CN108804908A - A kind of device-fingerprint generation method, device and computing device - Google Patents
A kind of device-fingerprint generation method, device and computing device Download PDFInfo
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- CN108804908A CN108804908A CN201710309136.4A CN201710309136A CN108804908A CN 108804908 A CN108804908 A CN 108804908A CN 201710309136 A CN201710309136 A CN 201710309136A CN 108804908 A CN108804908 A CN 108804908A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/40—Network security protocols
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/30—Authentication, i.e. establishing the identity or authorisation of security principals
- G06F21/44—Program or device authentication
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/08—Network architectures or network communication protocols for network security for authentication of entities
- H04L63/0815—Network architectures or network communication protocols for network security for authentication of entities providing single-sign-on or federations
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/08—Network architectures or network communication protocols for network security for authentication of entities
- H04L63/0876—Network architectures or network communication protocols for network security for authentication of entities based on the identity of the terminal or configuration, e.g. MAC address, hardware or software configuration or device fingerprint
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- Computer Security & Cryptography (AREA)
- General Engineering & Computer Science (AREA)
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Abstract
A kind of device-fingerprint generation method of offer of the embodiment of the present invention, device and computing device, this method include：The device data of each electronic equipment is obtained, device data includes：The configuration information of electronic equipment and the business account of electronic equipment access service；The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；For each business, at least one business datum is obtained, wherein a business datum of a business includes：Access the business account of the business；It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is associated；The preliminary device-fingerprint of electronic equipment is mutually integrated by each electronic equipment with the business datum associated by electronic equipment, obtains the device-fingerprint of each electronic equipment.The embodiment of the present invention improves the richness of the information represented by device-fingerprint, for it is follow-up carry out it is accurately information personalized recommend, accurately user draws a portrait to generate etc. and provides possibility.
Description
Technical field
The present invention relates to technical field of data processing, and in particular to a kind of device-fingerprint generation method, device and calculating is set
It is standby.
Background technology
Device-fingerprint is the unique device identification of electronic equipment that the characteristic attribute based on electronic equipment is generated；Electronics is set
Standby device-fingerprint and government in real world are internet and mobile Internet come similar the case where identifying citizen with identity card
Distinguish a technology of distinct electronic apparatuses in field.
The calculating of the soft X ray information progress device-fingerprint of usually used electronic equipment at present, however the present invention
Inventor has found：As device-fingerprint is in the application of the scenes such as information personalized recommendation, user's portrait generation, technical staff is more
Wish that device-fingerprint can not only indicate the characteristic attributes such as the soft X ray of electronic equipment, additionally it is possible to indicate that other are more rich
Rich electronic device information；Therefore the generating mode for how optimizing device-fingerprint indicates the more abundant equipment of information to realize
Fingerprint generates, and is always that those skilled in the art consider the problems of.
Invention content
In view of this, a kind of device-fingerprint generation method of offer of the embodiment of the present invention, device and computing device, are set with abundant
The information that standby fingerprint can indicate.
To achieve the above object, the embodiment of the present invention provides the following technical solutions：
A kind of device-fingerprint generation method, including：
Obtain the device data of each electronic equipment；The device data includes at least：The configuration information of electronic equipment and
The business account of electronic equipment access service；
The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；
For each business, at least one business datum is obtained；Wherein, a business datum of a business includes at least：It visits
Ask the business account of the business；
It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is related
Connection；
For each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the business datum phase associated by electronic equipment
It is comprehensive, obtain the device-fingerprint of each electronic equipment.
The embodiment of the present invention also provides a kind of device-fingerprint generating means, including：
Device data acquisition module, the device data for obtaining each electronic equipment；The device data includes at least：Electricity
The configuration information of sub- equipment and the business account of electronic equipment access service；
Preliminary device-fingerprint acquisition module, for being obtained each according to the configuration information of electronic equipment for each electronic equipment
The preliminary device-fingerprint of electronic equipment；
Business datum acquisition module, for for each business, obtaining at least one business datum；Wherein, the one of a business
Business datum includes at least：Access the business account of the business；
Relating module is used for according to business account, by the device data of the corresponding electronic equipment of identical services account, and
Business datum is associated；
Device-fingerprint generation module, for setting the preliminary device-fingerprint of electronic equipment with electronics for each electronic equipment
Standby associated business datum mutually integrates, and obtains the device-fingerprint of each electronic equipment.
The embodiment of the present invention also provides a kind of computing device, including：At least one processor and at least one processor；Institute
It states memory to have program stored therein, the processor calls the program of the memory storage；Described program is used for：
Obtain the device data of each electronic equipment；The device data includes at least：The configuration information of electronic equipment and
The business account of electronic equipment access service；
The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；
For each business, at least one business datum is obtained；Wherein, a business datum of a business includes at least：It visits
Ask the business account of the business；
It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is related
Connection；
For each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the business datum phase associated by electronic equipment
It is comprehensive, obtain the device-fingerprint of each electronic equipment.
Based on the above-mentioned technical proposal, in device-fingerprint generation method provided in an embodiment of the present invention, computing device can obtain
The device data of each electronic equipment, and each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment
Preliminary device-fingerprint；Meanwhile for each business, at least one business datum is obtained, so as to according to business account, incite somebody to action the mutually same trade
The device data and business datum of the corresponding electronic equipment of account of being engaged in are associated；It, can be by electronics and then for each electronic equipment
The preliminary device-fingerprint of equipment, mutually integrates with the business datum associated by electronic equipment, obtains the device-fingerprint of each electronic equipment；
So that the device-fingerprint for the electronic equipment that the embodiment of the present invention is generated, can indicate that user uses electronic equipment access service
Situation, the richness for the information that lifting means fingerprint can indicate carry out accurately information personalized recommend, accurately to be follow-up
User draws a portrait the offers such as generation may.
