CN110348672A - Operational decision making method, apparatus calculates equipment and computer readable storage medium - Google Patents
Operational decision making method, apparatus calculates equipment and computer readable storage medium Download PDFInfo
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Abstract
This application involves data analysis fields, more particularly to a kind of operational decision making method, apparatus, calculate equipment and computer readable storage medium.The described method includes: requesting the operational decision making model of the determining user according to the operational decision making of user；The corresponding one or more external data sources of the user are determined according to operational decision making request, and the user information of the user is obtained from one or more of external data sources corresponding with the user；The user information is inputted into the operational decision making model, obtains the operational decision making result exported as the operational decision making model.By present embodiments, the access compatibility of operational decision making model to external data source can be optimized, the application flexibility of operational decision making model is improved and use simplification, risk management and control is accurately carried out by operational decision making model so as to more efficient.
Description
Technical field
This application involves data analysis fields, more particularly to a kind of operational decision making method, apparatus, calculate equipment and calculating
Machine readable storage medium storing program for executing.
Background technique
Existing operational decision making method usually only focuses on the decision process of operational decision making model itself, not to the business of acquisition
The process of external data required for decision optimizes, and cannot determine compatible with the access of various external data sources, business
The configurability and use simplification of plan model are still to be improved.
Summary of the invention
The embodiment of the present application provides a kind of operational decision making method, apparatus, calculates equipment and computer readable storage medium,
It can be improved the application flexibility of operational decision making model and use simplification.
According to a first aspect of the present application, a kind of operational decision making method is provided comprising:
The operational decision making model of the determining user is requested according to the operational decision making of user；
Determine the corresponding one or more external data sources of the user according to operational decision making request, and from it is described
The corresponding one or more of external data sources of user obtain the user information of the user；
The user information is inputted into the operational decision making model, obtains the business exported as the operational decision making model
The result of decision.
According to an exemplary embodiment, the operational decision making sent according to user requests to determine the operational decision making of the user
Model includes:
User identifier is obtained from operational decision making request；
User's cluster where the user is determined according to the user identifier；
Determine operational decision making model of the operational decision making model corresponding with user's cluster as the user.
It is described to determine that the user is one or more corresponding according to operational decision making request according to an exemplary embodiment
A external data source, and believe from the user that one or more of external data sources corresponding with the user obtain the user
Breath includes:
User identifier is obtained from operational decision making request；
One or more of external data sources corresponding with the user identifier are determined according to the user identifier；
The user information of the user is obtained from one or more of external data sources.
According to an exemplary embodiment, in determination operational decision making model corresponding with user's cluster as institute
Before the operational decision making model for stating user, the method also includes:
Receive the configuration requirement to the corresponding operational decision making model of user's cluster；
The operational decision making model is generated according to the configuration requirement.
According to an exemplary embodiment, user's letter that the user is obtained from one or more of external data sources
Breath includes:
Determine the data protocol format of pre-configuration corresponding with one or more of external data sources；
The user information of the user is obtained from one or more of external data sources according to the data protocol format.
According to an exemplary embodiment, wherein the data protocol format includes interface protocol and field standard, and described
Include: from the user information that one or more of external data sources obtain the user according to the data protocol format
One or more of external data sources are read according to the interface protocol；
Described in being obtained from the user data of one or more of external data sources of reading according to the field standard
The user information of user.
According to an exemplary embodiment, it is described according to the field standard from one or more of external datas of reading
The user information that the user is obtained in the user data in source includes:
Read user data is converted into the user of predefined format according to the field standard of the external data source
Data set；
User data corresponding with the user is concentrated to obtain the user of the user by reading the user data
Information.
According to a second aspect of the present application, a kind of operational decision making device is provided comprising:
Determining module is configured as: being requested to determine the operational decision making model of the user according to the operational decision making of user；
Module is obtained, is configured as: the corresponding one or more of the user is determined according to operational decision making request
External data source, and believe from the user that one or more of external data sources corresponding with the user obtain the user
Breath；
Operational decision making module, is configured as: the user information being inputted the operational decision making model, is obtained as institute
State the operational decision making result of operational decision making model output.
