The single recognition methods of a kind of brush and device
Technical field
The present embodiments relate to Internet technology, particularly relate to the single recognition methods of a kind of brush and device.
Background technology
Along with advancing by leaps and bounds of Internet technology, to (Online To Offline, O2O) industry under line in the Internet line
Fast development, O2O pattern is widely used to online tourism, real estate, ticket booking, mobile Internet, food and drink, automobile leasing, electricity
The numerous areas such as sub-reward voucher, luxury goods.
Substantial amounts of O2O industry takes to subsidize the management mode of user so that O2O industry generally exists the single phenomenon of brush.Brush is single
Refer to the preferential subsidy by certain mode of doing business improper acquisition platform.In prior art, by monitoring each account
Transaction Information stops the brush single file of user to be.Such as, a lot of platforms have the preferential subsidy that first Dan Li subtracts, and platform can detect each
The transaction record of account, if there is transaction record, then the account goes without this preferential subsidy, thus obtains preferential to each account
Subsidy limits, and brush is single repeatedly obtains preferential subsidy to stop user to be carried out by an account.
But, user by using multiple devices, multiple mobile phone and/or can use a large amount of accounts of virtual machine registration to carry out
Brush is single, goes out above-mentioned complex brush single file by the recognition method None-identified detecting the Transaction Information of single account
For, the discrimination of the single recognition methods of existing brush is relatively low.
Summary of the invention
The present invention provides a kind of brush list recognition methods and device, is identified by a large amount of different account with realization and carries out brush list
Same cheating user, improves the discrimination that brush is single, reduces the loss of businessman.
First aspect, embodiments provides the single recognition methods of a kind of brush, including: according at least one linked character
Multiple target accounts are associated, obtain first user group;
Obtain the Transaction Information of described first user group;
Described first user group is brushed single identification by the Transaction Information according to described first user group.
In said method, it is preferred that described according at least one linked character, multiple target accounts are associated,
To first user group, including:
If being logged in multiple target account on target device, then the plurality of target account is associated by force.
In said method, it is preferred that described according at least one linked character, multiple target accounts are associated,
To first user group, may also include that
If multiple target accounts are paid by target payment accounts, then the plurality of target account is closed by force
Connection.
In said method, it is preferred that the Transaction Information of described acquisition described first user group, including:
The Transaction Information of each account in described first user group is added up, obtains the friendship of described first user group
Easily information.
In said method, it is preferred that described before obtaining the Transaction Information of described first user group, also include:
If described first user group and second user's group have an identical target account, then by described first user group and
Described second user's group merges into new first user group, and described second user organizes as to associate by force any user group obtained.
In said method, it is preferred that described before obtaining the Transaction Information of described first user group, also include:
If described first user group and second user's group have identical addressee information, then by described first user group
Weak rigidity is carried out with described second user's group;
Accordingly, described first user group is brushed single identification by the described Transaction Information according to described first user group,
Including:
The Transaction Information that the Transaction Information of described first user group and described second user of preset ratio are organized is tired out
Meter;
According to the Transaction Information being accumulated by, described first user group is brushed single identification.
In said method, it is preferred that described according at least one linked character, multiple target accounts are associated, bag
Include:
Judge whether the equipment being logged in target account is simulator;
If the multiple target accounts logged on described simulator are then associated by force by simulator.
Second aspect, the embodiment of the present invention additionally provides a kind of brush single identification device, and this device includes:
Associative cell, for being associated multiple target accounts according at least one linked character, obtains first user
Group;
Transaction Information acquiring unit, for obtaining the Transaction Information of the described first user group that described associative cell obtains;
The single recognition unit of brush, the transaction letter of the described first user group for obtaining according to described Transaction Information acquiring unit
Described first user group is brushed single identification by breath.
In said apparatus, it is preferred that described associative cell specifically for:
If being logged in multiple target account on target device, then the plurality of target account is associated by force.
In said apparatus, it is preferred that described associative cell is specifically additionally operable to:
If multiple target accounts are paid by target payment accounts, then the plurality of target account is closed by force
Connection.
In said apparatus, it is preferred that described Transaction Information acquiring unit specifically for:
The Transaction Information of each account in the described first user group obtained by described associative cell adds up, and obtains
The Transaction Information of described first user group.
In said apparatus, it is preferred that also include:
User organizes combining unit, if the described first user group obtained for described associative cell and the second user organize tool
There is identical target account, then described first user group and described second user's group are merged into new first user group, described
Second user's group is for by associating by force any user group obtained.
