Summary of the invention
In view of this, method, apparatus, calculating equipment and computer that the embodiment of the present application provides a kind of project examination can
Storage medium is read, to solve technological deficiency existing in the prior art.
According to the embodiment of the present application in a first aspect, providing a kind of method of project examination, comprising:
Modification application of the program member to the project details of its participated in project is obtained, includes described in the modification application
Modify the documentary evidence of application;
The proof information of the modification application is identified in the documentary evidence of the modification application;
The assessment result of reliability assessment is carried out according to the proof information of the modification application and to the program member,
Detect whether the modification application meets examination & approval entry criteria;
If so, being examined to modification application.
Optionally, the proof information that the modification application is identified in the documentary evidence of the modification application, comprising:
The identity card picture for including in the documentary evidence is identified, identification information is obtained;
The proof information of the modification application is extracted in the identification information.
It is optionally, described that reliability assessment is carried out to the program member, comprising:
It reads the history that the program member participates in the Project Process and modifies data;
Reliability assessment model is inputted by the way that the history is modified data, confidence level is carried out to the program member and is commented
Estimate, by the credible or insincere assessment result as the program member of output.
Optionally, the reliability assessment model, is trained in the following way:
Training set is established according to the history modification data of program member in the acquired project;
Initial trusted degree assessment models are established using logistic regression method;
The initial trusted degree assessment models are trained according to the training sample in the training set, after the completion of training
Obtain the reliability assessment model.
It is optionally, described that modification application is examined, comprising:
Judge whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, according to the data item for the expectation modification for including in the modification application and institute
The desired value for stating data item modifies to the data item for it is expected modification described in the project details;
If being unsatisfactory for the alteration ruler, exporting and examining the result of the modification application is not pass through.
Optionally, described according to the proof information of the modification application and to program member progress reliability assessment
Assessment result, detect the modification and apply for whether meeting examination & approval entry criteria, comprising:
By the assessment knot for carrying out the proof information of the modification application and to the program member reliability assessment
Fruit input examination & approval detection model is made whether the modification application to meet the detection of the examination & approval entry criteria;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, execute described to institute
It states modification application and carries out examination & approval step.
Optionally, if described comment according to the proof information of the modification application and to program member progress confidence level
The assessment result estimated, detecting the testing result whether the modification application meets examination & approval entry criteria step is to be unsatisfactory for described examine
Entry criteria is criticized, is performed the following operations:
Modification application is pushed to examination & approval member in the project to examine;
The examination & approval member is obtained to the approval results of the modification application, and the approval results are pushed to the item
Mesh member.
Optionally, described to obtain the examination & approval member to the approval results of the modification application, and by the approval results
It is pushed to after program member's step execution, further includes:
Using the history modification data comprising the modification application and the approval results as sample data, to the examination & approval
Detection model is adjusted.
Optionally, the history modification data include at least one of following:
It modifies data item, program member's information, modification time, PROJECT TIME, modification number be added.
According to the second aspect of the embodiment of the present application, a kind of device of project examination is provided, comprising:
Module is obtained, is configured as obtaining modification application of the program member to the project details of its participated in project, it is described
Documentary evidence comprising the modification application in modification application;
Identification module is configured as identifying the permit of the modification application in the documentary evidence of the modification application
Breath;
Detection module is configured as carrying out according to the proof information of the modification application and to the program member credible
The assessment result of assessment is spent, detects whether the modification application meets examination & approval entry criteria;
If so, OPERATIONAL APPROVAL module;The approval module is configured as applying examining to the modification.
Optionally, the device of the project examination, further includes:
Read module is configured as reading the program member and participates in history modification data in the Project Process;
Evaluation module is configured as inputting reliability assessment model by the way that the history is modified data, to the project
Member carries out reliability assessment, by the credible or insincere assessment result as the program member of output.
Optionally, the reliability assessment model is trained by running following submodule:
Training set submodule is established, is configured as being built according to the history modification data of program member in the acquired project
Vertical training set;
Model submodule is established, is configured as establishing initial trusted degree assessment models using logistic regression method;
Training submodule, is configured as according to the training sample in the training set to the initial trusted degree assessment models
It is trained, the reliability assessment model is obtained after the completion of training.
Optionally, the approval module, comprising:
Judging submodule is configured as judging whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, operation modification submodule;The modification submodule, is configured as according to institute
The data item for the expectation modification for including in modification application and the desired value of the data item are stated, to the phase described in the project details
The data item of modification is hoped to modify;
If being unsatisfactory for the alteration ruler, output sub-module is run;The output sub-module is configured as output examination & approval
The result of the modification application is not pass through.
Optionally, the detection module, comprising:
Detection sub-module is examined, is configured as by by the proof information of the modification application and to the program member
The assessment result input examination & approval detection model for carrying out reliability assessment, is made whether modification application to meet the examination & approval standard
Enter the detection of condition;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, the examination & approval are run
Module.