According to the third aspect of the application, a kind of calculating equipment, including memory and processor are provided, in the memory
It is stored with computer-readable instruction, the computer-readable instruction by the processor when being executed, so that the calculating equipment
Execute any of embodiment of the method as described above.
According to the fourth aspect of the application, a kind of computer readable storage medium is provided, computer program is stored thereon with,
The computer program realizes any of embodiment of the method as described above when being executed by one or more processors.
The technical solution that embodiments herein provides can include the following benefits:
In the application each embodiment as described above and as described below, by requesting to determine according to the operational decision making
The corresponding one or more external data sources of the user, the user got from one or more of external data sources is believed
Breath, which is input to, obtains the operational decision making exported as operational decision making model according to the determining operational decision making model of operational decision making request
User information is obtained to carry out operational decision making as a result, it is possible to realize from one or more external data sources, to realize externally
The optimization of the access compatibility of portion's data source improves the application flexibility of operational decision making model and uses simplification, so as to
It is more efficient that risk management and control is accurately carried out by operational decision making model.
It should be understood that the above general description and the following detailed description are merely exemplary, this can not be limited
It is open.
Detailed description of the invention
Fig. 1 is the schematic flow diagram according to the operational decision making method shown in one exemplary embodiment of the application.
Fig. 2 is the schematic flow diagram of the exemplary specific implementation of step S101 in embodiment corresponding with Fig. 1.
Fig. 3 is the schematic flow diagram of the exemplary specific implementation of step S102 in embodiment corresponding with Fig. 1.
Fig. 4 is the schematic flow diagram for the treatment process that embodiment corresponding with Fig. 2 can also include.
Fig. 5 be and the corresponding embodiment of Fig. 1 in step S102 or embodiment corresponding with Fig. 3 step S303 it is exemplary
The schematic flow diagram of specific implementation.
Fig. 6 is the schematic flow diagram of the exemplary specific implementation of step S502 in embodiment corresponding with Fig. 5.
Fig. 7 is the schematic flow diagram of the exemplary specific implementation of step S602 in embodiment corresponding with Fig. 6.
Fig. 8 is the signal composition block diagram according to the operational decision making device shown in one exemplary embodiment of the application.
Fig. 9 is the signal composition block diagram according to the calculating equipment shown in one exemplary embodiment of the application.
Specific embodiment
It is with reference to the accompanying drawings and embodiments, right in order to which the objects, technical solutions and advantages of the application are more clearly understood
The exemplary embodiment of the application is further elaborated.In the following description when referring to the accompanying drawings, unless otherwise indicated, it is different
Same numbers in attached drawing indicate the same or similar element.The not generation of embodiment described in following exemplary embodiment
The table all embodiments consistent with the application.On the contrary, they are only and as detailed in the attached claim, this Shen
The example of the consistent device and method of some aspects please.It should be appreciated that specific embodiment described herein is used only for
It explains the application, is not used to limit the application.
Fig. 1 is the schematic flow diagram according to the operational decision making method shown in one exemplary embodiment of the application.This method is real
Applying example can be executed by any machinery equipment, the machinery equipment can be discussed further below by the device of data input or based on
Calculate equipment.As shown in Figure 1, this method embodiment may include step:
S101 requests the operational decision making model for determining the user according to the operational decision making of user.
User can need in user's cluster initiating business request where website or client to the user, user's cluster
Operational decision making is carried out to the service request.User's cluster can carry out operational decision making and wind by using operational decision making model
Danger monitoring.In one example, user's cluster can be lending agency, insurance institution etc..The operation mode of each user's cluster
It is different, such as lending agency may relatively value the overdue discreditable behavior of user, and insurance institution may more pay close attention to use
The personal property at family can payment of premium, therefore each user's cluster has operational decision making model corresponding with its business tine.