In said apparatus, it is preferred that also include:
Weak rigidity unit, if the described first user group obtained for described associative cell has phase with second user's group
Same addressee information, then carry out weak rigidity by described first user group and described second user's group;
Accordingly, the single recognition unit of described brush, including:
Transaction Information adds up subelement, for by the Transaction Information and described the second of preset ratio of described first user group
The Transaction Information of user's group adds up;
Brush is single identifies subelement, for described first user group being brushed single knowledge according to the Transaction Information being accumulated by
Not.
In said apparatus, it is preferred that described associative cell includes:
Simulator judgment sub-unit, for judging whether the equipment being logged in target account is simulator;
Association subelement, if described simulator judgment sub-unit is judged as YES simulator, then steps on described simulator
Multiple target accounts of record associate by force.
The embodiment of the present invention, by being associated multiple target accounts according at least one linked character, obtains the first use
Family group, and first user group brushed single identification according to the Transaction Information of first user group, thus realize using user organize as
Brush is single identifies object, according to the Transaction Information identification cheating user of user's group, and then can recognize that by a large amount of different accounts
Carrying out a certain cheating user that brush is single, the recognition method None-identified solving to detect the Transaction Information of single account goes out relatively
For complicated brush list behavior problem, improve the discrimination that brush is single.
Accompanying drawing explanation
Fig. 1 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention one;
Fig. 2 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention two;
Fig. 3 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention three;
Fig. 4 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention four;
Fig. 5 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention five;
Fig. 6 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention six;
Fig. 7 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention seven;
Fig. 8 is a kind of schematic flow sheet brushing single recognition methods in the embodiment of the present invention eight;
Fig. 9 is a kind of structural representation brushing single identification device in the embodiment of the present invention nine;
Figure 10 is that a kind of list of brushing in the embodiment of the present invention nine identifies the structural representation of associative cell in device.
Detailed description of the invention
The present invention is described in further detail with embodiment below in conjunction with the accompanying drawings.It is understood that this place is retouched
The specific embodiment stated is used only for explaining the present invention, rather than limitation of the invention.It also should be noted that, in order to just
Part related to the present invention is illustrate only rather than entire infrastructure in description, accompanying drawing.
Embodiment one
A kind of schematic flow sheet brushing single recognition methods that Fig. 1 provides for the embodiment of the present invention one, the present embodiment is applicable
Brush the situation of single identification in user, by brush is single, the method can identify that device perform, and wherein this device can be by software and/or hard
Part realizes, and typically can be integrated in server.Specifically include following steps:
Step 110, according at least one linked character, multiple target accounts are associated, obtain first user group;
Wherein, linked character refers to the feature that related to phenomenon and problem factor is together in series, can by linked character
Various factors is associated together.Linked character can be logging device, payment accounts etc..
Target account can be the account of arbitrary platform.Platform can be online tourism, real estate, ticket booking, mobile interchange
The numerous areas platforms such as net, food and drink, automobile leasing, electronic coupons, luxury goods.Wherein, account can have various ways, such as
Numerical account number, the form such as digits plus letters, account can also be Chinese or English even symbol composition, and exemplary, account can
Think phone number, email accounts or ID (identity number) card No. etc..
Step 120, the Transaction Information of acquisition first user group.
Transaction Information refers to the content that can be recorded acquisition produced in process of exchange, according to the different transaction letters of platform
Breath also can be different.Exemplarily, the Transaction Information of food and drink show business can include Business Information, consumption time, consumption number of times,
The information such as consumption price;The Transaction Information of industry of calling a taxi can include hiring out car plate, starting place, destination, time of calling a taxi, beating
The information such as train number number and reward voucher access times.
The mode of the Transaction Information obtained, can be to open other relevant application programs to read in this application program required
The content of Transaction Information or the content of this Transaction Information from reception other terminal transmission.
First user group is brushed single identification by step 130, Transaction Information according to first user group.
Exemplary, the single recognition method of brush can be identified by the way of machine learning, typical machine learning side
Method includes, neutral net, support vector machine, genetic algorithm, Bayesian learning and cluster analysis scheduling algorithm, the single recognition method of brush
Can also be identified by predefined rule, exemplary, if predefined rule can be certain of first user group
Transaction Information more than given threshold value, then assert that the account in first user group is the single account of brush.
The technical scheme of the present embodiment, by multiple target accounts being associated according at least one linked character,
To first user group, and obtain the Transaction Information of first user group, according to the Transaction Information of first user group to first user group
Carry out brushing single identification, thus realize organizing using user identifying object as brush is single, use according to the Transaction Information identification cheating of user's group
Family, and then can recognize that a certain cheating user being carried out brush list by a large amount of different accounts, solve the transaction to single account
The recognition method None-identified that information carries out detecting goes out complex brush list behavior problem, improves the discrimination that brush is single.
