CN109902966A - A kind of user ranking method and system - Google Patents
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Abstract
The present invention provides a kind of user ranking method and system.The user that the ranking method participates in grading is personal user, comprising: acquires the communication data of each termination number of user；The Score index of user rating is calculated and determined according to communication data；The scoring of user is calculated according to Score index；According to the grade for determining user that scores.The ranking method, by the Score index for determining user rating according to communication data, can during user rating to the communication expense of user's proximal segment time, increment expense, supplement with money number, recharge amount, binding bank card number and network entry time comprehensively consider, to keep the user's scoring obtained according to the Score index more accurate, and then keep the user rating obtained according to the scoring more accurate, it is provided services to the user according to the user rating, is able to ascend the satisfaction and experience of user.
Description
Technical field
The present invention relates to fields of communication technology, and in particular, to a kind of user ranking method and system.
Background technique
In the communications industry, operator would generally grade to user, more high-quality to provide the high user that grades
Service.
Existing user ranking method generally according to user currently cell-phone number calculate, according to cell-phone number calculate determine
The grade of user is inaccurate, because user, if there is multiple cell-phone numbers, the unevenness of entering an item of expenditure in the accounts of each cell-phone number may result in
User rating is relatively low, but multiple cell-phone numbers consumption of user adds up and shows that the consumption of user is relatively high-end in practice；
In addition, existing grade evaluation method, it is being averaged to enter an item of expenditure in the accounts and calculated with network entry time simply by user, has ignored
Wholesale, which supplements user and payable more value-added service users with money, also has certain value to the tier definition of operator.
Since ranking is inaccurate, the coarse of service is resulted in, the satisfaction of user is reduced, or even causes user's
Off-network.
Therefore it provides a kind of more accurate user ranking method has become current urgent problem to be solved.
Summary of the invention
The present invention is directed to the above-mentioned technical problems in the prior art, provides a kind of user ranking method and system, energy
Enough Score indexes that user rating is determined according to communication data, and communication during user rating to user's proximal segment time
Expense, increment expense, supplement with money number, recharge amount, binding bank card number and network entry time comprehensively considered, thus make according to should
User's scoring that Score index obtains is more accurate, and then keeps the user rating obtained according to the scoring more accurate, according to this
User rating provides services to the user, and is able to ascend the satisfaction and experience of user.
The present invention provides a kind of user ranking method, and the user for participating in grading is personal user, and the ranking method includes:
Acquire the communication data of each termination number of user；
The Score index of user rating is calculated and determined according to the communication data；
The scoring of user is calculated according to the Score index；
According to the grade for determining user that scores.
Preferably, the Score index that user rating is calculated and determined according to the communication data includes:
The classification that base station determines user is resided according to the termination number of user；
Its Score index is calculated according to the classification of user and its communication data；Wherein, the Score index has multiple.
Preferably, it is described according to the Score index calculate user scoring include:
Each Score index is normalized；
The weight of each Score index is determined using superiority chart；
The scoring of user is calculated according to the weight of each Score index and normalized result.
Preferably, described to include: according to the grade for determining user that scores
Determine that multiple scoring score value sections, each scoring score value section correspond to one etc. according to the scoring of the history of multiple users
Grade；
Judge which scoring score value section the scoring of user is in；
The grade of user is determined as the locating corresponding grade of the scoring score value section of its scoring according to judging result.
Preferably, the communication data includes each termination number of user communication cost monthly, increment expense, fills
Value number and recharge amount, nearest 1 month each termination number binding bank card number and each termination number enter
Net the time.
The present invention also provides a kind of user rating systems, and the user for participating in grading is personal user, the rating system packet
It includes:
Acquisition module, for acquiring the communication data of each termination number of user in the set time period；
First computing module, for the Score index of user rating to be calculated and determined according to the communication data；
Second computing module, for calculating the scoring of user according to the Score index；
Determining module, for according to the grade for determining user that scores.