Fig. 2 shows the schematic flow diagram of the exemplary specific implementation of step S101 in embodiment corresponding with Fig. 1,
The process can specifically include following steps:
S201 obtains user identifier from operational decision making request.
User identifier is carried in operational decision making request, user identifier can be got from business decision requests.One
In a example, user identifier can be user account.
S202 determines user's cluster where the user according to the user identifier.
The information of user's cluster where may be used to determine the user is carried in user identifier.In one example,
User's cluster where the user can be indicated by the first or former character of user account number.
It in one example, can also include other steps before step S203.Fig. 4 is embodiment corresponding with Fig. 2
The schematic flow diagram for the treatment process that can also include, the process can specifically include following steps:
S401 receives the configuration requirement to the corresponding operational decision making model of user's cluster.
Since the operation mode of different user cluster is different, different user cluster can be independently according to own service need
Summation situation carries out configuration and generates corresponding operational decision making model.It therefore, can be into one after determining user's cluster where user
Walk show operational decision making model corresponding to user's cluster belonging to it to user can arrangement.Backstage can further receive visitor
The configuration requirement to the operational decision making model that family end is sent, and can be raw according to the user option carried in the configuration requirement
At corresponding operational decision making model.For example, user can click different options, such as " age is between 25-60 years old ",
" there is no loan documentation " etc..Client or website carry user option in configuration requirement to configuration requirement is sent from the background, thus
These options that can be clicked according to user generate corresponding operational decision making model.
S402 generates the operational decision making model according to the configuration requirement.
After receiving Client-initiated service request, corresponding operational decision making mould is generated according to the selected option of user
Type.The option that user can click in client or website is equivalent to operational decision making rule.In one example, operational decision making
Rule can specify that offer loans to which type of user, and user can borrow how much amount of money etc..It therefore, can be according to user
Option generates its corresponding operational decision making model.Since the operation mode of different user cluster is different, different user cluster can
Corresponding operational decision making model is generated independently to carry out configuration according to own service demand and situation, so that operational decision making knot
Fruit has higher accuracy rate and can preferably carry out risk monitoring and control.
S203 determines operational decision making mould of the operational decision making model corresponding with user's cluster as the user
Type.
Operational decision making model corresponding thereto can be determined according to user's cluster, and the operational decision making model is made
For the operational decision making model of the user.In one example, operational decision making model corresponding with user's cluster can be logical
Cross the operational decision making model generated according to configuration requirement that step S401-S402 is obtained.
In one embodiment, operational decision making model corresponding to user's cluster can be uniquely, therefore determine the use
After user's cluster where family, it can determine and the unique corresponding operational decision making model of user's cluster.
S102, according to the corresponding one or more external data sources of the determining user of operational decision making request, and from
One or more of external data sources corresponding with the user obtain the user information of the user.
In one example, user information may include: whether be black list user, loan documentation, personal credit report
Deng.External data source can be the server cluster that a server or multiple servers are constituted.It can on one external data source
To be only stored with the user information of user's cluster, the user information of multiple user's clusters also can store.For example, one
The user information of multiple user's clusters such as insurance institution, bank, security organization can be stored on external data source simultaneously.One use
The information of family cluster can store on an external data source corresponding thereto, also can store it is multiple corresponding thereto
External data source on.For example, the user information of insurance institution is stored in one or more outsides corresponding with the insurance institution
Data source.The user information of the same user can store on an external data source, also can store in multiple external numbers
According on source.For example, the insurance information storage of user is on external data source corresponding with insurance institution that bank account information is deposited
It is stored on another external data source corresponding with bank.It can be requested to determine one corresponding with user according to operational decision making
Or multiple external data sources.
Fig. 3 is the schematic flow diagram of the exemplary specific implementation of step S102 in embodiment corresponding with Fig. 1, the mistake
Journey can specifically include following steps:
S301 obtains user identifier from operational decision making request.