Description of the drawings
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technology description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
The embodiment of invention for those of ordinary skill in the art without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
Fig. 1 is the block schematic illustration that device-fingerprint provided in an embodiment of the present invention generates system；
Fig. 2 is the hardware block diagram of computing device provided in an embodiment of the present invention；
Fig. 3 is the flow chart of device-fingerprint generation method provided in an embodiment of the present invention；
Fig. 4 is the association schematic diagram of device data and business datum；
Fig. 5 is that device data is associated with the schematic diagram for generating device-fingerprint with business datum；
Fig. 6 is another flow chart of device-fingerprint generation method provided in an embodiment of the present invention；
Fig. 7 is the device data schematic diagram under operating system classification；
Fig. 8 is the equipment portrait depicting method flow chart of electronic equipment provided in an embodiment of the present invention；
Fig. 9 is the determination schematic diagram of severe intensity grade；
Figure 10 is the method flow diagram that user provided in an embodiment of the present invention portrait is portrayed；
Figure 11 is the structure diagram of device-fingerprint generating means provided in an embodiment of the present invention；
Figure 12 is another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention；
Figure 13 is another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention；
Figure 14 is the another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention.
Specific implementation mode
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation describes, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Fig. 1 is the block schematic illustration that device-fingerprint provided in an embodiment of the present invention generates system, referring to Fig.1, system master
Including：Computing device 10, database 20 and at least one business platform 30；Mainly by computing device 10 in system shown in Figure 1
Realize that the device-fingerprint of each electronic equipment generates；Database 20 and at least one business platform 30 provide data for computing device
Source, the data source may include the device data of each electronic equipment, so that computing device passes through the number that is recorded in database
According to source, realize that the device-fingerprint of each electronic equipment generates；
In embodiments of the present invention, computing device 10 can be realized by the server that network side is arranged, and can also be end
The terminal devices such as the PC (personal computer) of end side are realized；
Each business platform 30 can share an account system, and such as same user can be used same account in different business
Platform, which is realized, to be logged in；Optionally, each business platform 30 can be the business platform of the different business under same house flag, each
Business platform can share the account system for the passage that the said firm provides to the user, and such as each business platform can share the said firm and be
Same instant messaging account can be used to be stepped in different business platform realizations for the instant messaging account that user provides, same user
Record；
Optionally, the embodiment of the present invention can have multiple business type (such as instant messaging service type, game service class
Type, video traffic type, music services type etc.), a kind of type of service can correspond to one or more business platform (such as Fig. 1
The type of service of shown at least one business platform 30 can there are many, a kind of type of service can correspond at least one business
One or more of platform 30 business platform).
In embodiments of the present invention, for each business platform, business platform can set each electronics for accessing own service
Standby device data is uploaded to database, as shown in Figure 1,1 platform of business can be by the number of devices of each electronic equipment of access service 1
According to database is uploaded to, the device data of each electronic equipment of access service 2 can be uploaded to database by 2 platform of business, so that
The device data of each electronic equipment can be recorded by obtaining in database, and the business for marking each electronic equipment to correspond to access (can set
It is marked in standby data)；
Optionally, for each business, the device data of an electronic equipment may include the configuration information of the electronic equipment
(such as soft X ray information), the electronic equipment access business account etc. used in the business；Such as business 1, business 1
Under the device data of an electronic equipment may include：The configuration information of the electronic equipment, the electronic equipment access service 1 are made
Business account etc.；For business 2, the device data of the electronic equipment under business 2 may include：The electronic equipment is matched
Confidence ceases, business account etc. used in the electronic equipment access service 2；
It should be noted that same electronic equipment may access different business, therefore database is getting each industry
After the device data for the electronic equipment that business platform uploads, the service identification for the different business that same electronic equipment can be accessed,
It is marked in the device data of the electronic equipment, so that the distinct device data recorded in database adhere to different electricity separately
Sub- equipment reduces the amount of storage of database；Obviously, processing herein is only optional.
In the case of the device data that data-base recording has each electronic equipment, computing device can obtain database and be remembered
The device data of each electronic equipment of record, to be used as data source, with device-fingerprint generation method provided in an embodiment of the present invention,
Realize the generation of the device-fingerprint of each electronic equipment；Optionally, the work(of device-fingerprint generation method provided in an embodiment of the present invention
It can be loaded into computing device by program form, computing device can be by calling the program to realize that the embodiment of the present invention carries
The device-fingerprint generation method of confession；
Optionally, Fig. 2 shows the hardware block diagrams of computing device provided in an embodiment of the present invention, with reference to Fig. 2, the meter
Calculating equipment may include：At least one processor 1, at least one communication interface 2, at least one processor 3 and at least one logical
Believe bus 4；
In embodiments of the present invention, processor 1, communication interface 2, memory 3, communication bus 4 quantity be it is at least one,
And processor 1, communication interface 2, memory 3 complete mutual communication by communication bus 4；Obviously, processor shown in Fig. 2
1, the communication connection signal of communication interface 2, memory 3 and communication bus 4 is only optional；
Optionally, communication interface 2 can be the interface of communication module, such as the interface of gsm module；
Processor 1 may be a central processor CPU or specific integrated circuit ASIC (Application
Specific Integrated Circuit), or be arranged to implement the integrated electricity of one or more of the embodiment of the present invention
Road.
Memory 3 may include high-speed RAM memory, it is also possible to further include nonvolatile memory (non-volatile
Memory), a for example, at least magnetic disk storage.
Wherein, memory 3 has program stored therein, and the program that processor 1 calls memory 3 to be stored realizes the embodiment of the present invention
The device-fingerprint generation method of offer.
Below from the angle of computing device, device-fingerprint generation method provided in an embodiment of the present invention is introduced,
Device-fingerprint generation method content described below can be the program for calling memory to be stored by the processor of computing device
It realizes.
Fig. 3 is the flow chart of device-fingerprint generation method provided in an embodiment of the present invention, and this method can be applied to calculate and set
Standby, with reference to Fig. 3, this method may include：
Step S100, the device data of each electronic equipment is obtained；The device data includes at least：The configuration of electronic equipment
The business account of information and electronic equipment access service.
