student, just may include age attribute in attributive character. In another example the ownership place that student has just enter into the common carrier selected after university is often consistent with university location, serving BS Also these characteristics can be mainly added in attributive character with covering based on the base stations of colleges and universities.According to attributive character, to initial Sample database is screened, and accurate final sample library is obtained.
103, feature is assessed according to the wish of the wish assessment feature of university student in final sample library and corresponding parent, it is comprehensive Assess the purchase vehicle wish grade of university student.
In 103, wish assessment is characterized in that university student or parent can be used for assessing the feature of purchase vehicle wish grade, including Vehicle information obtains record and consuming capacity.It includes purchase vehicle APP usage record, purchase vehicle website browsing that vehicle information, which obtains record, Record and fixed vehicle search record.For university student, wish assessment feature may also include driving license situation, relationship cycle;For Parent, wish assessment feature may also include income level, telephone communication behavior, relationship cycle etc..
The behavior that 20-29 years old university student purchases vehicle is more special, on the one hand, since such university student enters society the time Opinion that is short, can significantly being provided with reference to parent during purchase vehicle;On the other hand, since such university student's length of service is short Or work is not participated in, wherein most university students, which purchase carfare Jin Zhongyou, is partly or fully originate from parent.Therefore, according to final The wish assessment feature of university student and the wish of corresponding parent assess feature, the purchase vehicle wish of comprehensive assessment university student in sample database Grade.
For example, grade can be divided into three-level, higher grade, illustrates that purchase vehicle wish is stronger.In marketing, to high-grade meaning The university student of hope realizes that emphasis marketing, including specialty salesperson's phone provide related counseling services;The university of middle grade wish It is raw to realize common marketing, there is the message of market content including pushing;The university student of inferior grade wish does not implement then to market.
The embodiment of the present invention does not make specific restriction to appraisal procedure, including but not limited to, establishes the mind of wish grade assessment Through network model, it will be used as characteristic after the quantization of wish evaluation attribute, defined wish grade is chosen from final sample library Training set sample the model is trained, will final sample library wish evaluation attribute quantify after input training after nerve Network model obtains.Wherein, wish evaluation attribute includes the wish evaluation attribute of university student and corresponding parent simultaneously.
Content based on the above embodiment, as a kind of alternative embodiment, the embodiment of the present invention is not to acquisition Universities ' Websites On university student's name method make it is specific limit, including but not limited to: according to Universities ' Websites, university being obtained by crawler technology University student's name on website.
University student provided in an embodiment of the present invention purchases vehicle wish appraisal procedure, obtains university student's name by Universities ' Websites, Initial sample database is established, according to the attributive character of university student, obtains final sample library, according to university student in final sample library and right It answers parent is comprehensive to carry out purchase vehicle wish grade assessment, effectively increases purchase vehicle wish assessment accuracy, be the accurate of automobile industry Marketing provides the data supporting of high value, and then reduces the cost of marketing of automobile sales corporation.
Content based on the above embodiment obtains university student's name by Universities ' Websites, builds as a kind of alternative embodiment Found initial sample database, comprising: obtain university student's name by Universities ' Websites, and after carrying out the numbers of the same name according to screening, establish initial sample This library.
Due to university student's name of Universities ' Websites can there is a situation where it is of the same name, in order to more fully obtain initial sample Library needs the case where considering university student of the same name in the university student's name obtained by Universities ' Websites, is needed at this time to of the same name big Student screens, and to reject non-university student's sample in sample of the same name, that is, carries out data screening of the same name.
The embodiment of the present invention does not make specific restriction to the method for carrying out data screening of the same name, including but not limited to: will pass through University student's name that Universities ' Websites obtain is associated with common carrier database, obtains the corresponding multiple phone numbers of university student's name Code carries out the screening of age characteristics to the corresponding name of each telephone number, establishes initial sample database according to the selection result.This hair The assessment object of bright embodiment, predominantly -30 years old 18 years old university students.
University student's name is obtained by Universities ' Websites, and after carrying out the numbers of the same name according to screening, can obtained more fully initial Sample database.
Content based on the above embodiment, as a kind of alternative embodiment, above-mentioned attributive character includes: location information, year Age, internet laws of use, operator's network entry time, social circle, any one or any group in Universities ' Websites access record It closes.