User identifier is carried in operational decision making request, user identifier can be got in operational decision making request.One
In a example, user identifier can be user account.
S302 determines one or more of external datas corresponding with the user identifier according to the user identifier
Source.
Because the user information of user can store on an external data source, also can store in multiple external datas
On source, so needing to determine whole external data sources corresponding with the user by user identifier, convenient for obtaining the user
Whole user informations.
S303 obtains the user information of the user from one or more of external data sources.
The user information of user is obtained from one or more external data sources, to obtain whole users letter of the user
Breath.
Fig. 5 be and the corresponding embodiment of Fig. 1 in step S102 or embodiment corresponding with Fig. 3 step S303 it is exemplary
The schematic flow diagram of specific implementation, the process can specifically include following steps:
S501 determines the data protocol format of pre-configuration corresponding with one or more of external data sources.
Each external data source has the data protocol format of pre-configuration corresponding thereto.Different external data sources are used
Data protocol format can be the same or different.
S502 obtains the user of the user according to the data protocol format from one or more of external data sources
Information.
In one example, the data protocol format includes interface protocol and field standard.Fig. 6 is corresponding with Fig. 5
The schematic flow diagram of the exemplary specific implementation of step S502, the process can specifically include following steps in embodiment:
S601 reads one or more of external data sources according to the interface protocol.
Interface protocol refers to the communication mode for needing to need to defer between the interface for carrying out information exchange and requirement, each outer
Portion's data source has the interface protocol of pre-configuration corresponding thereto.In one example, interface protocol can be http, dubbo
Equal interface protocols.Can the interface protocol according to corresponding to each external data source of pre-configuration read the external data source.
S602 is obtained from the user data of one or more of external data sources of reading according to the field standard
The user information of the user.
Each external data source has the field standard of pre-configuration corresponding thereto.Field standard can be a kind of data friendship
Format or language are changed, transimission and storage user data is used to.Identical field standard can be used in different external data sources
User data is stored, different field standards can be used also to store user data.Therefore, it is necessary to use and external data source
The field standard of corresponding pre-configuration is read out the user data in external data source.Entrained letter in user data
Breath is user information.In one example, field standard can be the field standards such as json, xml.
Can the field standard according to corresponding to each external data source of pre-configuration use is obtained from the external data source
The user information at family.In one example, it can be read and be stored in external data source in order by way of circular list
Field contents.According to the field standard of the pre-configuration of the external data source, the user information of the external data source is converted into
The user information of specified format.
Fig. 7 is the schematic flow diagram of the exemplary specific implementation of step S602 in embodiment corresponding with Fig. 6, the mistake
Journey can specifically include following steps:
Read user data is converted into predefined format according to the field standard of the external data source by S701
User data set.
User data set refers to the set as composed by user data.Can be according to the field standard of external data source, it will
User data is converted into the user data set of predefined format.
S702 concentrates user data corresponding with the user to obtain the user's by reading the user data
User information.
In one embodiment, user data set can occur in a tabular form, wherein each column represent a specific change
The problem of amount, every a line both corresponds to the data set of a user, each numerical value represents user information.It is predefined from being converted into
The user data of format is concentrated can concentrate user data corresponding with the user to obtain by reading the user data
The user information of the user.The user information of the accessed user can be used as the input of operational decision making model.
The user information is inputted the operational decision making model by S103, obtains exporting as the operational decision making model
Operational decision making result.
The effect of operational decision making model is can to export corresponding business when by user information incoming traffic decision model
The result of decision.In one example, operational decision making result can be " whether offering loans to the client ", " provide to the client
The amount range of loan ", " whether insuring to the customer sales ", " what kind of insurance is suitble to the client " etc..
S101-S103 through the above steps may be implemented to automatically access looking into for different external data sources acquisition user informations
It askes, reduces the workload of operation system access rules engine, improve the flexible of the data access of operational decision making model and match
Setting property, and can solve manpower in the increase or modification of production environment heat deployment data source and collect that user information is time-consuming and laborious asks
Topic.