Embodiment two
A kind of schematic flow sheet brushing single recognition methods that Fig. 2 provides for the embodiment of the present invention two, as to embodiment one
Further illustrate.Step 110, according at least one linked character, multiple target accounts are associated, obtain first user
Group, can be implemented by following manner:
If being logged in multiple target account on step 110a target device, then multiple target accounts are associated by force.
Obtaining the target account information in preset time period from target device, the target account information according to obtaining determines
Each target account that this target device logs in is used in this preset time period.Wherein, preset time period can be 1-7 days.
Exemplary, target device can be the equipment such as smart mobile phone, panel computer or intelligent watch.Exemplary, for
A certain platform, within the default time, account A, B and C are all logged in by smart mobile phone T1, then account A, B and C are associated in by force
Together, if account A logs at another smart mobile phone T2 again, and the account logged in by smart mobile phone T2 also has D, E, then account A,
D, E are associated together the most by force.The plurality of target account is at least two target account.
Exemplary, it is associated as by force multiple target accounts interpolation user is organized mark, there is same user and organize mark
At least two target account one user's group of composition.
The multiple accounts logged in by target device can be associated together by force by the scheme of the present embodiment, becomes same use
Family group, it is achieved organize using user and identify object as brush is single, according to the Transaction Information identification cheating user of user's group, and then can know
Do not go out and carry out, by a large amount of different accounts of same equipment login, a certain user that practises fraud that brush is single.
Embodiment three
A kind of schematic flow sheet brushing single recognition methods that Fig. 3 provides for the embodiment of the present invention three, as to above-mentioned enforcement
Further illustrating of example.Further, step 110, according at least one linked character, multiple target accounts are associated,
To first user group, implement also by following manner:
If step 110b multiple target account is paid by target payment accounts, then by the plurality of target account
Number associate by force.
Exemplary, target payment accounts can be arbitrary payment accounts.
Exemplary, target payment accounts can be Alipay account, bank card account number, wechat payment accounts etc..
Obtain payment accounts information from home server, according to the payment accounts information obtained, determine in preset time period
The same payment accounts of interior use carries out each target account paid.Wherein, preset time period can be 1-7 days.
Exemplary, for a certain platform, within the default time, account A, B and C are all propped up by Alipay account P1
Pay, then account A, B and C are associated together by force, if account A is the most once paid by Alipay account P2, and by Alipay account
The account that family P2 pays also has D, E, then account A, D, E are associated together the most by force.
The multiple accounts paid by target payment accounts can be associated together by force by the scheme of the present embodiment, becomes same
One user's group, it is achieved organize using user and identify object as brush is single, according to the Transaction Information identification cheating user of user's group, Jin Erneng
Enough identify and use same payment accounts to carry out a certain cheating user that brush is single by a large amount of different accounts.
Embodiment four
A kind of schematic flow sheet brushing single recognition methods that Fig. 4 provides for the embodiment of the present invention four, as to above-mentioned enforcement
Further illustrating of example.Further, step 120, the Transaction Information of acquisition first user group, including:
Step 120a, the Transaction Information of each account in first user group is added up, obtain first user group
Transaction Information.
Exemplary, first user group includes tri-accounts of A, B and C, the Transaction Information of each account include retail shop's information,
Consumption number of times, spending amount, consumption time and use reward voucher number of times etc., then the Transaction Information of first user group is A, B and C tri-
Adding up respectively of the information such as retail shop's information of individual account, consumption number of times, spending amount, consumption time and use reward voucher number of times.
The present embodiment, by being added up by the Transaction Information of each account in user's group, obtains the transaction letter of user's group
Breath, and then according to the Transaction Information identification cheating user of user's group, solve the knowledge that the Transaction Information of single account is detected
Other mode None-identified goes out complex brush list behavior problem, improves the discrimination that brush is single.
Embodiment five
A kind of schematic flow sheet brushing single recognition methods that Fig. 5 provides for the embodiment of the present invention five, as to above-mentioned enforcement
Further illustrating of example.Step 120, obtain first user group Transaction Information before, also include:
If step 140 first user group and second user's group have an identical target account, then by first user group and
Second user's group merges into new first user group, and the second user organizes as to associate by force any user group obtained.
Exemplary, first user group includes that A, B and C account, second user's group include B and D account, another second user
Group includes B, E, F and G account, due to three user's groups all include B account, the newest first user group include A, B, C, D, E,
F and G account.