Initial sample database is screened by the attribute data of university student, to obtain more accurate final sample library.Greatly The location information of student has distinguishing feature, resides position near university, normal daytime is identical and steady with evening location information It is fixed, it can be detached near university for a long time between winter and summer vacations, location information can be obtained by operator base station.End of such university student's age It is 20-29 years old, or does appropriate scaling as the case may be.Dormitory evening suspension, course arrangement on daytime multiple internet make With lacking, to have significant internet laws of use.Social circle includes the active internet forum of some university students, circle of friends Deng.In addition, the access record of the relevant website of some universities can also be used as one of attributive character.
Content based on the above embodiment, as a kind of alternative embodiment, the embodiment of the present invention is not to according to university student's Attributive character screens initial sample database to reject the method for the sample not being inconsistent with university student's attributive character and make specific limit It is fixed, including but not limited to: according to attributive character, establishing university student's identification model;By the sample data input in initial sample database To university student's identification model, the sample not being inconsistent with university student's attributive character is rejected by Feature Selection;Wherein, Feature Selection is used for Obtain the degree of association of sample data and attributive character in initial sample database.
Wherein, Feature Selection may include chi-square analysis or random forest method, to obtain being associated with for index and initial sample Degree, reject in initial sample database with the lower sample data of the degree of association of attributive character.
Content based on the above embodiment inputs the sample data in initial sample database as a kind of alternative embodiment To before university student's identification model, further includes: pre-processed to the sample data in initial sample database, pretreatment includes normalizing Change, missing data filling and abnormal data elimination in any one or more.
Content based on the above embodiment, as a kind of alternative embodiment, after obtaining final sample library, comprehensive assessment is big Before the purchase vehicle wish grade of student, further includes:
According to the attribute that agrees between the university student and corresponding parent in final sample library, final sample Ku Zhong university is identified Raw corresponding parent, agreeing with attribute includes internet address, location information, call law, parent's age.
Agreeing with attribute is the feature of corresponding parent when identifying that university student corresponds to parent according to the university student in final sample library Attribute.Agreeing with attribute includes internet address, as between university student's winter and summer vacations in family by common broadband access internet, Therefore IP address having the same;Including location information, as there is height with the location information of parent between university student's winter and summer vacations Unanimously, or the communication base station of access is identical;It trembles with fear including call law if university student is higher by frequency with parent during school Summer vacation voice frequency falls sharply;It further include the age to match with parent.
By being chosen to the various embodiments described above, vehicle wish is purchased in 20-29 years old university student of depth analysis and purchase vehicle relies on In the case where, it realizes based on the university student of crawler technology and carrier data association analysis identification, university student parent's identification, and The purchase vehicle wish grade assessment of university student and the comprehensive visual angle of university student parent effectively improve purchase vehicle wish assessment accuracy, are vapour The precision marketing of garage's industry provides the data supporting of high value.
Fig. 2 is that university student provided in an embodiment of the present invention purchases vehicle wish apparatus for evaluating structure chart, as shown in Fig. 2, the university Raw purchase vehicle wish assessment device includes: to obtain module 201, screening module 202 and evaluation module 203.Wherein, module 201 is obtained For obtaining university student's name by Universities ' Websites, initial sample database is established;Screening module 202 is used for the attribute according to university student Feature screens to reject the sample not being inconsistent with university student's attributive character initial sample database, obtains final sample library;Assessment Module 203 is used to assess feature according to the wish assessment feature of university student in final sample library and the wish of corresponding parent, comprehensive Assess the purchase vehicle wish grade of university student;Wherein, wish assessment feature includes that vehicle information obtains record and consuming capacity.
It obtains module 201 and obtains university student's name by Universities ' Websites, establish initial sample database.Universities ' Websites include colleges and universities Official website and forum, colleges and universities etc. have the websites of university student's data, the name obtained by these websites is as university student's name Initial sample.The university student referred in university student's name, i.e. the assessment object of the embodiment of the present invention, predominantly 20-29 years old big Student, including in the university student of reading, graduate from university after the university student that works and graduate from university continue to accept the education it is big Student.
Due to the data in initial sample, can there are the other staff in addition to university student, including Staffs in University, logistics Service organization personnel need to screen initial sample data by screening module 202.Screening process, according to the category of university student Property feature carry out.