According to the another aspect of the application, a kind of operational decision making device is also provided.Fig. 8 is according to the exemplary reality of the application one
Apply the signal composition block diagram of the operational decision making device 800 exemplified.The device is for executing operational decision making method as described above
Each embodiment.As shown in figure 8, the example services decision making device 800 includes:
Determining module 101, is configured as: being requested to determine the operational decision making mould of the user according to the operational decision making of user
Type；
Module 102 is obtained, is configured as: determining that the user is one or more corresponding according to operational decision making request
A external data source, and believe from the user that one or more of external data sources corresponding with the user obtain the user
Breath；
Operational decision making module 103, is configured as: the user information being inputted the operational decision making model, is made
For the operational decision making result of operational decision making model output.
Embodiment according to figure 8, the determining module 101 may include:
First acquisition submodule 201, is configured as: obtaining user identifier from operational decision making request；
First determines submodule 202, is configured as: user's collection where the user is determined according to the user identifier
Group；
Second determines submodule 203, is configured as: determining that operational decision making model corresponding with user's cluster is made
For the operational decision making model of the user.
Embodiment according to figure 8, the acquisition module 102 may include:
Second acquisition submodule 301, is configured as: obtaining user identifier from operational decision making request；
Third determines submodule 302, is configured as: corresponding with the user identifier according to user identifier determination
One or more of external data sources；
Third acquisition submodule 303, is configured as: obtaining the user's from one or more of external data sources
User information.
Embodiment according to figure 8, the determining module 101 can also include:
Receive submodule 401, be configured as: the configuration of the corresponding operational decision making model of user's cluster is wanted in reception
It asks；
Model generates submodule 402, is configured as: generating the operational decision making model according to the configuration requirement.
Embodiment according to figure 8, the third acquisition submodule 303 may include:
4th determines submodule 501, is configured as: determination is corresponding with one or more of external data sources pre-
The data protocol format of configuration；
4th acquisition submodule 502, is configured as: according to the data protocol format from one or more of outsides
Data source obtains the user information of the user.
Embodiment according to figure 8, the 4th acquisition submodule 502 may include:
First reading unit 601, is configured as: reading one or more of external datas according to the interface protocol
Source；
Second reading unit 602, is configured as: according to the field standard from one or more of outsides of reading
The user information of the user is obtained in the user data of data source.
Embodiment according to figure 8, second reading unit 602 may include:
Conversion subunit 701, is configured as: according to the field standard of the external data source by read number of users
According to the user data set for being converted into predefined format；
Subelement 702 is obtained, is configured as: concentrating use corresponding with the user by reading the user data
User data obtains the user information of the user.
Each unit/module function and the realization process and correlative detail of effect are specifically detailed in above-mentioned in above-mentioned apparatus
The realization process of step is corresponded in embodiment of the method, details are not described herein.
Installation practice in the above various embodiments can realize by way of hardware, software, firmware or combinations thereof,
And which can be implemented as an individual devices, also may be implemented as each composition units/modules and are dispersed in one or more
The logic integrated system of corresponding function is executed in a calculating equipment and respectively.
Each unit/module that the device is formed in the above various embodiments is divided according to logic function, they can be with
It is repartitioned according to logic function, such as can realize the device by more or fewer units/modules.These compositions
Units/modules can realize that they can be the independence of difference by way of hardware, software, firmware or combinations thereof respectively
Component is also possible to multiple components and combines execute integrated unit/module of corresponding logic function.The hardware, software,
The mode of firmware or combinations thereof may include: the hardware component of separation, by the functional module of programming mode realization, by that can compile
The functional module, etc. that journey logical device is realized, or with the combination of upper type.
