CN107734128A - One kind swindle number identification method and equipment - Google Patents
One kind swindle number identification method and equipment Download PDFInfo
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- CN107734128A CN107734128A CN201710898059.0A CN201710898059A CN107734128A CN 107734128 A CN107734128 A CN 107734128A CN 201710898059 A CN201710898059 A CN 201710898059A CN 107734128 A CN107734128 A CN 107734128A
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- swindle
- calling number
- calling
- voice messaging
- swindle number
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M1/00—Substation equipment, e.g. for use by subscribers
- H04M1/66—Substation equipment, e.g. for use by subscribers with means for preventing unauthorised or fraudulent calling
- H04M1/663—Preventing unauthorised calls to a telephone set
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L15/14—Speech classification or search using statistical models, e.g. Hidden Markov Models [HMMs]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M1/00—Substation equipment, e.g. for use by subscribers
- H04M1/72—Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
- H04M1/724—User interfaces specially adapted for cordless or mobile telephones
- H04M1/72403—User interfaces specially adapted for cordless or mobile telephones with means for local support of applications that increase the functionality
- H04M1/7243—User interfaces specially adapted for cordless or mobile telephones with means for local support of applications that increase the functionality with interactive means for internal management of messages
- H04M1/72433—User interfaces specially adapted for cordless or mobile telephones with means for local support of applications that increase the functionality with interactive means for internal management of messages for voice messaging, e.g. dictaphones
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L2015/088—Word spotting
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- Physics & Mathematics (AREA)
- Human Computer Interaction (AREA)
- Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
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- Audiology, Speech & Language Pathology (AREA)
- Computer Security & Cryptography (AREA)
- Acoustics & Sound (AREA)
- Multimedia (AREA)
- Probability & Statistics with Applications (AREA)
- Business, Economics & Management (AREA)
- General Business, Economics & Management (AREA)
- Computer Networks & Wireless Communication (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
The invention discloses one kind to swindle number identification method, and applied to mobile terminal, methods described includes：According to the behavioural characteristic of calling number, judge whether the calling number is the doubtful swindle number for having similar features with swindle number；If it is, being recorded to the call performed by the calling number, voice messaging is obtained, according to the voice messaging, determines whether the calling number is swindle number.In addition, the embodiment of the present invention additionally provides a kind of swindle Number Reorganization equipment and computer-readable recording medium, by embodiment provided in an embodiment of the present invention, the accuracy of swindle Number Reorganization is further increased, prevents user to be cheated, improves the security of user.
Description
Technical field
The present invention relates to the technical field that calling number on mobile terminal identifies safely, more particularly to a kind of swindle number to know
Other method and apparatus.
Background technology
With the development of science and technology mobile terminal is mostly smart machines, various operating systems can be installed, be based on operation
System can install application program, so-called application program (Application, abbreviation App) again, and APP can receive with the network interconnection
Server sends and updates swindle number, to be shown when user answers.
In the prior art, the mark for swindling number is leaned on artificially to carry out, such as, the APP when user answers a number
Judging the number, whether someone is labeled to swindle number, if it is, carrying out display swindle number to user.But this feelings
Condition was it is possible that be swindle number originally but be not labeled, or the feelings that normal number is marked by user error
Condition, the identification for swindling number is caused the problem of inaccurate occur.
The content of the invention
It is a primary object of the present invention to propose a kind of swindle number identification method and equipment, to improve swindle Number Reorganization
Accuracy, prevent user to be cheated, improve the security of user.
To achieve the above object, the present invention proposes a kind of swindle number identification method, applied to mobile terminal, methods described
Including：
According to the behavioural characteristic of calling number, judge whether the calling number is to have similar features with swindle number
Doubtful swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
Optionally, methods described also includes：
According to the number binding relation pre-set, the voice messaging and the characteristic information of the calling number are sent out
Deliver to the number with binding relationship.
Optionally, recorded in the call to performed by the calling number, it is described after obtaining voice messaging
Method also includes：
According to speech recognition technology, judge whether include predetermined keyword in the voice messaging；
If not, it is not swindle number to determine the calling number；
If it is, determine the calling number for swindle number.