According to the third aspect of the embodiment of the present application, a kind of calculating equipment is provided, comprising:
Memory and processor;
For the memory for storing computer executable instructions, the processor is executable for executing the computer
Instruction:
Modification application of the program member to the project details of its participated in project is obtained, includes described in the modification application
Modify the documentary evidence of application;
The proof information of the modification application is identified in the documentary evidence of the modification application;
The assessment result of reliability assessment is carried out according to the proof information of the modification application and to the program member,
Detect whether the modification application meets examination & approval entry criteria;
If so, being examined to modification application.
According to the fourth aspect of the embodiment of the present application, a kind of computer readable storage medium is provided, is stored with calculating
The step of machine instruction, which realizes the method for project examination when being executed by processor.
Compared with prior art, the application has the advantages that
The application provides a kind of method of project examination, comprising: it is detailed to the project of its participated in project to obtain program member
The modification application of feelings, the documentary evidence modified comprising the modification application in application;In the proof text of the modification application
The proof information of the modification application is identified in part;According to it is described modification application proof information and to the program member into
The assessment result of row reliability assessment, detects whether the modification application meets examination & approval entry criteria;If so, to the modification Shen
Row examination & approval that come in.
The method of project examination provided by the present application identifies the documentary evidence of the modification application of acquisition, according to knowledge
The proof information for the modification application not obtained and the assessment result of the reliability assessment to program member, detect the modification Shen
Please whether meet examination & approval entry criteria, if meeting the examination & approval entry criteria, directly examine, is examined without examining member's intervention
Batch, the accuracy rate and efficiency of examination & approval are improved, while also improving the modification experience of program member, reduces the manpower of examination & approval
The dependence of cost and examination & approval to manpower.
Specific embodiment
Many details are explained in the following description in order to fully understand the application.But the application can be with
Much it is different from other way described herein to implement, those skilled in the art can be without prejudice to the application intension the case where
Under do similar popularization, therefore the application is not limited by following public specific implementation.
The term used in this specification one or more embodiment be only merely for for the purpose of describing particular embodiments,
It is not intended to be limiting this specification one or more embodiment.In this specification one or more embodiment and appended claims
The "an" of singular used in book, " described " and "the" are also intended to including most forms, unless context is clearly
Indicate other meanings.It is also understood that term "and/or" used in this specification one or more embodiment refers to and includes
One or more associated any or all of project listed may combine.
It will be appreciated that though may be retouched using term first, second etc. in this specification one or more embodiment
Various information are stated, but these information should not necessarily be limited by these terms.These terms are only used to for same type of information being distinguished from each other
It opens.For example, first can also be referred to as second, class in the case where not departing from this specification one or more scope of embodiments
As, second can also be referred to as first.Depending on context, word as used in this " if " can be construed to
" ... when " or " when ... " or " in response to determination ".
In this application, it provides a kind of method, apparatus of project examination, calculate equipment and computer-readable storage medium
Matter is described in detail one by one in the following embodiments.
Fig. 1 shows a kind of flow chart of the method for project examination according to the embodiment of the present application, including step S102 is extremely
Step S108.
Step S102 obtains modification application of the program member to the project details of its participated in project, the modification application
In comprising it is described modification application documentary evidence.
Project described in the embodiment of the present application can be mutual assistance mutual aid project, crowd raises project, insurance coverage, debt-credit project, life
Production project etc..The embodiment of the present application is illustrated by taking mutual assistance mutual aid project as an example, and crowd raises project, insurance coverage, debt-credit project, life
The specific implementation of production project is similar with the specific implementation of mutual assistance mutual aid project, the specific implementation of reference mutual assistance mutual aid project,
Details are not described herein.
Correspondingly, the program member refers to the member for participating in the project, the item for participating in mutual assistance mutual aid project can be
Mesh member participates in the program member that crowd raises project, participates in the program member of insurance coverage, participates in the program member of debt-credit project,
Participate in the program member of production project.
Identity information of the project details comprising the program member, program member participate in the right and justice that project is related to
Information of being engaged in etc..The modification application refers to modification application of the program member to the project details of its participated in project, for example,
The modification application at the age in the project details for the mutual assistance mutual aid project that program member A participates in it;Program member B is to its institute
The modification application of the insured time limit in the project details of the mutual assistance mutual aid project of participation.
The documentary evidence of modification application of the modification application comprising modifying the project details, for example, A pairs of program member
The documentary evidence of the modification application at the age in the project details of its mutual assistance mutual aid project participated in, the modification application is two
Identity card picture is opened, one is identity card full face, and another is identity card reverse side photo.
By taking the modification application at its age in the project details for the mutual assistance mutual aid project that program member A participates in it as an example,
Desired value of the modification application got comprising the program member A to its age in the project details, gets described repair
Before changing application, the age that typing saves the program member A into project details is 45 years old, but this age is wrong, item
The actual age of mesh member A is 39 years old, and therefore, program member A submits modification application to modify its age in project details;
The documentary evidence of the modification application comprising proving the program member A age, specially two identity card pictures, one is identity card
Full face, another is identity card reverse side photo.