According to an exemplary embodiment, which can be implemented as a kind of calculating equipment, which includes storage
Device and processor, computer program is stored in the memory, and the computer program makes when being executed by the processor
It obtains the processor and executes any of each method embodiment as described above, alternatively, the computer program is described
The calculating equipment is made to realize component units/mould of each embodiment of user authority management device as described above when processor execution
The function that block is realized.
Processor described in above embodiment can refer to single processing unit, such as central processing unit CPU, can also
Be include multiple dispersions processing unit distributed processor system.
Memory described in above embodiment may include one or more memories, can be and calculates equipment
Internal storage, such as transient state or non-transient various memories, are also possible to be connected to calculating equipment by memory interface
External memory.
Fig. 9 shows the signal composition block diagram of such exemplary embodiment for calculating equipment 900.As shown in figure 9,
Calculating equipment 900 may include: processor 901, communication interface 902, memory 903 and bus 904.Storage in memory 903
There is the computer program that can be executed by processor 901.Processor 901 is realized in above-described embodiment when executing the computer program
Method and device function.The quantity of memory 903 and processor 901 can be respectively one or more.Communication interface 902
For the communication between processor 901 and external equipment.
Wherein, processor 901 can be central processing unit, general processor, digital signal processor, dedicated integrated electricity
Road, field programmable gate array or other programmable logic device, transistor logic, hardware component or its any group
It closes.It, which may be implemented or executes, combines various illustrative process steps, functional unit/mould described in present disclosure
Block and/or circuit.The processor is also possible to realize the combination of computing function, such as includes one or more microprocessors group
Conjunction, digital signal processor etc..
Memory 903 may include volatile memory and/or nonvolatile memory, such as non-volatile dynamic random
Access memory, phase change random access memory devices, magnetic random access memory, magnetic disk storage, Electrical Erasable can be compiled
Journey read-only memory, flush memory device, semiconductor devices (such as solid state hard disk) etc..Memory 903 optionally can also be external
Remote storage.
It is total that bus 904 can be industry standard architecture (ISA, Industry Standard Architecture)
Line, external equipment interconnection (PCI, Peripheral Component) bus or extended industry-standard architecture (EISA,
Extended Industry Standard Component) bus etc..It is total that the bus can be divided into address bus, data
Line, control bus etc..Only to be indicated with a thick line in Fig. 5, it is not intended that an only bus or a type convenient for indicating
The bus of type.Optionally, if memory 903, processor 901 and communication interface 902 are integrated on one chip, memory
903, processor 901 and communication interface 902 can complete mutual communication by internal interface.
The above each method and Installation practice are also implemented as the form of computer program, are stored in storage medium
On, and can be distributed.Therefore, according to another aspect of the present disclosure, a kind of computer program product is also provided, the computer journey
Sequence product is stored on computer readable storage medium, and realize when being executed by processor each method as described above and
Any of Installation practice.According to the another aspect of the disclosure, a kind of computer readable storage medium is also provided, is deposited thereon
The computer program executed for processor is contained, the computer program is realized as described above each when being executed by processor
Any of method and apparatus embodiment.
The computer readable storage medium can be any finger that can be kept and store and can be used by instruction execution equipment
The tangible device of order.For example, it can be ,-- but is not limited to-- storage device electric, magnetic storage apparatus, light storage device, electricity
Magnetic storage apparatus, semiconductor memory apparatus or above-mentioned any appropriate combination.The more specific example of storage medium is (non-poor
The list of act) it include: portable computer diskette, hard disk, random access memory (RAM), read-only memory (ROM), erasable type
Programmable read only memory (EPROM or flash memory), static random access memory (SRAM), Portable compressed disk read-only memory
(CD-ROM), digital versatile disc (DVD), memory stick, floppy disk, mechanical coding equipment, the punching for being for example stored thereon with instruction
Card or groove internal projection structure and above-mentioned any appropriate combination.