Exemplary, first user group includes that A, B and C account, second user's group include B, C and D account, due to two use
Family group all including, B or C account, the newest first user group include A, B, C and D account.
The present embodiment is by merging into new user's group by user's group with identical target account, it is achieved by same
Account, further associates on the basis of other linked characters by other account relating together so that user's group comprises
Scope can be wider, identifies object by organizing using new user as brush is single, makees according to the Transaction Information identification of new user's group
Fraud user, and then can more accurately identify a certain cheating user carrying out brushing list by a large amount of different accounts, improve brush list
Discrimination.
Embodiment six
A kind of schematic flow sheet brushing single recognition methods that Fig. 6 provides for the embodiment of the present invention four, as to above-mentioned enforcement
Further illustrating of example, step 120, obtain first user group Transaction Information before, also include:
If step 150 first user group and second user's group have identical addressee information, then by first user group
Weak rigidity is carried out with second user's group;
Exemplary, addressee information is specially the information such as addressee's phone, address of the addressee.
Exemplary, first user group includes that A, B and C account, second user's group include D and E account, another second user
Group includes A and F account, if these three user's groups include same addressee's phone, then these three users is organized weak rigidity.
Exemplary, weak rigidity is that the user of weak rigidity organizes interpolation weak rigidity mark, has same weak rigidity mark
At least two user organize composition weak rigidity user's group.
Further, first user group is brushed single identification by step 130, Transaction Information according to first user group, bag
Include:
Step 130a, the Transaction Information of the Transaction Information of first user group and second user's group of preset ratio is tired out
Meter;
Exemplary, the Transaction Information of first user group is consumed number of times be 2, spending amount is 300, uses reward voucher
Number is 4, the Transaction Information of second user's group is consumed number of times be 4, spending amount be 400, to use reward voucher number of times be 6, another
The Transaction Information of second user's group is consumed number of times be 3, spending amount be 200, to use reward voucher number of times be 2, preset ratio is
0.5, then consuming number of times in the Transaction Information of first user group is 2+4 × 0.5+3 × 0.5=5.5, and spending amount is 300+400
× 0.5+200 × 0.5=600, using reward voucher number of times is 4+6 × 0.5+2 × 0.5=8.
First user group is brushed single identification by the Transaction Information that step 130b, basis are accumulated by.
The present embodiment by the user with identical addressee information being organized weak rigidity, and Transaction Information that user is organized and
The Transaction Information that the user with its weak rigidity of preset ratio organizes adds up, and carries out user's group finally by accumulative information
Brush is single to be identified, enriches the Transaction Information of user's group, according to the Transaction Information identification cheating user of user's group, improve brush alone
The discrimination at family.
Embodiment seven
A kind of schematic flow sheet brushing single recognition methods that Fig. 7 embodiment of the present invention seven provides, as to above-described embodiment
Further illustrate.Step 110, according at least one linked character, multiple target accounts are associated, obtain first user
Group, can be implemented by following manner:
Step 110c, judgement are logged in whether the equipment of target account is simulator;
Step 110d is if the multiple target accounts logged on described simulator are then associated by force by simulator.
Exemplary, simulator can be the simulator such as Android simulator, iOS simulator.
Exemplary, can be by obtaining International Mobile Station Equipment Identification (International Mobile Equipment
Identity, IMEI), the information such as central processing unit (Central Processing Unit, CPU) serial number be simulated device
Identify.
Embodiment eight
Use scene that said method is further described below by one, as shown in Figure 8, including:
Step 110, according at least one linked character, multiple target accounts are associated, obtain first user group.
If being logged in multiple target account on target device, then the plurality of target account is associated by force.
Preferably, before the plurality of target account is associated by force, logging device can be generated unique mark, use
In identifying logging device;Preferably, unique device identity can be that the information such as IMEI code, screen size, CPU serial number pass through message
The MD5 code that digest algorithm (Message-Digest Algorithm 5, MD5) generates.MD5 code can as device-fingerprint uniquely
Mark equipment.
If multiple target accounts are paid by target payment accounts, then multiple target accounts are associated by force.
If step 140 first user group and second user's group have an identical target account, then by first user group and
Second user's group merges into new first user group, and the second user organizes as to associate by force any user group obtained.
If step 150 first user group and second user's group have identical addressee information, then by first user group
Weak rigidity is carried out with second user's group.
Step 120, the Transaction Information of acquisition first user group.
Step 130a, the Transaction Information of the Transaction Information of first user group and second user's group of preset ratio is tired out
Meter.
First user group is brushed single identification by the Transaction Information that step 130b, basis are accumulated by.