Preferably, first computing module includes:
Taxon, for residing the classification that base station determines user according to the termination number of user；
First computing unit calculates its Score index for the classification and its communication data according to user；Wherein, institute
State Score index have it is multiple.
Preferably, second computing module includes:
Normalization unit, for each Score index to be normalized；
Weight determining unit, for determining the weight of each Score index using superiority chart；
Second computing unit, for calculating user's according to the weight and normalized result of each Score index
Scoring.
Preferably, the determining module includes:
Score value section determination unit, it is each described for determining multiple scoring score value sections according to the scoring of the history of multiple users
The corresponding grade of the score value section that scores；
Judging unit, for judging which scoring score value section the scoring of user is in；
Level de-termination unit, for the grade of user to be determined as its scoring locating scoring point according to judging result
It is worth the corresponding grade of section.
Preferably, the communication data includes each termination number of user communication cost monthly, increment expense, fills
Value number and recharge amount, nearest 1 month each termination number binding bank card number and each termination number enter
Net the time.
Beneficial effects of the present invention: user ranking method provided by the present invention, by determining user according to communication data
The Score index of grading, can during user rating to the communication expense of user's proximal segment time, increment expense, supplement with money number,
Recharge amount, binding bank card number and network entry time are comprehensively considered, to make the user obtained according to the Score index
It is more accurate to score, and then keeps the user rating obtained according to the scoring more accurate, is provided a user according to the user rating
Service, is able to ascend the satisfaction and experience of user.
User rating system provided by the present invention, by the way that acquisition module, the first computing module, the second computing module is arranged
And determining module, the Score index of user rating can be determined according to communication data, and to user during user rating
The communication expense of proximal segment time, increment expense supplement number, recharge amount, binding bank card number and network entry time with money and carry out synthesis and examine
Consider, to keep the user's scoring obtained according to the Score index more accurate, and then makes the user rating obtained according to the scoring
It is more accurate, it is provided services to the user according to the user rating, is able to ascend the satisfaction and experience of user.
Detailed description of the invention
Fig. 1 is the flow chart of user ranking method in the embodiment of the present invention 1；
Fig. 2 is the flow chart of user ranking method step S11 in the embodiment of the present invention 2；
Fig. 3 is in the embodiment of the present invention 2 for the user communication data of different classes of user acquisition；
Fig. 4 is the flow chart of user ranking method step S12 in the embodiment of the present invention 2；
Fig. 5 is the functional block diagram of user rating system in the embodiment of the present invention 3.
Description of symbols therein:
1. acquisition module；2. the first computing module；21. taxon；22. the first computing unit；3. the second computing module；
31. normalization unit；32. weight determining unit；33. the second computing unit；4. determining module；41. score value section determination unit；
42. judging unit；43. level de-termination unit.
Specific embodiment
To make those skilled in the art more fully understand technical solution of the present invention, with reference to the accompanying drawing and it is embodied
Mode is described in further detail a kind of user ranking method provided by the present invention and system.
Embodiment 1:
The present embodiment provides a kind of user ranking method, the user for participating in grading is personal user, ranking method include: as
Shown in Fig. 1,
Step S10: the communication data of each termination number of user is acquired.
In the step, there is one or more termination numbers (such as phone number) under a user name, acquire each terminal number
Communication data of the code within set period of time (such as nearest 6 months every months), so that use is calculated and determined according to the communication data
The Score index of family grading.Wherein, communication data includes each termination number of user communication cost monthly, increment expense, fills
It is worth number and recharge amount, the network entry time of nearest 1 month each termination number binding bank card number and each termination number.
Step S11: the Score index of user rating is calculated and determined according to communication data.