Step S104 identifies the proof information of the modification application in the documentary evidence of the modification application.
The proof information of application is modified described in the embodiment of the present application including but not limited to name, identification card number, date of birth
Day.
For example, it is directed to the above-mentioned modification application to the age in the project details, the documentary evidence of the modification application
Include: two identity card pictures, one is identity card full face, and another is identity card reverse side photo, the modification application
Proof information can be and identify from this two identity card pictures: the information such as name, identification card number, birthdate.
In a kind of optional embodiment provided by the embodiments of the present application, institute is identified in the documentary evidence of the modification application
The proof information of modification application is stated, is specifically realized in the following way:
The identity card picture for including in the documentary evidence is identified, identification information is obtained;In the identification information
The middle proof information for extracting the modification application.
Specifically, can identify (Optical Character using OCR during identifying identity card picture
Recognition, optical character identification), wherein OCR identification process includes following 4 step:
1) the acquired identity card picture is subjected to Yunnan snub-nosed monkey, the Yunnan snub-nosed monkey is divided into: binaryzation
And image noise reduction, the binaryzation are the background letters of the foreground information for instigating the identity card picture only and include black and white
Breath;Described image noise reduction, which refers to, carries out denoising to the identity card picture according to the feature of noise;
2) identity card picture is subjected to image direction detection using slant correction, and corrects image direction;
3) character features extraction is carried out to the identity card picture, then by extracted character features comparison database;
4) according to the character features characteristic extracted, mathematical distance function is selected, compares knowledge to character features are extracted
Not, it and in using the identification text and its possible similar candidates sub-block after comparison, is found out most according to the identification text of front and back
Logical word, is corrected, and obtains the information such as name, identification card number, the birthdate in the identity card picture.
By taking the modification application at its age in the project details for the mutual assistance mutual aid project that program member A participates in it as an example,
The documentary evidence of the modification application includes two identity card pictures of the program member A, and one is identity card full face,
One is identity card reverse side photo;By two identity card pictures carry out OCR identification, obtain name, gender, identification card number,
The information such as address, birthdate, issuing authority, term of validity, the name, gender, birthdate, identification card number,
The item for modifying the mutual assistance mutual aid project that the program member A is participated in is extracted in the information such as address, issuing authority, term of validity
The proof information at its age, the specially name of program member A, identification card number, birthdate etc. in mesh details.
In the embodiment of the present application, the identity card picture in application is modified to program member and is identified, and is repaired described in extraction
Change the proof information needed in application, ensure that the permit manner of breathing that the proof information of extraction and the modification application need
Match, improves the efficiency of examination & approval.
Step S106 according to the proof information of the modification application and carries out reliability assessment to the program member
Assessment result, detects whether the modification application meets examination & approval entry criteria.
Entry criteria is examined described in the embodiment of the present application, refers to that the modification application enters the Rule of judgment of examination & approval.
When it is implemented, according to the proof information of the modification application and carrying out reliability assessment to the program member
Assessment result, detect the modification and apply for whether meeting examination & approval entry criteria;
If modification application meets the examination & approval entry criteria, execute following step 108, to the modification apply into
Row examination & approval;
If the modification application is unsatisfactory for the examination & approval entry criteria, modification application is pushed in the project
Examination & approval member examines.
With the examination & approval of the modification application at its age in the project details of the program member A mutual assistance mutual aid project participated in it
For entry criteria, examination & approval entry criteria includes two parts: the first examination & approval entry criteria and the second instance batch entry criteria;
The purpose of first examination & approval entry criteria is whether the assessment result for the credit rating assessment for detecting the program member A may be used
Letter;If the assessment result to the assessment of the credit rating of the program member A be it is credible, show that program member A repairs its age
Change application and meets the first examination & approval entry criteria;
If the assessment result to the assessment of the credit rating of the program member A be it is insincere, show program member A to it
The modification application at age is unsatisfactory for the first examination & approval entry criteria;
The purpose of the second instance batch entry criteria is the proof information detected according to identity card picture identifies in modification application
Whether matched with the identity information of program member A in the project details;If being identified according to identity card picture in modification application
Proof information in name be Name1, identification card number No1, name in the identity information of program member A in the project details
For Name1, identification card number No1, then it is assumed that the identity of program member A is believed in the above-mentioned proof information identified and project details
The matching result of breath is matching, shows that program member A meets the second instance batch entry criteria to the modification application at its age;
If being Name1 according to name in the proof information that identity card picture identifies in modification application, identification card number is
No1, name is Name2, identification card number No2 in the identity information of program member A in the project details, then it is assumed that above-mentioned knowledge
Not Chu proof information and project details in program member A identity information matching result be mismatch, show program member A
The second instance batch entry criteria is unsatisfactory for the modification application at its age;
During whether detection modification application meets examination & approval entry criteria, only when the modification is applied both having met the
When the first sentence batch entry criteria also meets the second instance batch entry criteria, just it is believed that modification application meets examination & approval entry criteria.