Optionally, as shown in Figure 1, computing device can obtain the device data of each electronic equipment from database；
Optionally, in embodiments of the present invention, the device data of an electronic equipment is generally at least one, and an electronics is set
Standby device data includes at least：The configuration information of electronic equipment and the business account of electronic equipment access service；With confidence
Breath can such as the soft X ray information of electronic equipment, such as IMEI, MAC Address, CPU models, acceleration transducer model,
Device name etc., specific visual actual conditions setting.
Obviously, according to actual needs, the service identification etc. of electronic equipment access service can also be added in device data,
The device data information specifically added may be set according to actual conditions.
Optionally, electronic equipment referred to above can include mobile device and PC equipment.
Step S110, is obtained by the preliminary of each electronic equipment and is set according to the configuration information of electronic equipment for each electronic equipment
Standby fingerprint.
Optionally, preliminary device-fingerprint can be by the device code of electronic equipment (as operating system is provided
Androidid, adid, idfa etc., it is also possible to address imei, mac of electronic equipment etc.) it indicates；As using imei, mac
The device codes such as location, then device code can carry in the configuration information of electronic equipment；Optionally, the embodiment of the present invention can also pass through
The configuration information of electronic equipment generates traditional device-fingerprint, as preliminary device-fingerprint.
Step S120, for each business, at least one business datum is obtained；Wherein, a business datum of a business is extremely
Include less：Access the business account of the business.
Optionally, the embodiment of the present invention can get at least one business from each business platform for each business
Data；For each business, acquired business datum can include at least：Access business account used in the business
Number；
Obviously, business conduct information can also be carried in business datum, the other informations such as service identification are specific visual practical
It needs to set；As illustrative, a business datum of a business can include but is not limited to following content：The industry of access service
The business conduct information etc. that business account number, subscriber phone number, subscriber mailbox and user's access service generate.
Step S130, according to business account, by the device data and business of the corresponding electronic equipment of identical services account
Data are associated.
As shown in figure 4, after getting the device data of each electronic equipment above, equipment that each electronic equipment can be specified
The contents such as business account, configuration information entrained by data, after getting at least one business datum simultaneously for each business,
The corresponding business account of each business can be specified；In this case, it is possible to using business account, identical services account is corresponding
The device data and business datum of electronic equipment are associated；It is such then can determine that a user is existed by a business account
What kind of business is had accessed on which electronic equipment, while corresponding business conduct can be determined by business datum；Fig. 4
In, business datum 1 and business datum 3 may adhere to different business separately, it is also possible to same business.
Optionally, the device data of the electronic equipment associated by a business account is at least one (such as same business account
Number used on different electronic equipments), associated business datum may also be that at least one (such as same business account accesses
Different business or same business account produce different business by different business conducts in the different periods
Data)；Correspondingly, associated by an electronic equipment to business datum may be at least one, and at least one business
Corresponding business account may be that (a such as electronic equipment has accessed industry to one or more using different business accounts in data
Business).
Step S140, for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the industry associated by electronic equipment
Business data mutually integrate, and obtain the device-fingerprint of each electronic equipment.
As shown in figure 5, for any electronic equipment, the embodiment of the present invention is getting tentatively setting for the electronic equipment
It, can be by the preliminary device-fingerprint of the electronic equipment, from the device data and business datum of the electronic device association after standby fingerprint
In, the business datum associated by the electronic equipment with the preliminary device-fingerprint is got, thus by the preliminary of the electronic equipment
Device-fingerprint is mutually integrated with the business datum associated by the electronic equipment, obtains the device-fingerprint of the electronic equipment.
Optionally, the preliminary device-fingerprint of electronic equipment can be set each electronic equipment by the embodiment of the present invention with electronics
The business account (at least one) of standby associated business datum mutually integrates, and obtains the device-fingerprint of electronic equipment, can such as calculate
The preliminary device-fingerprint of electronic equipment, the similarity with the business account of the business datum associated by the electronic equipment, gets
The device-fingerprint of the electronic equipment；
Obviously, in addition to mutually integrating the business account of the preliminary device-fingerprint of electronic equipment and associated business datum,
The embodiment of the present invention can also integrate the information such as the business conduct in associated business datum, obtain the device-fingerprint of electronic equipment,
So that the information more horn of plenty that the device-fingerprint generated indicates；Which kind of obviously, can be set according to actual needs using mode
It is fixed.
In device-fingerprint generation method provided in an embodiment of the present invention, computing device can obtain the number of devices of each electronic equipment
According to, and the preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；Meanwhile
For each business, at least one business datum is obtained, so as to which according to business account, the corresponding electronics of identical services account is set
Standby device data and business datum is associated；And then for each electronic equipment, can by the preliminary device-fingerprint of electronic equipment,
It is mutually integrated with the business datum associated by electronic equipment, obtains the device-fingerprint of each electronic equipment；Make institute of the embodiment of the present invention
The device-fingerprint of the electronic equipment of generation can indicate the case where user uses electronic equipment access service, lifting means fingerprint
The richness for the information that can be indicated, for it is follow-up carry out it is accurately information personalized recommend, accurately user draws a portrait to generate etc. and carry
For possible.
Optionally, the preliminary device-fingerprint of electronic equipment can be the device code of electronic equipment, which can be electricity
The operating system manufacturer of sub- equipment provides and is arranged in the configuration information of electronic equipment；Optionally, Fig. 6 shows of the invention real
Another flow chart of the device-fingerprint generation method of example offer is applied, this method can be applied to computing device, with reference to Fig. 6, this method
May include：
Step S200, the device data of each electronic equipment is obtained；The device data includes at least：The configuration of electronic equipment
The business account of information and electronic equipment access service.
Step S210, according to different operating system, the device data of each electronic equipment is classified, obtains each operation
The device data of the corresponding electronic equipment of system.
After being summarized the device data of each electronic equipment, the embodiment of the present invention can be according to different operating system pair
The device data of each electronic equipment summarized is classified, and to be classification dimension with operating system, obtains each operating system
The device data of corresponding electronic equipment；Optionally, the device data of the corresponding electronic equipment of an operating system can have one
Or it is a plurality of, if the number of electronic devices under an operating system may be one or more；
Optionally, herein signified operating system can cover mobile device operating system (such as ios, Android,
Windowsphone etc.), the operating system (such as Llinux, MacOS, windows) of PC equipment；Optionally, Fig. 7 show with
After different operating system is classified, the schematic diagram of the device data of obtained each corresponding electronic equipment of operating system.