Computer program/computer instruction as described herein can download to each meter from computer readable storage medium
Calculation/processing equipment, or outer computer is downloaded to by network, such as internet, local area network, wide area network and/or wireless network
Or External memory equipment.Network may include copper transmission cable, optical fiber transmission, wireless transmission, router, firewall, interchanger,
Gateway computer and/or Edge Server.Adapter or network interface in each calculating/processing equipment connect from network
Computer-readable program instructions are received, and forward the computer-readable program instructions, for being stored in each calculating/processing equipment
Computer readable storage medium in.
Computer program instructions described in the disclosure can be assembly instruction, instruction set architecture (ISA) instructs, machine refers to
It enables, machine-dependent instructions, microcode, firmware instructions, condition setup data or with any group of one or more programming languages
The source code or object code write are compiled in collaboration with, the programming language includes programming language-such as Smalltalk, C+ of object-oriented
+ etc., and conventional procedural programming languages-such as " C " language or similar programming language.Computer-readable program instructions
It can fully execute on the user computer, partly execute, held as an independent software package on the user computer
Part executes on the remote computer or holds on a remote computer or server completely on the user computer for row, part
Row.In situations involving remote computers, remote computer can include local area network (LAN) by the network-of any kind
Or wide area network (WAN)-is connected to subscriber computer, or, it may be connected to outer computer (such as utilize Internet service
Provider is connected by internet).In some embodiments, by the status information using computer-readable program instructions come
Personalized customization electronic circuit, such as programmable logic circuit, field programmable gate array (FPGA) or programmable logic array
(PLA), which can execute computer-readable program instructions, to realize the various aspects of the application.
Referring herein to according to the flow chart of the method, apparatus (system) of the embodiment of the present application and computer program product and/
Or block diagram describes the various aspects of the application.It should be appreciated that flowchart and or block diagram each box and flow chart and/
Or in block diagram each box combination, can be realized by computer-readable program instructions.
These computer-readable program instructions can be supplied to general purpose computer, special purpose computer or other programmable datas
The processor of processing unit, so that a kind of machine is produced, so that these instructions are passing through computer or other programmable datas
When the processor of processing unit executes, function specified in one or more boxes in implementation flow chart and/or block diagram is produced
The device of energy/movement.These computer-readable program instructions can also be stored in a computer-readable storage medium, these refer to
It enables so that computer, programmable data processing unit and/or other equipment work in a specific way, thus, it is stored with instruction
Computer-readable medium then includes a manufacture comprising in one or more boxes in implementation flow chart and/or block diagram
The instruction of the various aspects of defined function action.
Computer-readable program instructions can also be loaded into computer, other programmable data processing units or other
In equipment, so that series of operation steps are executed in computer, other programmable data processing units or other equipment, to produce
Raw computer implemented process, so that executed in computer, other programmable data processing units or other equipment
Instruct function action specified in one or more boxes in implementation flow chart and/or block diagram.
The flow chart and block diagram in the drawings show system, method and the computer journeys according to multiple embodiments of the application
The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation
One module of table, program segment or a part of instruction, the module, program segment or a part of instruction include one or more use
The executable instruction of the logic function as defined in realizing.In some implementations as replacements, function marked in the box
It can occur in a different order than that indicated in the drawings.For example, two continuous boxes can actually be held substantially in parallel
Row, they can also be executed in the opposite order sometimes, and this depends on the function involved.It is also noted that block diagram and/or
The combination of each box in flow chart and the box in block diagram and or flow chart, can the function as defined in executing or dynamic
The dedicated hardware based system made is realized, or can be realized using a combination of dedicated hardware and computer instructions.It is right
For those skilled in the art it is well known that, by hardware mode realize, by software mode realize and pass through software and
It is all of equal value that the mode of combination of hardware, which is realized,.
It should be noted that all the embodiments in this specification are described in a progressive manner, each embodiment weight
Point explanation is the difference from other embodiments, and the same or similar parts between the embodiments can be referred to each other.