In practical application, during reliability assessment, the history modification data calculation amount of program member is bigger, meter
Complexity is calculated, especially in the case where history modification data are relatively more or modification scene is complex, needed for reliability assessment
Calculation amount is bigger, the processing time is also longer, to promote treatment effeciency, commented by introducing machine learning method to promote confidence level
The treatment effeciency estimated.It is described credible to program member progress in a kind of optional embodiment provided by the embodiments of the present application
Degree assessment, is specifically realized in the following way: being read the history that the program member participates in the Project Process and is modified data;
Reliability assessment model is inputted by the way that the history is modified data, reliability assessment is carried out to the program member, will be exported
The credible or insincere assessment result as the program member.
Optionally, the history modification data include: program member's information, modification time, project is added in modification data item
Time, modification number etc..
It is careful whether the modification application of the project details of the mutual assistance mutual aid project participated in detection project member A to it meets
During criticizing entry criteria, for program member A progress reliability assessment:
Firstly, reading, the program member A is interior in the previous year to be participated in modifying the item during mutual assistance mutual aid project
The related data of mesh details: modification data item, program member's information (name of program member A, the gender of program member A, project
The age etc. of member A), modification time, PROJECT TIME, modification number etc. is added;
Secondly, the program member A of the above-mentioned reading related data for modifying the project details is inputted reliability assessment mould
Type assesses the confidence level of program member A;
Finally, by reliability assessment model export 0 or 1 as the reliability assessment result to program member A;If output
Value be 1, show that program member A is credible, if output value be 0, show that program member A is insincere.
In the embodiment of the present application, reliability assessment is carried out to program member by reliability assessment model, is improved credible
Spend the efficiency of assessment.
In a kind of optional embodiment provided by the embodiments of the present application, the reliability assessment model, in the following way
It is trained: establishing training set according to the history modification data of program member in the acquired project;Using logistic regression side
Method establishes initial trusted degree assessment models;According to the training sample in the training set to the initial trusted degree assessment models into
Row training, obtains the reliability assessment model after the completion of training.
In practical applications, with the reliability assessment mould to program member's progress reliability assessment in mutual assistance mutual aid project
For type, 8000 program members are shared in the mutual assistance mutual aid project, this 8000 program members are being participated in into mutual mutual aid
The related data of project details is modified in Project Process: when modification data item, program member's information, modification time, addition project
Between, the modification data such as number be combined and establish training set, the initial trusted degree of program member is established using logistic regression method
Assessment models, and the related data of project details is modified as sample data by 8000 program members in above-mentioned training set
The initial trusted degree assessment models of program member are trained, the reliability assessment model is obtained after the completion of training.
In the embodiment of the present application, data are modified as training data training reliability assessment model using a large amount of history, are improved
The accuracy of reliability assessment model evaluation;Further, for the training of above-mentioned reliability assessment model, the history modification
Data are more abundant, and the credibility model of acquisition is more accurate.
In a kind of optional embodiment provided by the embodiments of the present application, according to the proof information and right of the modification application
The program member carries out the assessment result of reliability assessment, detects whether the modification application meets examination & approval entry criteria, has
Body is realized in the following way:
By the assessment knot for carrying out the proof information of the modification application and to the program member reliability assessment
Fruit input examination & approval detection model is made whether the modification application to meet the detection of the examination & approval entry criteria;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, following step is executed
S108 examines modification application;
If the testing result of the examination & approval detection model output is to be unsatisfactory for the examination & approval entry criteria, optionally, by institute
State modification application push in the project examine member examine;The examination & approval member is obtained to examine the modification application
It criticizes as a result, and the approval results are pushed to the program member.In the embodiment of the present application, examination & approval entry criteria will be unsatisfactory for
Modification application be pushed to profession examination & approval member examine, compensate for the deficiency of examination & approval.
The modification application at its age is in the project details of the mutual assistance mutual aid project participated in detection project member A to it
For no satisfaction examination & approval entry criteria, will be modified according to program member A the proof information that identity card picture identifies in application with
And the assessment result input examination & approval detection model of reliability assessment is carried out to program member A;
Firstly, examining detection model for the body of program member A in the above-mentioned proof information identified and the project details
Part information is matched, wherein name is Name1 in the proofs information, identification card number No1, surname in the identity information
Entitled Name1, identification card number No1, then it is described to prove that information and name in the identity information and identification card number are all the same,
The matching result of acquisition is matching;Secondly, examination & approval detection model checks the assessment result to program member's A reliability assessment, institute
It is credible for stating to the assessment result of program member's A reliability assessment, then both the matching result and assessment result, which meet, examines
Testing conditions are criticized, the testing result of examination & approval detection model output is to meet the examination & approval entry criteria, following step S108 is executed,
Modification application is examined.