Step S220, is obtained by each electronic equipment and is accordingly being grasped according to the configuration information of electronic equipment for each electronic equipment
Make the device code under system.
After the device data of each electronic equipment is classified according to operating system, the embodiment of the present invention can obtain respectively
Under a operating system, the device code of each electronic equipment, to obtain device code of each electronic equipment under corresponding operating system；
The form of device code of one electronic equipment under corresponding operating system can be as：The electronic equipment is in corresponding operating system
Android id, adid, idfa under system etc.；
Optionally, the device code of an electronic equipment may have different expressions, such as Android under different operating system
(android) it is unique mark that system, which is each Android device generation android id,；And adid belongs to advertising
Identifier is the id that operating system provides Ad Track for developer, refers in particular to the advertisement id of apple equipment herein, uses adid
It indicates；Idfa is that apple equipment is used to identify equipment unique mark, and is supplied to the equipment unique mark of developer, with above-mentioned
adid。
Optionally, step S210 shown in Fig. 6 and step S220 are only for each electronic equipment, according to the configuration of electronic equipment
Information obtains the optional mode of the preliminary device-fingerprint of each electronic equipment；The embodiment of the present invention also can not be to each electronics of acquisition
The device data of equipment is classified with operating system, but can be directly according to the configuration carried in the device data of electronic equipment
Information generates the preliminary device-fingerprint of electronic equipment, the imei that such as will directly be carried in the configuration information of electronic equipment
(International Mobile Equipment Identity, International Mobile Equipment Identity code), mac (Media Access
Control, media access control) the preliminary device-fingerprint as electronic equipment such as address, alternatively, according to the configuration of electronic equipment
Information generates traditional equipment fingerprint.
Step S230, for each business, at least one business datum is obtained；Wherein, a business datum of a business is extremely
Include less：Access the business account of the business.
Step S240, according to business account, the electronics under the corresponding at least one operating system of identical services account is set
Standby device data and business datum is associated.
Step S250, for each electronic equipment, by the device code under electronic equipment corresponding operating system, with electronic equipment institute
Associated business datum mutually integrates, and obtains the device-fingerprint of each electronic equipment.
Optionally, for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, associated by electronic equipment
Business datum mutually integrates, during obtaining the device-fingerprint of electronic equipment, the embodiment of the present invention can for each electronic equipment,
By the preliminary device-fingerprint (device code such as under corresponding operating system) of electronic equipment, with the business number associated by electronic equipment
Each business account in mutually integrates, and obtains the device-fingerprint of each electronic equipment.
Optionally, device code illustrated above is that the operating system manufacturer of electronic equipment provides and matching in electronic equipment is arranged
In confidence breath, as alternatively possible, device code can also be that the production firm of electronic equipment provides and is arranged and be set in electronics
In standby configuration information.
Optionally, the device-fingerprint for the electronic equipment that the embodiment of the present invention is generated, can indicate what industry user uses
Business account, has accessed what kind of business on the electronic equipment；Illustratively, the device-fingerprint of an electronic equipment can be with table
It is shown as：User is logged in using account Z1 on the electronic equipment that preliminary device-fingerprint (such as device code) is A.
Optionally, the business conduct for the business datum that the device-fingerprint of electronic equipment can also be associated by integronics,
And the business conduct that business datum can include can be diversified, in addition to the business conduct that instruction logs in, can also refer to
Show such as payment, state publication, chat business conduct；Therefore the letter that the device-fingerprint that the embodiment of the present invention is generated can indicate
Breath can be extended and enrich with the information state that business datum indicates.
For purposes of illustration only, by taking the business conduct that business datum indicates includes login behavior as an example, while streamline its operation platform
For 1 and 2, the scheme of the embodiment of the present invention is illustrated；Business platform 1 and 2 can will access own service each electronics
The device data of equipment is uploaded to database, database can the duplicate removal business platform 1 and 2 identical electronic equipment that is uploaded set
Standby data, and the service identification for the business that label electronic equipment is accessed in the device data of the electronic equipment retained is 1
With 2；Meanwhile the business datum comprising login behavior of each electronic equipment can be uploaded to database by business platform 1 and 2；
Computing device can obtain the device data of each electronic equipment from database, and be returned with different operating system
Class obtains the device data of each electronic equipment under each operating system；Meanwhile with the business account and equipment in business datum
Business account in data, the device data for the electronic equipment for using identical services account and business datum are associated；
Then, for each electronic equipment, equipment that computing device can be according to the electronic equipment under corresponding operating system
Code, gets the corresponding business datum of use identical services account associated by the electronic equipment；Electronics if device code is A is set
The standby business datum Y1 and Y2 being associated with using identical services account Z1, and business datum Y1 belongs to business 1, business datum Y2
Belong to business 2；By integrating the device code A of electronic equipment, business datum Y1 with Y2 phases, the electricity that device code is A can be obtained out
The device-fingerprint of sub- equipment；The device-fingerprint it can be shown that, using business account Z1 user device code be A electronics set
Business 1 and business 2 are logged on standby, the information that can be indicated for the device-fingerprint of the electronic equipment of A to abundant device code.
Optionally, after the device-fingerprint for getting each electronic equipment, for each electronic equipment, the embodiment of the present invention can
Business conduct in the business datum integrated according to the device-fingerprint of electronic equipment carries out device class to each electronic equipment,
To depict the equipment portrait of electronic equipment；
Optionally, Fig. 8 shows the equipment portrait depicting method flow chart of electronic equipment provided in an embodiment of the present invention, should
Method can also be applied to computing device, and with reference to Fig. 8, this method may include：
Step S300, for each electronic equipment, the industry for the business datum that the device-fingerprint of electronic equipment is integrated is obtained
Business behavior obtains the corresponding business conduct of each electronic equipment.