Preferably, after first user group is identified as brush list, all accounts this user organized add blacklist.
The present embodiment, is described in detail and multiple accounts is associated by force by linked character, determines user's group, and will have phase
Merge into new user's group with user's group of account, then the user with same addressee information is organized weak rigidity, and will be with
The Transaction Information of other users group that one user organizes weak rigidity adds up with default ratio, thus by this accumulative information
This user's group is brushed single identification so that it is more extensive that accumulative Transaction Information comprises scope, thus realizes according to user's group
Transaction Information identification cheating user, and then can recognize that and carry out, by a large amount of different accounts, a certain cheating user that brush is single,
The recognition method None-identified solving to detect the Transaction Information of single account goes out complex brush list behavior problem, carries
The discrimination that high brush is single.
Embodiment nine
A kind of structural representation brushing single identification device that Fig. 9 provides for the embodiment of the present invention nine, device is positioned at server
In, including:
Associative cell 11, for being associated multiple target accounts according at least one linked character, obtains the first use
Family group;
Transaction Information acquiring unit 12, for obtaining the Transaction Information of the first user group that associative cell 11 obtains;
The single recognition unit 13 of brush, the Transaction Information pair of the first user group for obtaining according to Transaction Information acquiring unit 12
First user group carries out brushing single identification.
Further, associative cell 11 specifically for:
If being logged in multiple target account on target device, then multiple target accounts are associated by force.
Further, associative cell 11 specifically for:
If multiple target accounts are paid by target payment accounts, then multiple target accounts are associated by force.
Further, Transaction Information acquiring unit 12 specifically for:
The Transaction Information of each account in the first user group obtained by associative cell 11 adds up, and obtains the first use
The Transaction Information of family group.
Further, also include:
User organizes combining unit 14, if the first user group obtained for associative cell 11 has phase with second user's group
Same target account, then merge into new first user group by first user group and second user's group, and the second user organizes as passing through
Associate by force any user group obtained.
Further, also include:
Weak rigidity unit 15, if the first user group obtained for associative cell 11 and second user's group have identical
Addressee information, then carry out weak rigidity by first user group and second user's group;
Accordingly, the single recognition unit 13 of brush, including:
Transaction Information adds up subelement 131, for by the Transaction Information of first user group and the second user of preset ratio
The Transaction Information of group adds up;
Brush is single identifies subelement 132, for first user group being brushed single identification according to the Transaction Information being accumulated by.
Further, as shown in Figure 10, associative cell 11 includes:
Simulator judgment sub-unit 111, for judging whether the equipment being logged in target account is simulator;
Association subelement 112, if simulator judgment sub-unit 111 is judged as YES simulator, then logs on simulator
Multiple target accounts associate by force.
Said apparatus can perform the method that any embodiment of the present invention provides, and possesses execution said method corresponding function list
Unit and beneficial effect.
The embodiment of the present invention also provides for a kind of storage medium comprising computer executable instructions, and described computer can perform
Instruction is used for when being performed by computer processor performing the single recognition methods of a kind of brush, and the method includes:
According at least one linked character, multiple target accounts are associated, obtain first user group;
Obtain the Transaction Information of described first user group;
Described first user group is brushed single identification by the Transaction Information according to described first user group.
Optionally, this computer executable instructions can be also used for when being performed by computer processor perform the present invention appoint
The technical scheme of the single recognition methods of brush that meaning embodiment is provided.
By the description above with respect to embodiment, those skilled in the art it can be understood that arrive, the present invention
Can realize by software and required common hardware, naturally it is also possible to realized by hardware, but a lot of in the case of the former is more
Good embodiment.Based on such understanding, prior art is contributed by technical scheme the most in other words
Part can embody with the form of software product, and this computer software product can be stored in computer-readable recording medium
In, such as the floppy disk of computer, read only memory (Read-Only Memory, ROM), random access memory (Random
Access Memory, RAM), flash memory (FLASH), hard disk or CD etc., including some instructions with so that a computer sets
Standby (can be personal computer, server, or the network equipment etc.) performs the method described in each embodiment of the present invention.
Note, above are only presently preferred embodiments of the present invention and institute's application technology principle.It will be appreciated by those skilled in the art that
The invention is not restricted to specific embodiment here, various obvious change, again can be carried out for a person skilled in the art
Adjust and substitute without departing from protection scope of the present invention.Therefore, although by above example, the present invention has been carried out relatively
For describing in detail, but the present invention is not limited only to above example, without departing from the inventive concept, it is also possible to
Including other Equivalent embodiments more, and the scope of the present invention is determined by scope of the appended claims.