The modification application at its age is in the project details of the mutual assistance mutual aid project participated in detection project member B to it
For no satisfaction examination & approval entry criteria, by identity card picture identifies in program member B modification application proof information and right
Program member B carries out the assessment result input examination & approval detection model of reliability assessment;
Firstly, examining detection model for the body of program member B in the above-mentioned proof information identified and the project details
Part information is matched, wherein name is Name3 in the proofs information, identification card number No3, surname in the identity information
Entitled Name3, identification card number No3, then it is described to prove that information and name in the identity information and identification card number are all the same,
The matching result of acquisition is matching;Secondly, examination & approval detection model checks the assessment result to program member's B reliability assessment, institute
It is insincere for stating to the assessment result of program member's B reliability assessment, then both the matching result and assessment result are not all full
The examination & approval member that the modification application pushes in the project is then examined, obtains described examine by foot examination & approval testing conditions
Crowd member is to the approval results of the modification application, and by approval results with application program, the mode of short message, mail or phone is pushed away
Give program member B.
It, can also be during examining detection model and applying detecting to the modification in addition, in practical application
It is realized on the basis of the reliability assessment model that above-mentioned optional embodiment provides, specifically, reliability assessment model is exported
Reliability assessment result and it is described modification application proof information input examination & approval detection model come realize to modification application whether
Meet the detection of examination & approval entry criteria.
According to this thinking, reliability assessment model and examination & approval detection model can also be further combined, specifically
It is using reliability assessment model as a part of examination & approval detection model, in this case, the input for examining detection model is to repair
Change the proof information of application and the history modification data of program member, wherein the history modification data of the program member are defeated
Enter reliability assessment model to carry out reliability assessment, the credible or insincere of output is used as to project by reliability assessment model
The assessment result of the reliability assessment of member;The reliability assessment result that examination & approval detection model is exported according to reliability assessment model
Whether meeting the detection for examining entry criteria is applied for modification to realize with the proof information of the modification application.
In the embodiment of the present application, whether examination & approval entry criteria is met by examination & approval detection model detection modification application, is improved
The efficiency of examination & approval.
Further, if the testing result of the examination & approval detection model output is to be unsatisfactory for the examination & approval entry criteria, by institute
State modification application push in the project examine member examine;The examination & approval member is obtained to examine the modification application
Batch as a result, and the approval results are pushed on the basis of the program member, further includes:
Using the history modification data comprising the modification application and the approval results as sample data, to the examination & approval
Detection model is adjusted.
Not with the modification application at its age in the project details of the detection project member A mutual assistance mutual aid project participated in it
Meet examination & approval entry criteria, examined for obtaining approval results by examining member, by program member A in the modification application
Modification data item (age), modification time and examination & approval member examination & approval result (by or do not pass through) etc. information as sample
Data are adjusted the examination & approval detection model.
It is above-mentioned using the modification application for being unsatisfactory for examination & approval entry criteria and approval results as sample number in the embodiment of the present application
According to, constantly improve examination & approval detection model, improve examination & approval detection model accuracy.
Step S108 examines modification application.
It is described that modification application is examined in a kind of optional embodiment provided by the embodiments of the present application, specifically
It realizes in the following way:
Judge whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, according to the data item for the expectation modification for including in the modification application and institute
The desired value for stating data item modifies to the data item for it is expected modification described in the project details;
If being unsatisfactory for the alteration ruler, exporting and examining the result of the modification application is not pass through.
Alteration ruler is examined described in the embodiment of the present application, is referred to and is judged it is expected that the data item of modification whether may be used in modification application
The rule modified with the desired value according to the data item.Such as: if program member A is in modification application to its age
Desired value is 39 years old, and according to the birthdate in the proof information of the modification application, obtains the age of program member A
It is 39 years old, the two is identical, then it is assumed that the modification application meets examination & approval alteration ruler.
If program member B is 36 years old to the desired value at its age in modification application, and according to the card of the modification application
Birthdate in bright information, the age for obtaining program member B is 38 years old, and the two is different, then it is assumed that the modification
Application is unsatisfactory for examination & approval alteration ruler.
Met with the modification application at its age in the project details of the program member A mutual assistance mutual aid project participated in it and is examined
For criticizing entry criteria, its age 45 years old in project details is changed to modification Shen by program member A application in modification application
Please in desired value 39 years old of the age, and modification application has met examination & approval entry criteria, if being applied according to the modification
Prove the birthdate in information, the age for obtaining program member A is also 39 years old, with the age in above-mentioned modification application
Desired value is identical, then it is assumed that the modification application meets examination & approval alteration ruler, and the age in project details was changed from 45 years old
It is 39 years old.
Met with the modification application at its age in the project details of the program member B mutual assistance mutual aid project participated in it and is examined
For criticizing entry criteria, its age 40 years old in project details is changed to modification Shen by program member B application in modification application
Please in desired value 36 years old of the age, and modification application has met examination & approval entry criteria, if being applied according to the modification
Prove the birthdate in information, the age for obtaining program member B is the phase at age in 38 years old, with above-mentioned modification application
Prestige value is different, then it is assumed that the modification application is unsatisfactory for examination & approval alteration ruler, and output approval results are not pass through.