Wish assessment is characterized in that university student or parent can be used for assessing the feature of purchase vehicle wish grade, including vehicle information Obtain record and consuming capacity.Vehicle information obtain record include purchase vehicle APP usage record, purchase vehicle website browsing record and Fixed vehicle search record.For university student, wish assessment feature may also include driving license situation, relationship cycle;For parent, wish Assessment feature may also include income level, telephone communication behavior, relationship cycle etc..
Evaluation module 203 is assessed special according to the wish assessment feature of university student in final sample library and the wish of corresponding parent Sign, the purchase vehicle wish grade of comprehensive assessment university student.For example, grade can be divided into three-level, higher grade, illustrates that purchasing vehicle wish gets over Strongly.
University student provided in an embodiment of the present invention purchases vehicle wish and assesses device, is obtained by obtaining module by Universities ' Websites University student's name, establishes initial sample database, and screening module obtains final sample library according to the attributive character of university student, assesses mould Root tuber carries out purchase vehicle wish grade assessment according to university student in final sample library and corresponding parent are comprehensive, effectively increases purchase vehicle wish Accuracy is assessed, provides the data supporting of high value for the precision marketing of automobile industry, and then reduce the battalion of automobile sales corporation Sell cost.
Installation practice provided in an embodiment of the present invention is the detailed process and in detail in order to realize above-mentioned each method embodiment Thin content please refers to above method embodiment, and details are not described herein again.
Fig. 3 is the entity structure schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention, as shown in figure 3, the electronics Equipment may include: processor (processor) 301, communication interface (Communicat ions Interface) 302, storage Device (memory) 303 and bus 304, wherein processor 301, communication interface 302, memory 303 complete phase by bus 304 Communication between mutually.Communication interface 302 can be used for the information transmission of electronic equipment.Processor 301 can call in memory 303 Logical order, with execute include following method: by Universities ' Websites obtain university student's name, establish initial sample database;Root According to the attributive character of university student, initial sample database is screened to reject the sample not being inconsistent with university student's attributive character, is obtained Final sample library;Feature is assessed according to the wish of the wish assessment feature of university student in final sample library and corresponding parent, it is comprehensive Assess the purchase vehicle wish grade of university student;Wherein, wish assessment feature includes that vehicle information obtains record and consuming capacity.
In addition, the logical order in above-mentioned memory 303 can be realized by way of SFU software functional unit and conduct Independent product when selling or using, can store in a computer readable storage medium.Based on this understanding, originally Substantially the part of the part that contributes to existing technology or the technical solution can be in other words for the technical solution of invention The form of software product embodies, which is stored in a storage medium, including some instructions to So that a computer equipment (can be personal computer, server or the network equipment etc.) executes the above-mentioned each side of the present invention The all or part of the steps of method embodiment.And storage medium above-mentioned include: USB flash disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), magnetic or disk etc. it is various It can store the medium of program code.
The embodiment of the present invention provides a kind of non-transient computer readable storage medium, the non-transient computer readable storage medium Matter stores computer instruction, which makes computer execute the purchase vehicle wish assessment of university student provided by above-described embodiment Method, for example, obtain university student's name by Universities ' Websites, establish initial sample database;According to the attributive character of university student, Initial sample database is screened to reject the sample not being inconsistent with university student's attributive character, final sample library is obtained;According to final The wish assessment feature of university student and the wish of corresponding parent assess feature, the purchase vehicle wish of comprehensive assessment university student in sample database Grade;Wherein, wish assessment feature includes that vehicle information obtains record and consuming capacity.
The apparatus embodiments described above are merely exemplary, wherein unit can be as illustrated by the separation member Or may not be and be physically separated, component shown as a unit may or may not be physical unit, i.e., It can be located in one place, or may be distributed over multiple network units.It can select according to the actual needs therein Some or all of the modules realizes the purpose of the embodiment of the present invention.Those of ordinary skill in the art are not paying creativeness Labour in the case where, it can understand and implement.
Through the above description of the embodiments, those skilled in the art can be understood that each embodiment can It realizes by means of software and necessary general hardware platform, naturally it is also possible to pass through hardware.Based on this understanding, on Stating technical solution, substantially the part that contributes to existing technology can be embodied in the form of software products in other words, should Computer software product may be stored in a computer readable storage medium, such as ROM/RAM, magnetic disk, CD, including several fingers It enables and using so that a computer equipment (can be personal computer, server or the network equipment etc.) executes each implementation The method of certain parts of example or embodiment.