For each electronic equipment, after obtaining the device-fingerprint of the electronic equipment, the embodiment of the present invention can get this
The business conduct corresponding to business datum that device-fingerprint is integrated obtains the corresponding business conduct of each electronic equipment；One electronics
The corresponding business conduct of equipment can carry the business rows such as payment, the chat that user is related in the electronic equipment access service
For.
Step S310, for each electronic equipment, corresponding business conduct is analyzed, determines the behavior property point of business conduct
Class determines the equipment portrait of each electronic equipment with the behavior property classification of the business conduct of identified each electronic equipment.
Optionally, the embodiment of the present invention, which carries out the purpose that equipment portrait is portrayed, is classified to electronic equipment, label tool
There is the electronic equipment (electronic equipment for such as spreading deceptive information, fraud information evildoing) of evildoing, foundation is logical
The severe degree for crossing the corresponding business conduct of electronic equipment, determines the behavior property classification of the corresponding business conduct of electronic equipment；
The type of behavior property classification may have it is a variety of, specifically can preset severe intensity grade carry out behavior property point
Class determines the corresponding business conduct of each electronic equipment by identifying the severe degree of each corresponding business conduct of electronic equipment
Severe intensity grade, the corresponding business conduct of each electronic equipment is referred to the behavior property point of corresponding severe intensity grade
Class then can determine that the behavior property classification of the business conduct of each electronic equipment, and equipment portrait is carried out to each electronic equipment with this
It portrays.
Optionally, the embodiment of the present invention can the corresponding evildoing quantitative range of preset each severe intensity grade, to right
In each electronic equipment, the quantity of evildoing in the corresponding business conduct of electronic equipment can be analyzed, by the evil residing for the quantity
Bad behavior quantitative range severe intensity grade accordingly, the severe degree being referred to as the corresponding business conduct of the electronic equipment
Grade.
Severe intensity grade is such as weighed with the quantity for issuing fraud information, different severe journeys can be arranged in the embodiment of the present invention
Spend grade corresponding to fraud information issue quantitative range, as shown in figure 9, as an example, can be arranged severe intensity grade 1 pair
The fraud information publication quantitative range 0 answered, the fraud information publication quantitative range corresponding to severe intensity grade 2 is 1~
10, the fraud information publication quantitative range corresponding to severe intensity grade 3 is 10~100, severe intensity grade 4 pair
Answer fraud information publication quantitative range be 100~500, accordingly the series of also expansible severe intensity grade with it is corresponding
Fraud information issues quantitative range, not reinflated herein；
The business conduct of business datum to be integrated in the device-fingerprint by an electronic equipment, identifies the electronics
There is the case where publication fraud information 50 in equipment, then can the severe intensity grade of the electronic equipment be determined as grade 3, to dislike
Bad intensity grade 3 depicts the equipment portrait of the electronic equipment.
As it can be seen that the business datum associated by device-fingerprint by each electronic equipment, determines the severe journey of each electronic equipment
Grade is spent, to portray the equipment portrait of each electronic equipment, is drawn a portrait to the equipment of output electronic equipment, it can be anti-in financial risks
The fields such as model, equipment safety, information security carry out going deep into application；
As the embodiment of the present invention can be severe with financial swindling, steal-number behavior in the business conduct associated by electronic equipment etc.
Behavior depicts electronic equipment in the severe intensity grade in the fields such as financial risks strick precaution, equipment safety, information security, and carves
Draw equipment portrait；The process that specific equipment portrait is portrayed is carried out in a certain field, is referred to above description, principle is identical.
Optionally, the industry for a certain business account that the embodiment of the present invention can also be integrated by the device-fingerprint of electronic equipment
The corresponding user's portrait of the business account is portrayed in the business conduct for data of being engaged in；
Correspondingly, the embodiment of the present invention can determine that target service account (can be any industry for needing to portray user's portrait
Be engaged in account) associated by electronic equipment, obtain in the business datum that associated electronic equipment is integrated, target service account phase
The business conduct answered carries out equipment portrait with the business conduct and portrays, further depicted by the equipment portrait of electronic equipment
The corresponding user's portrait of the target service account；
Optionally, Figure 10 shows the method flow diagram that user's portrait provided in an embodiment of the present invention is portrayed, this method
Computing device is can be applied to, referring to Fig.1 0, this method may include：
Step S400, target service account is determined.
Step S410, the industry that the device-fingerprint of at least one electronic equipment associated by target service account is integrated is obtained
In data of being engaged in, business conduct corresponding with the target service account.
Step S420, the behavior property classification for determining the business conduct determines target with identified behavior property classification
The equipment of at least one electronic equipment associated by business account is drawn a portrait.
Step S430, the corresponding user of the target service account is portrayed with identified equipment portrait to draw a portrait.
It is corresponding to the target service account in the business datum of each electronic equipment synthesis as associated by target service account
Business conduct, there is the case where publication fraud information 150 in total, then can be arranged all associated by the target service account
Severe intensity grade is 4 to electronic equipment accordingly, illustrates the user of the target service account on the distinct electronic apparatuses used
There are the behaviors that severe intensity grade is 4, and the equipment portrait of all electronic equipments associated by target service account is portrayed with this
Afterwards, it can be drawn a portrait with equipment and depict the corresponding user's portrait of target service account (corresponding severe intensity grade is 4), so as to defeated
Go out the behaviorist risk ability of each user's portrait determined by the embodiment of the present invention.
Obviously, if the corresponding severe intensity grade of identified equipment portrait is higher, the user of the target service account
The represented user's evildoing degree of portrait and number are higher.
Optionally, after the equipment portrait for determining electronic equipment, the embodiment of the present invention can also be with the data of external business
It integrates, exports the equipment portrait of identified electronic equipment, to carry out the intercommunication of the equipment portrait of electronic equipment with external business,
Promote the risk prevention system ability for electronic equipment；The embodiment of the present invention can obtain the device data of external business submission, lead to
It crosses device data and calculates the preliminary device-fingerprint (traditional equipment that device code or soft X ray information in such as equipment calculate
Fingerprint), to by the preliminary device-fingerprint, with the preliminary device-fingerprint of the electronic equipment of having portrayed equipment portrait (device code or
Person's traditional equipment fingerprint) it matches, the equipment portrait for the electronic equipment being matched to is output to external business, so that external
Business can share the equipment portrait of electronic equipment determined by the embodiment of the present invention.