But it will be clear for those skilled in the art that the various embodiments described above, which can according to need exclusive use or be combined with each other, to be made
With.In addition, for device embodiment, since it is corresponding with embodiment of the method, so describe fairly simple, it is related
Place referring to the corresponding part of embodiment of the method explanation.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously
The limitation to the application the scope of the patents therefore cannot be interpreted as.It should be pointed out that for those of ordinary skill in the art
For, without departing from the concept of this application, various modifications and improvements can be made, these belong to the guarantor of the application
Protect range.Therefore, the scope of protection shall be subject to the appended claims for the application patent.
Claims (10)
1. a kind of operational decision making method characterized by comprising
The operational decision making model of the determining user is requested according to the operational decision making of user；
Determine the corresponding one or more external data sources of the user according to operational decision making request, and from the user
Corresponding one or more of external data sources obtain the user information of the user；
The user information is inputted into the operational decision making model, obtains the operational decision making exported as the operational decision making model
As a result.
2. the method as described in claim 1, which is characterized in that described to be requested to determine the user's according to the operational decision making of user
Operational decision making model includes:
User identifier is obtained from operational decision making request；
User's cluster where the user is determined according to the user identifier；
Determine operational decision making model of the operational decision making model corresponding with user's cluster as the user.
3. the method as described in claim 1, which is characterized in that described to determine the user couple according to operational decision making request
The one or more external data sources answered, and obtaining from one or more of external data sources corresponding with the user should
The user information of user includes:
User identifier is obtained from operational decision making request；
One or more of external data sources corresponding with the user identifier are determined according to the user identifier；
The user information of the user is obtained from one or more of external data sources.
4. method according to claim 2, which is characterized in that determine in determination business corresponding with user's cluster
Before plan model is as the operational decision making model of the user, the method also includes:
Receive the configuration requirement to the corresponding operational decision making model of user's cluster；
The operational decision making model is generated according to the configuration requirement.
5. method as claimed in claim 3, which is characterized in that described from described in the acquisition of one or more of external data sources
The user information of user includes:
Determine the data protocol format of pre-configuration corresponding with one or more of external data sources；
The user information of the user is obtained from one or more of external data sources according to the data protocol format.
6. method as claimed in claim 5, which is characterized in that wherein, the data protocol format includes interface protocol and word
Segment standard, it is described to be believed according to the data protocol format from the user that one or more of external data sources obtain the user
Breath includes:
One or more of external data sources are read according to the interface protocol；
The user is obtained from the user data of one or more of external data sources of reading according to the field standard
User information.
7. method as claimed in claim 6, which is characterized in that it is described according to the field standard from the one of reading or
The user information that the user is obtained in the user data of multiple external data sources includes:
Read user data is converted into the user data of predefined format according to the field standard of the external data source
Collection；
User data corresponding with the user is concentrated to obtain the user information of the user by reading the user data.
8. a kind of operational decision making device characterized by comprising
Determining module is configured as: being requested to determine the operational decision making model of the user according to the operational decision making of user；
Module is obtained, is configured as: determining that the user is corresponding one or more external according to operational decision making request
Data source, and obtain from one or more of external data sources corresponding with the user user information of the user；
Operational decision making module, is configured as: the user information being inputted the operational decision making model, is obtained as the industry
The operational decision making result of decision model of being engaged in output.
9. a kind of calculating equipment, the calculating equipment includes memory and processor, computer journey is stored in the memory
Sequence, the computer program by the processor when being executed, so that the calculating equipment is executed as appointed in claim 1 to 7
Method described in one.
10. a kind of computer readable storage medium is stored thereon with computer program, the computer program is by one or more
The method as described in any one of claims 1 to 7 is realized when a processor executes.
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| CN201910438773.0A CN110348672A (en) | 2019-05-24 | 2019-05-24 | Operational decision making method, apparatus calculates equipment and computer readable storage medium |
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| CN201910438773.0A CN110348672A (en) | 2019-05-24 | 2019-05-24 | Operational decision making method, apparatus calculates equipment and computer readable storage medium |
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