Wherein, the Score index of user rating includes 3 months before user's nearest 6 middle of the month average communication expenses, 6 nearest
After the middle of the month 3 months average communications take, nearest 6 months average communications expense, 3 months average increment expenses before nearest 6 middle of the month,
3 months average increment expenses, nearest 6 months average increment expenses, nearest 6 months being averaged for every month are filled after nearest 6 middle of the month
It is worth number, the average recharge amount of nearest 6 months every months, all termination numbers of nearest 1 month user and binds bank card number
With the earliest network entry time of the user terminal number.
Step S12: the scoring of user is calculated according to Score index.
In the step, according to the scoring of the weight calculation user of Score index and each Score index.
Step S13: according to the grade for determining user that scores.
The user ranking method can be in user rating by determining the Score index of user rating according to communication data
During to the communication expense of user's proximal segment time, increment expense, supplement number, recharge amount, binding bank card number and networking with money
Time is comprehensively considered, to keep the user's scoring obtained according to the Score index more accurate, and then is made according to the scoring
The user rating of acquisition is more accurate, is provided services to the user according to the user rating, is able to ascend the satisfaction and body of user
It tests.
Embodiment 2:
The present embodiment provides a kind of user ranking methods, comprising:
Step S10: the communication data of each termination number of user is acquired.
In the step, there is one or more termination numbers (such as phone number) under a user name, acquire each terminal number
Communication data of the code within set period of time (such as nearest 6 months every months), so that use is calculated and determined according to the communication data
The Score index of family grading.Wherein, communication data includes each termination number of user communication cost monthly, increment expense, fills
It is worth number and recharge amount, the network entry time of nearest 1 month each termination number binding bank card number and each termination number.
Step S11: the Score index of user rating is calculated and determined according to communication data.
The step specifically includes: as shown in Fig. 2,
Step S110: the classification that base station determines user is resided according to the termination number of user.
In the step, the resident base station on all termination number daytimes is identical, the resident base station at night is identical, and terminal number
The user of call communication is not determined as first kind user between each other between code.There is N number of cell-phone number under this classification under user name,
And N number of cell-phone number is all to use in person.
The resident base station on all termination number daytimes is identical, and the resident base station at night is identical, and phase between termination number
There is the user of call communication to be determined as the second class user between mutually.Possess multiple cell-phone numbers under such user name, but is not all certainly
Oneself is using, and since night on daytime base station is all identical, illustrates that cell-phone number may be used to spouse/parent, and live together.
By in all termination numbers, part base station on daytime is identical, night base station also identical user be determined as third class use
Family.The termination number of third class user is grouped, base station on daytime is identical, night base station also identical termination number be divided into
One group；Only base station on daytime is identical is divided into one group；Only the identical termination number in night base station is divided into one group；Night on daytime base station all
Different termination numbers is divided into one group.
Step S111: its Score index is calculated according to the classification of user and its communication data.Wherein, Score index has more
It is a.
Wherein, the Score index of user rating includes 3 months before user's nearest 6 middle of the month average communication expenses
AveTeleFee_13,3 months average communications take AveTeleFee_23, nearest 6 months average communications after nearest 6 middle of the month
Take AveTeleFee_6,3 months average increment expense AveMoreFee_13 before nearest 6 middle of the month, 3 months after nearest 6 middle of the month
Average increment expense AveMoreFee_23, nearest 6 months average increment expense AveMoreFee_6, nearest 6 months every months
Averagely supplement number AveChargeTime, the average recharge amount AveChargeFee of nearest 6 months every months, 1 month nearest with money
The earliest network entry time of all termination number binding bank card number BankCount and the user terminal number of user
InnetTime。
In the step, the communication data of the multiple termination numbers of user is added up to, the classification according to user is different, communication
Total method of data is different, that is, calculates the method difference for obtaining user's Score index.
It is related to user's communication expense and the determination of 6 Score indexes of increment expense includes:
For first kind user and the second class user, calculate separately its nearest 6 months, every month, with account be metering
The communication cost and increment expense of standard.Account, which refers to, merges into an account for all termination numbers under a user name, should
Account is the account of the user.