Device-fingerprint generation method provided in an embodiment of the present invention can enrich the information of device-fingerprint expression, while can incite somebody to action
The security capabilities of identified equipment portrait is output to external business, so that inside and outside portion's business can share implementation of the present invention
Equipment portrait determined by example, promotes the security risk prevention and control ability for electronic equipment.
Device-fingerprint generating means provided in an embodiment of the present invention are introduced below, device-fingerprint life described below
It may be considered at device, the journey being arranged needed for the computing device device-fingerprint generation method that embodiment provides to realize the present invention
The function of sequence module, these program modules can be realized by the program stored in the memory of computing device.
Figure 11 is the structure diagram of device-fingerprint generating means provided in an embodiment of the present invention, the device-fingerprint generating means
Computing device is can be applied to, referring to Fig.1 1, which may include：
Device data acquisition module 100, the device data for obtaining each electronic equipment；The device data at least wraps
It includes：The configuration information of electronic equipment and the business account of electronic equipment access service；
Preliminary device-fingerprint acquisition module 200, for being obtained according to the configuration information of electronic equipment for each electronic equipment
Take the preliminary device-fingerprint of each electronic equipment；
Business datum acquisition module 300, for for each business, obtaining at least one business datum；Wherein, a business
One business datum includes at least：Access the business account of the business；
Relating module 400, for according to business account, by the device data of the corresponding electronic equipment of identical services account,
And business datum is associated；
Device-fingerprint generation module 500 is used for for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with electricity
Business datum associated by sub- equipment mutually integrates, and obtains the device-fingerprint of each electronic equipment.
Optionally, preliminary device-fingerprint acquisition module 200 is used for for each electronic equipment, according to the configuration of electronic equipment
Information obtains the preliminary device-fingerprint of each electronic equipment, specifically includes：
According to different operating system, the device data of each electronic equipment is classified, it is corresponding to obtain each operating system
Electronic equipment device data；
Each electronic equipment is obtained under corresponding operating system according to the configuration information of electronic equipment for each electronic equipment
Device code.
Optionally, device-fingerprint generation module 500, for for each electronic equipment, the preliminary equipment of electronic equipment to be referred to
Line is mutually integrated with the business datum associated by electronic equipment, is obtained the device-fingerprint of each electronic equipment, is specifically included：
For each electronic equipment, by the device code under electronic equipment corresponding operating system, with the industry associated by electronic equipment
Business data mutually integrate, and obtain the device-fingerprint of each electronic equipment.
Optionally, optionally, preliminary device-fingerprint acquisition module 200 is used for for each electronic equipment, according to electronic equipment
Configuration information, obtain the preliminary device-fingerprint of each electronic equipment, specifically include：
The first of each electronic equipment is obtained according to the device code that the configuration information of electronic equipment carries for each electronic equipment
Walk device-fingerprint；
Or, for each electronic equipment, traditional device-fingerprint is generated according to the configuration information of electronic equipment.
Optionally, device-fingerprint generation module 500, for for each electronic equipment, the preliminary equipment of electronic equipment to be referred to
Line is mutually integrated with the business datum associated by electronic equipment, is obtained the device-fingerprint of each electronic equipment, is specifically included：
For each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the business datum associated by electronic equipment
Business account mutually integrates, and obtains the device-fingerprint of electronic equipment；
Or, for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the business datum associated by electronic equipment
Business account mutually integrated with business conduct information, obtain the device-fingerprint of electronic equipment.
Optionally, Figure 12 shows another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention, knot
It closes shown in Figure 11 and Figure 12, which can also include：
Equipment portrait generation module 600, for for each electronic equipment, the device-fingerprint for obtaining electronic equipment to be integrated
Business datum business conduct, obtain the corresponding business conduct of each electronic equipment；For each electronic equipment, analysis is corresponding
Business conduct determines the behavior property classification of business conduct, with the behavior property of the business conduct of identified each electronic equipment
Classification determines the equipment portrait of each electronic equipment.
Optionally, equipment portrait generation module 600, for for each electronic equipment, analyzing corresponding business conduct, really
The behavior property classification for determining business conduct, specifically includes：
For each electronic equipment, identifies the severe degree of the corresponding business conduct of each electronic equipment, determine each electronics
The corresponding business conduct of each electronic equipment is referred to corresponding severe degree by the severe intensity grade of the corresponding business conduct of equipment
The behavior property classification of grade.
Optionally, equipment is drawn a portrait generation module 600, the severe journey of the corresponding business conduct of each electronic equipment for identification
Degree, determines the severe intensity grade of the corresponding business conduct of each electronic equipment, specifically includes：
For each electronic equipment, the quantity of evildoing in the corresponding business conduct of electronic equipment is analyzed；
According to the corresponding evildoing quantitative range of preset each severe intensity grade, residing for the quantity analyzed
Evildoing quantitative range severe intensity grade accordingly, the severe journey being referred to as the corresponding business conduct of electronic equipment
Spend grade.
Optionally, Figure 13 shows another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention, knot
It closes shown in Figure 11 and Figure 13, which can also include：
User's portrait generation module 700, for determining target service account；It obtains associated by target service account at least
In the business datum that the device-fingerprint of one electronic equipment is integrated, business conduct corresponding with the target service account；Really
The behavior property classification of the fixed business conduct is determined associated by target service account extremely with identified behavior property classification
The equipment portrait of a few electronic equipment；The corresponding user of the target service account is portrayed with identified equipment portrait to draw
Picture.
Optionally, Figure 14 shows the another structure diagram of device-fingerprint generating means provided in an embodiment of the present invention, knot
It closes shown in Figure 12 and Figure 14, which can also include：
Equipment portrait output module 800, the device data for obtaining external business submission；Determine the first of the device data
Walk device-fingerprint；By the preliminary device-fingerprint, matched with the preliminary device-fingerprint for the electronic equipment for having portrayed equipment portrait；
The equipment portrait for the electronic equipment being matched to is output to the external business.