Modification application in the embodiment of the present application, by presetting examination & approval alteration ruler, to examination & approval entry criteria is met
It is examined, the participation of examination & approval member is not needed in this approval process, considerably reduces human cost.
Following combination Fig. 2, by taking the method for project examination provided by the present application is in the application of mutual assistance mutual aid project as an example, to institute
The method for stating project examination is further described, and the method for the project examination specifically includes step S202 to step S216.
Step S202 obtains modification application of the program member to the project details of its participated in mutual assistance mutual aid project, described
Documentary evidence comprising the modification application in modification application.
Step S204 identifies the proof information of the modification application in the documentary evidence of the modification application.
Step S206, by by the proof information of the modification application and carrying out reliability assessment to the program member
Assessment result input examination & approval detection model, be made whether to meet the detection of the examination & approval entry criteria to the modification application;
If so, executing following step S208;
If it is not, executing following step S214.
Step S208, judges whether the modification application meets examination & approval alteration ruler;
If so, executing following step S210;
If it is not, executing following step S212.
Step S210, according to the expectation of the data item and the data item of the expectation modification for including in the modification application
Value modifies to the data item for it is expected modification described in the project details.
The result of step S212, the output examination & approval modification application are not pass through.
Modification application is pushed to examination & approval member in the project and examined by step S214.
Step S216 obtains the examination & approval member to the approval results of the modification application, and the approval results is pushed away
Give the program member.
In the embodiment of the present application, by a kind of method of project examination, the documentary evidence of the modification application of acquisition is carried out
Identification, the assessment result of the proof information and the reliability assessment to program member applied according to the modification that identification obtains, inspection
It surveys whether the modification application meets examination & approval entry criteria, if meeting the examination & approval entry criteria, directly examines, without examination & approval
Member intervenes examination & approval, improves the accuracy rate and efficiency of examination & approval, while also improving the modification experience of program member, reduces careful
Dependence of the cost and examination & approval for the manpower criticized to manpower.
It is corresponding with above method embodiment, present invention also provides a kind of Installation practice of project examination,
Fig. 3 shows the schematic diagram of the project examination device of the application one embodiment.As shown in figure 3, the device includes:
Module 302 is obtained, is configured as obtaining modification application of the program member to the project details of its participated in project, institute
State the documentary evidence comprising the modification application in modification application;
Identification module 304 is configured as identifying the proof of the modification application in the documentary evidence of the modification application
Information;
Detection module 306 is configured as the proof information according to the modification application and carries out to the program member
The assessment result of reliability assessment, detects whether the modification application meets examination & approval entry criteria;
If so, OPERATIONAL APPROVAL module 308;The approval module 308 is configured as applying examining to the modification.
Optionally, the identification module 304, comprising:
It identifies submodule, is configured as identifying the identity card picture for including in the documentary evidence, be identified
Information;
Extracting sub-module is configured as extracting the proof information with the modification application in the identification information.
Optionally, the device of the project examination, further includes:
Read module is configured as reading the program member and participates in history modification data in the Project Process;
Evaluation module is configured as inputting reliability assessment model by the way that the history is modified data, to the project
Member carries out reliability assessment, by the credible or insincere assessment result as the program member of output.
Optionally, the reliability assessment model is trained by running following submodule:
Training set submodule is established, is configured as being built according to the history modification data of program member in the acquired project
Vertical training set;
Model submodule is established, is configured as establishing initial trusted degree assessment models using logistic regression method;
Training submodule, is configured as according to the training sample in the training set to the initial trusted degree assessment models
It is trained, the reliability assessment model is obtained after the completion of training.
Optionally, the approval module 308, comprising:
Judging submodule is configured as judging whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, operation modification submodule;The modification submodule, is configured as according to institute
The data item for the expectation modification for including in modification application and the desired value of the data item are stated, to the phase described in the project details
The data item of modification is hoped to modify;
If being unsatisfactory for the alteration ruler, output sub-module is run;The output sub-module is configured as output examination & approval
The result of the modification application is not pass through.
Optionally, the detection module 306, comprising:
Detection sub-module is examined, is configured as by by the proof information of the modification application and to the program member
The assessment result input examination & approval detection model for carrying out reliability assessment, is made whether modification application to meet the examination & approval standard
Enter the detection of condition;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, the examination & approval are run
Module.
Optionally, if the testing result that the detection module 306 exports is to be unsatisfactory for the examination & approval entry criteria, operation is such as
Lower module:
Pushing module, be configured as by the modification apply push in the project examine member examine;
Approval results module is obtained, is configured as obtaining the examination & approval member to the approval results of the modification application, and
The approval results are pushed to the program member.
Optionally, the device of the project examination, further includes:
Module is adjusted, is configured as that data will be modified as sample comprising the history of the modification application and the approval results
Notebook data is adjusted the examination & approval detection model.
Optionally, the history modification data include at least one of following:
It modifies data item, program member's information, modification time, PROJECT TIME, modification number be added.