Optionally, the behavioural characteristic according to calling number, judge whether the calling number is to have with swindle number
There is the doubtful swindle number of similar features, including：
Behavioural characteristic using decision Tree algorithms according to calling number, judge whether the calling number is with swindling number
Doubtful swindle number with similar features.
Optionally, whether the behavioural characteristic using decision Tree algorithms according to calling number, judge the calling number
To have the doubtful swindle number of similar features with swindle number, including：
According to the characteristic index value of calling number in ticket writing and swindle ident value, decision tree is used as using information gain
Attribute Selection Criterion formula, the interval range that each characteristic index belongs to fraudulent call is selected, and according to the interval range
Selection has the doubtful swindle number of similar features with swindle number.
Optionally, it is described according to speech recognition technology, judge predetermined keyword whether is included in the voice messaging, wrap
Include：
Using default GMM-HMM speech recognition modelings, judge whether include predetermined keyword in the voice messaging.
Optionally, according to the number binding relation pre-set, by the voice messaging and the spy of the calling number
Reference breath is sent to the number with binding relationship, including：
It is determined that with the destination number of binding relationship itself be present；
The voice messaging, the characteristic information of the calling number and the destination number are sent to server, with
The server is set to send the voice messaging, the characteristic information of the calling number to the destination number.
Optionally, it is described to send the voice messaging, the characteristic information of the calling number and the destination number
To server, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number,
Including：
Judge whether the mobile terminal uses data service；
If it is, the voice messaging, the characteristic information of the calling number and the destination number are sent to clothes
It is engaged in device, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number.
Compared to prior art, swindle number identification method proposed by the invention, according to the behavioural characteristic of calling number,
Judge whether the calling number is the doubtful swindle number for having similar features with swindle number, in the feelings that judged result is yes
Under condition, the call performed by the calling number is recorded, obtains voice messaging, and by being examined to recorded message
Look into, determine whether calling number is swindle number again.It is understood that calling number is if swindle number, it is logical at this
There can be the speech of relevant swindle in words, so again determining whether to exist speech in terms of swindle by voice and further true
Whether fixed be swindle number, improves the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, merely by soft
There is marked erroneous or causes to swindle number mark inaccuracy in the absence of mark to swindling the mark of number in part, it is impossible to
The problem of providing the user reference in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves the safety of user
Property.
In addition, to achieve the above object, the present invention proposes a kind of swindle Number Reorganization equipment, applied to mobile terminal,
The swindle Number Reorganization equipment includes：Memory, processor and communication bus；
The communication bus is used to realize the connection communication between processor and memory；
The processor is used to perform swindle Number Reorganization program, to realize following steps：
According to the behavioural characteristic of calling number, judge whether the calling number is to have similar features with swindle number
Doubtful swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
Optionally, methods described also includes：
According to the number binding relation pre-set, the voice messaging and the characteristic information of the calling number are sent out
Deliver to the number with binding relationship.
Optionally, recorded in the call to performed by the calling number, it is described after obtaining voice messaging
Method also includes：
According to speech recognition technology, judge whether include predetermined keyword in the voice messaging；
If not, it is not swindle number to determine the calling number；
If it is, determine the calling number for swindle number.
Optionally, the behavioural characteristic using decision Tree algorithms according to calling number, judge the calling number whether be with
Swindle number has the doubtful swindle number of similar features.
Optionally, according to the characteristic index value of calling number in ticket writing and swindle ident value, using information gain as
The Attribute Selection Criterion formula of decision tree, the interval range that each characteristic index belongs to fraudulent call is selected, and according to described
Interval range selects the doubtful swindle number for having similar features with swindle number.
Optionally, using default GMM-HMM speech recognition modelings, judge whether closed in the voice messaging comprising default
Keyword.
Optionally, it is determined that with the destination number of binding relationship itself be present；
The voice messaging, the characteristic information of the calling number and the destination number are sent to server, with
The server is set to send the voice messaging, the characteristic information of the calling number to the destination number.
Optionally, judge whether the mobile terminal uses data service；
If it is, the voice messaging, the characteristic information of the calling number and the destination number are sent to clothes
It is engaged in device, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number.