Optionally, the function module of device-fingerprint generating means described above can be loaded with program form in computing device
In, correspondingly, the hardware configuration of computing device can be with as shown in Fig. 2, the computing device may include：At least one processor and
At least one processor；
The memory has program stored therein, and the processor calls the program of the memory storage；Described program is used for：
Obtain the device data of each electronic equipment；The device data includes at least：The configuration information of electronic equipment and
The business account of electronic equipment access service；
The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；
For each business, at least one business datum is obtained；Wherein, a business datum of a business includes at least：It visits
Ask the business account of the business；
It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is related
Connection；
For each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with the business datum phase associated by electronic equipment
It is comprehensive, obtain the device-fingerprint of each electronic equipment.
Each embodiment is described by the way of progressive in this specification, the highlights of each of the examples are with other
The difference of embodiment, just to refer each other for identical similar portion between each embodiment.For device disclosed in embodiment
For, since it is corresponded to the methods disclosed in the examples, so description is fairly simple, related place is said referring to method part
It is bright.
Professional further appreciates that, unit described in conjunction with the examples disclosed in the embodiments of the present disclosure
And algorithm steps, can be realized with electronic hardware, computer software, or a combination of the two, in order to clearly demonstrate hardware and
The interchangeability of software generally describes each exemplary composition and step according to function in the above description.These
Function is implemented in hardware or software actually, depends on the specific application and design constraint of technical solution.Profession
Technical staff can use different methods to achieve the described function each specific application, but this realization is not answered
Think beyond the scope of this invention.
The step of method described in conjunction with the examples disclosed in this document or algorithm, can directly be held with hardware, processor
The combination of capable software module or the two is implemented.Software module can be placed in random access memory (RAM), memory, read-only deposit
Reservoir (ROM), electrically programmable ROM, electrically erasable ROM, register, hard disk, moveable magnetic disc, CD-ROM or technology
In any other form of storage medium well known in field.
The foregoing description of the disclosed embodiments enables those skilled in the art to implement or use the present invention.
Various modifications to these embodiments will be apparent to those skilled in the art, as defined herein
General Principle can in other embodiments be realized in the case where not departing from core of the invention thought or scope.Therefore, originally
Invention is not intended to be limited to the embodiments shown herein, and is to fit to and the principles and novel features disclosed herein
Consistent widest range.
Claims (15)
1. a kind of device-fingerprint generation method, which is characterized in that including：
Obtain the device data of each electronic equipment；The device data includes at least：The configuration information and electronics of electronic equipment
The business account of equipment access service；
The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；
For each business, at least one business datum is obtained；Wherein, a business datum of a business includes at least：Accessing should
The business account of business；
It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is associated；
Each electronic equipment is mutually integrated the preliminary device-fingerprint of electronic equipment with the business datum associated by electronic equipment,
Obtain the device-fingerprint of each electronic equipment.
2. device-fingerprint generation method according to claim 1, which is characterized in that it is described for each electronic equipment, according to
The configuration information of electronic equipment, the preliminary device-fingerprint for obtaining each electronic equipment include：
According to different operating system, the device data of each electronic equipment is classified, it is electric accordingly to obtain each operating system
The device data of sub- equipment；
Each electronic equipment setting under corresponding operating system is obtained according to the configuration information of electronic equipment for each electronic equipment
Standby code.
3. device-fingerprint generation method according to claim 2, which is characterized in that it is described for each electronic equipment, it will be electric
The preliminary device-fingerprint of sub- equipment, mutually integrates with the business datum associated by electronic equipment, and the equipment for obtaining each electronic equipment refers to
Line includes：
For each electronic equipment, by the device code under electronic equipment corresponding operating system, with the business number associated by electronic equipment
According to mutually integrating, the device-fingerprint of each electronic equipment is obtained.
4. device-fingerprint generation method according to claim 1, which is characterized in that it is described for each electronic equipment, according to
The configuration information of electronic equipment, the preliminary device-fingerprint for obtaining each electronic equipment include：
Is obtained by the preliminary of each electronic equipment and is set according to the device code that the configuration information of electronic equipment carries for each electronic equipment
Standby fingerprint；
Or, for each electronic equipment, traditional device-fingerprint is generated according to the configuration information of electronic equipment.
5. device-fingerprint generation method according to claim 1, which is characterized in that it is described for each electronic equipment, it will be electric
The preliminary device-fingerprint of sub- equipment, mutually integrates with the business datum associated by electronic equipment, and the equipment for obtaining each electronic equipment refers to
Line includes：
For each electronic equipment, by the preliminary device-fingerprint of electronic equipment, the business with the business datum associated by electronic equipment
Account mutually integrates, and obtains the device-fingerprint of electronic equipment；
Or, for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, the industry with the business datum associated by electronic equipment
Business account is mutually integrated with business conduct information, obtains the device-fingerprint of electronic equipment.
6. according to claim 1-5 any one of them device-fingerprint generation methods, which is characterized in that further include：
For each electronic equipment, the business conduct for the business datum that the device-fingerprint of electronic equipment is integrated is obtained, is obtained each
The corresponding business conduct of electronic equipment；
For each electronic equipment, corresponding business conduct is analyzed, the behavior property classification of business conduct is determined, with identified
The behavior property classification of the business conduct of each electronic equipment determines the equipment portrait of each electronic equipment.
7. device-fingerprint generation method according to claim 6, which is characterized in that it is described for each electronic equipment, divide
Corresponding business conduct is analysed, determines that the behavior property classification of business conduct includes：
For each electronic equipment, identifies the severe degree of the corresponding business conduct of each electronic equipment, determine each electronic equipment
The corresponding business conduct of each electronic equipment is referred to corresponding severe intensity grade by the severe intensity grade of corresponding business conduct
Behavior property classification.
8. device-fingerprint generation method according to claim 7, which is characterized in that each electronic equipment of identification is corresponding
The severe degree of business conduct determines that the severe intensity grade of the corresponding business conduct of each electronic equipment includes：
For each electronic equipment, the quantity of evildoing in the corresponding business conduct of electronic equipment is analyzed；
According to the corresponding evildoing quantitative range of preset each severe intensity grade, by the evil residing for the quantity analyzed
Bad behavior quantitative range severe intensity grade accordingly, the severe degree etc. being referred to as the corresponding business conduct of electronic equipment
Grade.