Computation rule are as follows:
Communication expense=T the month in all cell-phone number communication expenses adduction of the user A in the T month.T=1,2,3,4,5 or 6.
So user A communication expense has 6 values, under the corresponding account, nearly 6 months communication expenses, as shown in Figure 3.
Increment expense and same calculation method, i.e. user A increment expense have 6 values, under the corresponding account, nearly 6 months
Increment expense, as shown in Figure 3.
For third class user, be equally calculate its at nearest 6 months, using account as the communication cost of measurement criteria and
Increment expense.
Computation rule are as follows:
1. user B in the T month, calculates the corresponding communication cost adduction of cell-phone number in each grouping Si, it is as a result denoted as Si_
Which grouping all, i indicate.There are several groupings, just there are several Si_all.
2. a shared GroupCount grouping, after all Si_al l are summed it up, divided by GroupCount.
3. it is the user's communication cost for measuring dimension that the value obtained, which is exactly with account, because there is 6 months, above procedure is directed to
Every month calculates once, obtains the corresponding 6 months communication costs of user B.
Increment expense is calculated also by same method.
It should be noted that cell-phone number is the number of adding your mobile phone under some user names, and network entry time is not in the above 3 class user
Foot 6 months, then, the value of entering an item of expenditure in the accounts for 6 months of the cell-phone number can not be extracted, there is following two situation.
(1) there is cell-phone number cancellation under user name, the cell-phone number number=number of adding your mobile phone number is nullified, with the two cell-phone numbers
Enter an item of expenditure in the accounts month, be spliced into nearly 6 months data.
(2) situation is planted if not (1), the communication expense in new networking cell-phone number missing month and increment take numerical value, pass through
The corresponding field mean value in other months is filled.Such as: present 3 cell-phone numbers of a user have a cell-phone number to network four months,
Lack bimestrial data, the data of the two months, just there are four the mean values of the respective field data of the moon using the cell-phone number
Filling.
Take data according to the communication expense of above every class user nearest 6 months every months and increment, calculates following the 6 of each user
A Score index: 3 months average communications are taken before nearest 6 middle of the month, 3 months average communications are taken, recently after nearest 6 middle of the month
6 months average communications take, 3 months average increment expenses before nearest 6 middle of the month, average increment in 3 months after nearest 6 middle of the month
Take, nearest 6 months average increment expenses.
Being related to the determination that user nearest 1 month all termination numbers bind bank card number Score indexes includes:
For first kind user and the second class user, bank card number=current newest month user of user account binding
All cell-phone number binding bank card number adductions under one's name, and get rid of identical bank.
For third class user, cell-phone number under each user name is divided into GroupCount grouping, each group is denoted as Si
(step is above).
Cell-phone number in each group of Si is inquired, the cell-phone number binding bank card time is earliest in which group, then the account of the user
Bind the adduction of cell-phone number binding bank card number in the bank card number=group.
It should be noted that user binds the binding bank card number that bank card number only takes newest month.
It is related to being averaged for user nearest 6 months every months to supplement the determination of number and recharge amount Score index with money and include:
Calculate the recharge amount of each user account and supplement number with money, export for each user corresponding 6 months, with account
The recharge amount of statistical and supplement number with money.
(1) for first kind user and the second class user, the recharge amount of every month or number is supplemented with money, all cell-phone numbers pair
The numerical value answered directly is added.
(3) for third class user, calculate separately cell-phone number in each group supplements number or recharge amount adduction with money, then
Divided by the number of group.
Number and recharge amount data are supplemented with money according to above every class user nearest 6 months every months, calculate each user's
2 Score indexes below: the average recharge amount of number, nearest 6 months every months is supplemented in being averaged for nearest 6 months every months with money.
The determination for being related to the earliest network entry time Score index of user terminal number includes:
The earliest in the net time of all termination numbers under name in an account book is taken, when being determined as the earliest networking of user terminal number
Between.