Finally, it should be noted that the above embodiments are merely illustrative of the technical solutions of the present invention, rather than its limitations;Although Present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: it still may be used To modify the technical solutions described in the foregoing embodiments or equivalent replacement of some of the technical features; And these are modified or replaceed, technical solution of various embodiments of the present invention that it does not separate the essence of the corresponding technical solution spirit and Range.

Claims (10)

1. a kind of university student purchases vehicle wish appraisal procedure characterized by comprising
University student's name is obtained by Universities ' Websites, establishes initial sample database;
According to the attributive character of university student, the initial sample database screened to reject and not be inconsistent with university student's attributive character Sample obtains final sample library;
Feature, comprehensive assessment are assessed according to the wish of the wish assessment feature of university student in the final sample library and corresponding parent The purchase vehicle wish grade of university student;
Wherein, the wish assessment feature includes that vehicle information obtains record and consuming capacity.
2. the method according to claim 1, wherein described obtain university student's name by Universities ' Websites, comprising:
According to Universities ' Websites, university student's name on Universities ' Websites is obtained by crawler technology.
3. being established the method according to claim 1, wherein described obtain university student's name by Universities ' Websites Initial sample database, comprising:
University student's name is obtained by Universities ' Websites, and after carrying out the numbers of the same name according to screening, establishes initial sample database.
4. the method according to claim 1, wherein the attributive character, comprising: location information, age, interconnection Net laws of use, operator's network entry time, social circle, any one or any combination in Universities ' Websites access record.
5. the method according to claim 1, wherein the attributive character according to university student, to described initial Sample database is screened to reject the sample not being inconsistent with university student's attributive character, includes:
According to the attributive character, university student's identification model is established;
Sample data in the initial sample database is input to university student's identification model, is rejected by Feature Selection and big The sample that student's attributive character is not inconsistent;
Wherein, the Feature Selection is used to obtain the degree of association of sample data and the attributive character in initial sample database.
6. according to the method described in claim 5, it is characterized in that, the sample data by the initial sample database inputs Before to university student's identification model, further include:
Sample data in the initial sample database is pre-processed, the pretreatment includes normalization, missing data filling And any one or more in abnormal data elimination.
7. method according to claim 1-6, which is characterized in that it is described obtain final sample library after, it is described Before the purchase vehicle wish grade of comprehensive assessment university student, further includes:
Agree with attribute according between the university student and corresponding parent in the final sample library, identifies in the final sample library The corresponding parent of university student, the attribute that agrees with includes internet address, location information, call law, parent's age.
8. a kind of university student purchases vehicle wish and assesses device characterized by comprising
Module is obtained, for obtaining university student's name by Universities ' Websites, establishes initial sample database;
Screening module screens with rejecting and university student the initial sample database for the attributive character according to university student The sample that attributive character is not inconsistent obtains final sample library;
Evaluation module, for being assessed according to the wish assessment feature of university student in the final sample library and the wish of corresponding parent Feature, the purchase vehicle wish grade of comprehensive assessment university student;
Wherein, the wish assessment feature includes that vehicle information obtains record and consuming capacity.
9. a kind of electronic equipment including memory, processor and stores the calculating that can be run on a memory and on a processor Machine program, which is characterized in that the processor realizes the university student as described in any one of claim 1 to 7 when executing described program The step of purchasing vehicle wish appraisal procedure.
10. a kind of non-transient computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer The step of university student purchases vehicle wish appraisal procedure as described in any one of claim 1 to 7 is realized when program is executed by processor.
CN201910058223.6A 2019-01-22 2019-01-22 University student purchases vehicle wish appraisal procedure and device Pending CN109872185A (en)

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Application Number Priority Date Filing Date Title
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111552827A (en) * 2020-04-28 2020-08-18 腾讯科技(深圳)有限公司 Labeling method and device, and behavior willingness prediction model training method and device

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111552827A (en) * 2020-04-28 2020-08-18 腾讯科技(深圳)有限公司 Labeling method and device, and behavior willingness prediction model training method and device

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Application publication date: 20190611