9. according to claim 1-5 any one of them device-fingerprint generation methods, which is characterized in that further include：
Determine target service account；
In the business datum that the device-fingerprint of at least one electronic equipment associated by acquisition target service account is integrated, with institute
State the corresponding business conduct of target service account；
The behavior property classification for determining the business conduct determines that target service account is closed with identified behavior property classification
The equipment portrait of at least one electronic equipment of connection；
The corresponding user's portrait of the target service account is portrayed with identified equipment portrait.
10. device-fingerprint generation method according to claim 6, which is characterized in that further include：
Obtain the device data that external business is submitted；
Determine the preliminary device-fingerprint of the device data；
By the preliminary device-fingerprint, matched with the preliminary device-fingerprint for the electronic equipment for having portrayed equipment portrait；
The equipment portrait for the electronic equipment being matched to is output to the external business.
11. a kind of device-fingerprint generating means, which is characterized in that including：
Device data acquisition module, the device data for obtaining each electronic equipment；The device data includes at least：Electronics is set
The business account of standby configuration information and electronic equipment access service；
Preliminary device-fingerprint acquisition module, for obtaining each electronics according to the configuration information of electronic equipment for each electronic equipment
The preliminary device-fingerprint of equipment；
Business datum acquisition module, for for each business, obtaining at least one business datum；Wherein, an industry of a business
Business data include at least：Access the business account of the business；
Relating module is used for according to business account, by the device data and business of the corresponding electronic equipment of identical services account
Data are associated；
Device-fingerprint generation module is used for for each electronic equipment, by the preliminary device-fingerprint of electronic equipment, with electronic equipment institute
Associated business datum mutually integrates, and obtains the device-fingerprint of each electronic equipment.
12. device-fingerprint generating means according to claim 11, which is characterized in that further include：
Equipment portrait generation module, for for each electronic equipment, obtaining the business that the device-fingerprint of electronic equipment is integrated
The business conduct of data obtains the corresponding business conduct of each electronic equipment；For each electronic equipment, corresponding business row is analyzed
To determine the behavior property classification of business conduct, with the behavior property classification of the business conduct of identified each electronic equipment, really
The equipment portrait of fixed each electronic equipment.
13. device-fingerprint generating means according to claim 11, which is characterized in that further include：
User's portrait generation module, for determining target service account；Obtain at least one electricity associated by target service account
In the business datum that the device-fingerprint of sub- equipment is integrated, business conduct corresponding with the target service account；Determine the industry
The behavior property classification of business behavior is determined at least one associated by target service account with identified behavior property classification
The equipment of electronic equipment is drawn a portrait；The corresponding user's portrait of the target service account is portrayed with identified equipment portrait.
14. device-fingerprint generating means according to claim 12, which is characterized in that further include：
Equipment portrait output module, the device data for obtaining external business submission；Determine the preliminary equipment of the device data
Fingerprint；By the preliminary device-fingerprint, matched with the preliminary device-fingerprint for the electronic equipment for having portrayed equipment portrait；By institute
The equipment portrait for the electronic equipment being fitted on is output to the external business.
15. a kind of computing device, which is characterized in that including：At least one processor and at least one processor；The memory
It has program stored therein, the processor calls the program of the memory storage；Described program is used for：
Obtain the device data of each electronic equipment；The device data includes at least：The configuration information and electronics of electronic equipment
The business account of equipment access service；
The preliminary device-fingerprint of each electronic equipment is obtained according to the configuration information of electronic equipment for each electronic equipment；
For each business, at least one business datum is obtained；Wherein, a business datum of a business includes at least：Accessing should
The business account of business；
It is according to business account, the device data of the corresponding electronic equipment of identical services account and business datum is associated；
Each electronic equipment is mutually integrated the preliminary device-fingerprint of electronic equipment with the business datum associated by electronic equipment,
Obtain the device-fingerprint of each electronic equipment.
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
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| CN201710309136.4A CN108804908B (en) | 2017-05-04 | 2017-05-04 | Equipment fingerprint generation method and device and computing equipment |
| PCT/CN2018/084640 WO2018201965A1 (en) | 2017-05-04 | 2018-04-26 | Device fingerprint generation method and apparatus and computing device |
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|---|---|---|---|
| CN201710309136.4A CN108804908B (en) | 2017-05-04 | 2017-05-04 | Equipment fingerprint generation method and device and computing equipment |
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| CN108804908B CN108804908B (en) | 2023-05-09 |
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| CN109657447A (en) * | 2018-11-28 | 2019-04-19 | 腾讯科技（深圳）有限公司 | A kind of device-fingerprint generation method and device |
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| CN110427785A (en) * | 2019-07-23 | 2019-11-08 | 腾讯科技（深圳）有限公司 | Acquisition methods and device, the storage medium and electronic device of device-fingerprint |
| CN110941863A (en) * | 2019-11-13 | 2020-03-31 | 中信百信银行股份有限公司 | Equipment fingerprint generation method and device and terminal |
| CN112686767A (en) * | 2020-12-31 | 2021-04-20 | 上海掌门科技有限公司 | User management method, device and storage medium |
| CN114640531A (en) * | 2022-03-25 | 2022-06-17 | 北京奇艺世纪科技有限公司 | Equipment fingerprint generation method and device, electronic equipment and storage medium |
| CN114760270A (en) * | 2021-05-12 | 2022-07-15 | 北京三江信达信息科技有限责任公司 | Method and device for generating user equipment fingerprint |
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| CN112883363A (en) * | 2021-02-05 | 2021-06-01 | 上海识装信息科技有限公司 | Method for identifying fingerprint collision of equipment |
| CN117675755B (en) * | 2024-01-31 | 2024-04-19 | 浙江省电子信息产品检验研究院(浙江省信息化和工业化融合促进中心) | Intelligent networking equipment management method and device |
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| CN108804908B (en) | 2023-05-09 |
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