Step S12: the scoring of user is calculated according to Score index.
In the step, according to the scoring of the weight calculation user of Score index and each Score index.
The step specifically includes: as shown in figure 4,
Step S120: each Score index is normalized.
Normalization be also referred to as deviation standardization, be the linear transformation to initial data, make its end value be mapped to [0-1] it
Between.Transfer function is as follows:
To the purpose that each Score index is normalized, be in order to make the corresponding dimension of each Score index value it is consistent,
Basic measuring unit is unified, and after normalization, all values can be fallen between [0,1].
For each Score index of user, it is carried out using formula Bi_new=(Bi-Bmin)/(Bmax-Bmin)
Normalized, wherein Bmin indicates the minimum value of i Score index, and Bmax indicates the maximum value of i Score index, and Bi indicates that i is commented
Divide index current value, Bi_new indicates the value after the normalization of i Score index.
Such as: 200 yuan of communication expense maximum value in all users, 20 yuan of minimum value, the communication expense of user A is 42 yuan, then using
Family A communication expense normalized result are as follows: communication expense _ new=(42-20)/(200-20)=0.122.
Step S121: the weight of each Score index is determined using superiority chart.
The weight of Score index indicates the importance degree of Score index.
In the step, for above 10 Score indexes of user, the Score index matrix of 10*10 is established；And in matrix
Diagonal line, which fills out 0.5,0.5, indicates that Score index itself is equally important to itself.
Matrix fill-in rule, if the Score index A on row is more important than the Score index B on column, in A row B column cross battens
Filling out value is 1；If the Score index A on row is identical as the Score index B importance on column, filling out value in A row B column cross battens is
0.5；If the Score index A on row is more inessential than the Score index B on column, it is 0 that value is filled out in A row B column cross battens.
The important sex determination of this 10 Score indexes, is analyzed according to industry experience, and in the present embodiment, 10 scorings are referred to
Mark the sequence of importance for user rating are as follows:
AveMoreFee_13>AveTeleFee_13>AveMoreFee_6>AveTeleFee_6>AveMoreFee_23>
AveTeleFee_23>BankCount>InnetTime>AveChargeFee>AveChargeTime。
Therefore it is as follows to fill out value for matrix:
Calculated in matrix every row be worth and, the value of 1-10 row is respectively 8.5,6.5,4.5,9.5,7.5,5.5,0.5,1.5,
3.5,2.5, it is denoted as Ai (i=1 to 10), 1-10 Score index weight is respectively Wi=Ai/ ∑ Ak (k=1 to 10).Therefore,
The weight of A1 to A10 is respectively as follows:
Citing: the 0.17 namely weight of the first row AveTeleFee_13, it is using where AveTeleFee_13 one
Capable all numbers sum it up 8.5 obtained, obtain divided by the addition and value of numerical value all in matrix.
Step S122: the scoring of user is calculated according to the weight of each Score index and normalized result.
In the step, the scoring UserScore=∑ Wi*Bi_new of user, wherein i value 1-10, Bi_new are normalizing
The value of i-th of Score index after change.
Step S13: according to the grade for determining user that scores.
The step specifically includes:
Step S130: determine that multiple scoring score value sections, each scoring score value section are corresponding according to the scoring of the history of multiple users
One grade.
Step S131: judge which scoring score value section the scoring of user is in.
Step S132: it is corresponding etc. that the grade of user is determined as by the locating scoring score value section of its scoring according to judging result
Grade.
It should be noted that grade stepping directly can also be carried out according to the score value of user according to demand, and show user
Former scoring score value, to distinguish user gradation in detail.
In addition, the grade needs of user regularly update, grade is periodically carried out according to the situation of change of user's Score index
Update, the situation of change of Score index can be the adjustment of Score index sequence, is also possible to the increase of Score index, use
Above-mentioned Weight Determination carries out the update of Score index weight, to update the grade of user.