A kind of calculating apparatus embodiments provided by the present application are as follows:
Fig. 4 shows the structural block diagram of the calculating equipment 400 according to one embodiment of this specification.The calculating equipment 400
Component includes but is not limited to memory 410 and processor 420.Processor 420 is connected with memory 410 by bus 430,
Database 450 is for saving data.
Calculating equipment 400 further includes access device 440, access device 440 enable calculate equipment 400 via one or
Multiple networks 460 communicate.The example of these networks includes public switched telephone network (PSTN), local area network (LAN), wide area network
(WAN), the combination of the communication network of personal area network (PAN) or such as internet.Access device 440 may include wired or wireless
One or more of any kind of network interface (for example, network interface card (NIC)), such as IEEE802.11 wireless local area
Net (WLAN) wireless interface, worldwide interoperability for microwave accesses (Wi-MAX) interface, Ethernet interface, universal serial bus (USB) connect
Mouth, cellular network interface, blue tooth interface, near-field communication (NFC) interface, etc..
In one embodiment of this specification, other unshowned portions in the above-mentioned component and Fig. 4 of equipment 400 are calculated
Part can also be connected to each other, such as pass through bus.It should be appreciated that calculating device structure block diagram shown in Fig. 4 merely for the sake of
Exemplary purpose, rather than the limitation to this specification range.Those skilled in the art can according to need, and increases or replaces it
His component.
Calculating equipment 400 can be any kind of static or mobile computing device, including mobile computer or mobile meter
Calculate equipment (for example, tablet computer, personal digital assistant, laptop computer, notebook computer, net book etc.), movement
Phone (for example, smart phone), wearable calculating equipment (for example, smartwatch, intelligent glasses etc.) or other kinds of shifting
Dynamic equipment, or the static calculating equipment of such as desktop computer or PC.Calculating equipment 400 can also be mobile or state type
Server.
The application provides a kind of calculating equipment, including memory 410, processor 420 and storage are on a memory and can be
The computer instruction run on processor, the processor 420 is for executing following computer executable instructions:
Modification application of the program member to the project details of its participated in project is obtained, includes described in the modification application
Modify the documentary evidence of application;
The proof information of the modification application is identified in the documentary evidence of the modification application;
The assessment result of reliability assessment is carried out according to the proof information of the modification application and to the program member,
Detect whether the modification application meets examination & approval entry criteria;
If so, being examined to modification application.
Optionally, the proof information that the modification application is identified in the documentary evidence of the modification application, comprising:
The identity card picture for including in the documentary evidence is identified, identification information is obtained;
The proof information of the modification application is extracted in the identification information.
It is optionally, described that reliability assessment is carried out to the program member, comprising:
It reads the history that the program member participates in the Project Process and modifies data;
Reliability assessment model is inputted by the way that the history is modified data, confidence level is carried out to the program member and is commented
Estimate, by the credible or insincere assessment result as the program member of output.
Optionally, the reliability assessment model, is trained in the following way:
Training set is established according to the history modification data of program member in the acquired project;
Initial trusted degree assessment models are established using logistic regression method;
The initial trusted degree assessment models are trained according to the training sample in the training set, after the completion of training
Obtain the reliability assessment model.
It is optionally, described that modification application is examined, comprising:
Judge whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, according to the data item for the expectation modification for including in the modification application and institute
The desired value for stating data item modifies to the data item for it is expected modification described in the project details;
If being unsatisfactory for the alteration ruler, exporting and examining the result of the modification application is not pass through.
Optionally, described according to the proof information of the modification application and to program member progress reliability assessment
Assessment result, detect the modification and apply for whether meeting examination & approval entry criteria, comprising:
By the assessment knot for carrying out the proof information of the modification application and to the program member reliability assessment
Fruit input examination & approval detection model is made whether the modification application to meet the detection of the examination & approval entry criteria;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, execute described to institute
It states modification application and carries out examination & approval step.
Optionally, if described comment according to the proof information of the modification application and to program member progress confidence level
The assessment result estimated, detecting the testing result whether the modification application meets examination & approval entry criteria step is to be unsatisfactory for described examine
Entry criteria is criticized, is performed the following operations:
Modification application is pushed to examination & approval member in the project to examine;
The examination & approval member is obtained to the approval results of the modification application, and the approval results are pushed to the item
Mesh member.
Optionally, described to obtain the examination & approval member to the approval results of the modification application, and by the approval results
It is pushed to after program member's step execution, further includes:
Using the history modification data comprising the modification application and the approval results as sample data, to the examination & approval
Detection model is adjusted.
Optionally, the history modification data include at least one of following:
It modifies data item, program member's information, modification time, PROJECT TIME, modification number be added.
A kind of computer readable storage medium embodiment provided by the present application is as follows:
One embodiment of the application also provides a kind of computer readable storage medium, is stored with computer instruction, the instruction
To be used for when being executed by processor:
Modification application of the program member to the project details of its participated in project is obtained, includes described in the modification application
Modify the documentary evidence of application;
The proof information of the modification application is identified in the documentary evidence of the modification application;
The assessment result of reliability assessment is carried out according to the proof information of the modification application and to the program member,
Detect whether the modification application meets examination & approval entry criteria;
If so, being examined to modification application.