Embodiment 1-2's the utility model has the advantages that user ranking method provided by embodiment 1-2, by true according to communication data
Determine the Score index of user rating, the communication expense of user's proximal segment time, increment can be taken during user rating, be supplemented with money
Number, recharge amount, binding bank card number and network entry time are comprehensively considered, to make according to Score index acquisition
User's scoring is more accurate, and then keeps the user rating obtained according to the scoring more accurate, according to the user rating to user
Service is provided, the satisfaction and experience of user are able to ascend.
Embodiment 3:
Based on the user ranking method in embodiment 1 or 2, the present embodiment provides a kind of user rating systems, such as Fig. 5 institute
Show, the user for participating in grading is personal user, and rating system includes: acquisition module 1, and each termination number for acquiring user exists
Communication data in set period of time.First computing module 2, for the scoring of user rating to be calculated and determined according to communication data
Index.Second computing module 3, for calculating the scoring of user according to Score index.Determining module 4, for being determined according to scoring
The grade of user.
Wherein, communication data includes each termination number of user communication cost monthly, increment expense, supplements number with money and fill
It is worth the amount of money, the network entry time of nearest 1 month each termination number binding bank card number and each termination number.
The User Evaluation System passes through the first computing module 2 of setting, the second computing module 3 and determining module 4, Neng Gougen
The Score index of user rating is determined according to communication data, and during user rating to the communication expense of user's proximal segment time,
Increment expense, supplement with money number, recharge amount, binding bank card number and network entry time comprehensively considered, to make to be commented according to this
The user's scoring for dividing index to obtain is more accurate, and then keeps the user rating obtained according to the scoring more accurate, according to the use
Family grading provides services to the user, and is able to ascend the satisfaction and experience of user.
In the present embodiment, the first computing module 2 includes: taxon 21, for residing base according to the termination number of user
It stands and determines the classification of user.First computing unit 22, for calculating its Score index according to the classification and its communication data of user；
Wherein, Score index has multiple.
Second computing module 3 includes: normalization unit 31, for each Score index to be normalized.Weight
Determination unit 32, for determining the weight of each Score index using superiority chart.Second computing unit 33, for according to each
The weight and normalized result of Score index calculate the scoring of user.
In the present embodiment, determining module 4 includes: score value section determination unit 41, for being scored according to the history of multiple users
Determine multiple scoring score value sections, the corresponding grade of each scoring score value section.Judging unit 42, at the scoring for judging user
In in which scoring score value section.Level de-termination unit 43, for the grade of user to be determined as its institute of scoring according to judging result
The corresponding grade of scoring score value section at place.
Embodiment 3 the utility model has the advantages that User Evaluation System provided in embodiment 3, pass through setting acquisition module, first
Computing module, the second computing module and determining module, can determine the Score index of user rating according to communication data, and with
The communication expense of user's proximal segment time, increment are taken during grading, supplement number, recharge amount, binding bank card number with money in family
Comprehensively considered with network entry time, to keep the user's scoring obtained according to the Score index more accurate, and then makes basis
The user rating that the scoring obtains is more accurate, is provided services to the user according to the user rating, is able to ascend the satisfaction of user
Degree and experience.
It is understood that the principle that embodiment of above is intended to be merely illustrative of the present and the exemplary implementation that uses
Mode, however the present invention is not limited thereto.For those skilled in the art, essence of the invention is not being departed from
In the case where mind and essence, various changes and modifications can be made therein, these variations and modifications are also considered as protection scope of the present invention.
Claims (10)
1. a kind of user ranking method, which is characterized in that the user for participating in grading is personal user, and the ranking method includes:
Acquire the communication data of each termination number of user；
The Score index of user rating is calculated and determined according to the communication data；
The scoring of user is calculated according to the Score index；
According to the grade for determining user that scores.