Optionally, the proof information that the modification application is identified in the documentary evidence of the modification application, comprising:
The identity card picture for including in the documentary evidence is identified, identification information is obtained;
The proof information of the modification application is extracted in the identification information.
It is optionally, described that reliability assessment is carried out to the program member, comprising:
It reads the history that the program member participates in the Project Process and modifies data;
Reliability assessment model is inputted by the way that the history is modified data, confidence level is carried out to the program member and is commented
Estimate, by the credible or insincere assessment result as the program member of output.
Optionally, the reliability assessment model, is trained in the following way:
Training set is established according to the history modification data of program member in the acquired project;
Initial trusted degree assessment models are established using logistic regression method;
The initial trusted degree assessment models are trained according to the training sample in the training set, after the completion of training
Obtain the reliability assessment model.
It is optionally, described that modification application is examined, comprising:
Judge whether the modification application meets examination & approval alteration ruler;
If meeting the examination & approval alteration ruler, according to the data item for the expectation modification for including in the modification application and institute
The desired value for stating data item modifies to the data item for it is expected modification described in the project details;
If being unsatisfactory for the alteration ruler, exporting and examining the result of the modification application is not pass through.
Optionally, described according to the proof information of the modification application and to program member progress reliability assessment
Assessment result, detect the modification and apply for whether meeting examination & approval entry criteria, comprising:
By the assessment knot for carrying out the proof information of the modification application and to the program member reliability assessment
Fruit input examination & approval detection model is made whether the modification application to meet the detection of the examination & approval entry criteria;
If the testing result of the examination & approval detection model output is to meet the examination & approval entry criteria, execute described to institute
It states modification application and carries out examination & approval step.
Optionally, if described comment according to the proof information of the modification application and to program member progress confidence level
The assessment result estimated, detecting the testing result whether the modification application meets examination & approval entry criteria step is to be unsatisfactory for described examine
Entry criteria is criticized, is performed the following operations:
Modification application is pushed to examination & approval member in the project to examine;
The examination & approval member is obtained to the approval results of the modification application, and the approval results are pushed to the item
Mesh member.
Optionally, described to obtain the examination & approval member to the approval results of the modification application, and by the approval results
It is pushed to after program member's step execution, further includes:
Using the history modification data comprising the modification application and the approval results as sample data, to the examination & approval
Detection model is adjusted.
Optionally, the history modification data include at least one of following:
It modifies data item, program member's information, modification time, PROJECT TIME, modification number be added.
A kind of exemplary scheme of above-mentioned computer readable storage medium for the present embodiment.It should be noted that this is deposited
The technical solution of the technical solution of storage media and the method for above-mentioned project examination belongs to same design, the technical side of storage medium
The detail content that case is not described in detail may refer to the description of the technical solution of the method for above-mentioned project examination.
It is above-mentioned that this specification specific embodiment is described.Other embodiments are in the scope of the appended claims
It is interior.In some cases, the movement recorded in detail in the claims or step can be come according to the sequence being different from embodiment
It executes and desired result still may be implemented.In addition, process depicted in the drawing not necessarily require show it is specific suitable
Sequence or consecutive order are just able to achieve desired result.In some embodiments, multitasking and parallel processing be also can
With or may be advantageous.
The computer instruction includes computer program code, the computer program code can for source code form,
Object identification code form, executable file or certain intermediate forms etc..The computer-readable medium may include: that can carry institute
State any entity or device, recording medium, USB flash disk, mobile hard disk, magnetic disk, CD, the computer storage of computer program code
Device, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory),
Electric carrier signal, telecommunication signal and software distribution medium etc..It should be noted that the computer-readable medium include it is interior
Increase and decrease appropriate can be carried out according to the requirement made laws in jurisdiction with patent practice by holding, such as in certain jurisdictions of courts
Area does not include electric carrier signal and telecommunication signal according to legislation and patent practice, computer-readable medium.
It should be noted that for the various method embodiments described above, describing for simplicity, therefore, it is stated as a series of
Combination of actions, but those skilled in the art should understand that, the application is not limited by the described action sequence because
According to the application, certain steps can use other sequences or carry out simultaneously.Secondly, those skilled in the art should also know
It knows, the embodiments described in the specification are all preferred embodiments, and related actions and modules might not all be this Shen
It please be necessary.
In the above-described embodiments, it all emphasizes particularly on different fields to the description of each embodiment, there is no the portion being described in detail in some embodiment
Point, it may refer to the associated description of other embodiments.
The application preferred embodiment disclosed above is only intended to help to illustrate the application.There is no detailed for alternative embodiment
All details are described, are not limited the invention to the specific embodiments described.Obviously, according to the content of this specification,
It can make many modifications and variations.These embodiments are chosen and specifically described to this specification, is in order to preferably explain the application
Principle and practical application, so that skilled artisan be enable to better understand and utilize the application.The application is only
It is limited by claims and its full scope and equivalent.