2. user ranking method according to claim 1, which is characterized in that described according to communication data calculating and true
The Score index for determining user rating includes:
The classification that base station determines user is resided according to the termination number of user；
Its Score index is calculated according to the classification of user and its communication data；Wherein, the Score index has multiple.
3. user ranking method according to claim 2, which is characterized in that described to calculate user according to the Score index
Scoring include:
Each Score index is normalized；
The weight of each Score index is determined using superiority chart；
The scoring of user is calculated according to the weight of each Score index and normalized result.
4. user ranking method according to claim 1, which is characterized in that described according to the grade packet for determining user that scores
It includes:
Multiple scoring score value sections, each corresponding grade of the scoring score value section are determined according to the scoring of the history of multiple users；
Judge which scoring score value section the scoring of user is in；
The grade of user is determined as the locating corresponding grade of the scoring score value section of its scoring according to judging result.
5. user ranking method according to claim 1, which is characterized in that the communication data includes each described of user
Termination number communication cost monthly, supplements number and recharge amount with money at increment expense, and each termination number is tied up within nearest 1 month
Determine the network entry time of bank card number and each termination number.
6. a kind of user rating system, which is characterized in that the user for participating in grading is personal user, and the rating system includes:
Acquisition module, for acquiring the communication data of each termination number of user in the set time period；
First computing module, for the Score index of user rating to be calculated and determined according to the communication data；
Second computing module, for calculating the scoring of user according to the Score index；
Determining module, for according to the grade for determining user that scores.
7. user rating system according to claim 6, which is characterized in that first computing module includes:
Taxon, for residing the classification that base station determines user according to the termination number of user；
First computing unit calculates its Score index for the classification and its communication data according to user；Wherein, institute's commentary
Point index has multiple.
8. user rating system according to claim 7, which is characterized in that second computing module includes:
Normalization unit, for each Score index to be normalized；
Weight determining unit, for determining the weight of each Score index using superiority chart；
Second computing unit, for calculating commenting for user according to the weight and normalized result of each Score index
Point.
9. user rating system according to claim 6, which is characterized in that the determining module includes:
Score value section determination unit, for determining multiple scoring score value sections, each scoring according to the scoring of the history of multiple users
Score value section corresponds to a grade；
Judging unit, for judging which scoring score value section the scoring of user is in；
Level de-termination unit, for the grade of user to be determined as the locating scoring score value section of its scoring according to judging result
Corresponding grade.
10. user rating system according to claim 6, which is characterized in that the communication data includes each institute of user
It states termination number communication cost monthly, increment expense, supplement number and recharge amount, nearest 1 month each termination number with money
Bind the network entry time of bank card number and each termination number.
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Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110544114A (en) * | 2019-08-16 | 2019-12-06 | 北京市天元网络技术股份有限公司 | Method and device for identifying and rating user group aiming at marketing preference |
| CN111178708A (en) * | 2019-12-18 | 2020-05-19 | 贝壳技术有限公司 | Target scoring method and device, computer-readable storage medium and electronic equipment |
| CN114780355A (en) * | 2022-06-21 | 2022-07-22 | 南京星邺汇捷网络科技有限公司 | User experience perception measurement method based on financial application APP |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110544114A (en) * | 2019-08-16 | 2019-12-06 | 北京市天元网络技术股份有限公司 | Method and device for identifying and rating user group aiming at marketing preference |
| CN111178708A (en) * | 2019-12-18 | 2020-05-19 | 贝壳技术有限公司 | Target scoring method and device, computer-readable storage medium and electronic equipment |
| CN111178708B (en) * | 2019-12-18 | 2024-03-29 | 贝壳技术有限公司 | Target scoring method and device, computer-readable storage medium and electronic equipment |
| CN114780355A (en) * | 2022-06-21 | 2022-07-22 | 南京星邺汇捷网络科技有限公司 | User experience perception measurement method based on financial application APP |
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