Compared to prior art, swindle Number Reorganization equipment proposed by the invention, according to the behavioural characteristic of calling number,
Judge whether the calling number is the doubtful swindle number for having similar features with swindle number, in the feelings that judged result is yes
Under condition, the call performed by the calling number is recorded, obtains voice messaging, and by being examined to recorded message
Look into, determine whether calling number is swindle number again.It is understood that calling number is if swindle number, it is logical at this
There can be the speech of relevant swindle in words, so again determining whether to exist speech in terms of swindle by voice and further true
Whether fixed be swindle number, improves the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, merely by soft
There is marked erroneous or causes to swindle number mark inaccuracy in the absence of mark to swindling the mark of number in part, it is impossible to
The problem of providing the user reference in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves the safety of user
Property.
To achieve the above object, the present invention proposes a kind of computer-readable recording medium, described applied to mobile terminal
Computer-readable recording medium storage has one or more program, and one or more of programs can be by one or more
Computing device, so that the step of one or more of computing device claim 1-8.
Compared to prior art, computer-readable recording medium proposed by the invention is special according to the behavior of calling number
Sign, judge whether the calling number is the doubtful swindle number for having similar features with swindle number, is yes in judged result
In the case of, the call performed by the calling number is recorded, obtains voice messaging, and by being carried out to recorded message
Check, determine whether calling number is swindle number again.It is understood that calling number if swindle number, at this
There can be the speech of relevant swindle in call, so again determining whether to exist speech in terms of swindle by voice and further
Determine whether, to swindle number, to improve the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, it is simple to rely on
There is marked erroneous or causes to swindle number mark inaccuracy in the absence of mark to swindling the mark of number in software, no
The problem of reference can be provided the user in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves the peace of user
Quan Xing.
Brief description of the drawings
Fig. 1 is the hardware architecture diagram for realizing an optional mobile terminal in each embodiment of the present invention；
Fig. 2 is the wireless communication system schematic diagram of mobile terminal as shown in Figure 1；
Fig. 3 is the schematic flow sheet of swindle number identification method of the present invention；
Fig. 4 is the first embodiment schematic diagram of application swindle number identification method of the present invention；
Fig. 5 is second of embodiment schematic diagram of application swindle number identification method of the present invention；
Fig. 6 is that the first for swindling number identification method of the present invention uses schematic diagram；
Fig. 7 is that swindle number identification method second of the present invention uses schematic diagram；
Fig. 8 is the structural representation of swindle Number Reorganization equipment of the present invention；
Fig. 9 is the structural representation of computer-readable recording medium of the present invention.
Reference：
The realization, functional characteristics and advantage of the object of the invention will be described further referring to the drawings in conjunction with the embodiments.
Embodiment
It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, it is not intended to limit the present invention.
In follow-up description, the suffix using such as " module ", " part " or " unit " for representing element is only
Be advantageous to the explanation of the present invention, itself there is no a specific meaning.Therefore, " module ", " part " or " unit " can mix
Ground uses.
Terminal can be implemented in a variety of manners.For example, the terminal described in the present invention can include such as mobile phone, flat board
Computer, notebook computer, palm PC, personal digital assistant (Personal Digital Assistant, PDA), portable
Media player (Portable Media Player, PMP), guider, wearable device, Intelligent bracelet, pedometer etc. move
Dynamic terminal, and the fixed terminal such as digital TV, desktop computer.
It will be illustrated in subsequent descriptions by taking mobile terminal as an example, it will be appreciated by those skilled in the art that except special
Outside element for moving purpose, construction according to the embodiment of the present invention can also apply to the terminal of fixed type.
Referring to Fig. 1, its hardware architecture diagram for a kind of mobile terminal of each embodiment of the realization present invention, the shifting
Dynamic terminal 100 can include：RF (Radio Frequency, radio frequency) unit 101, WiFi module 102, audio output unit
103rd, A/V (audio/video) input block 104, sensor 105, display unit 106, user input unit 107, interface unit
108th, the part such as memory 109, processor 110 and power supply 111.It will be understood by those skilled in the art that shown in Fig. 1
Mobile terminal structure does not form the restriction to mobile terminal, and mobile terminal can be included than illustrating more or less parts,
Either combine some parts or different parts arrangement.
The all parts of mobile terminal are specifically introduced with reference to Fig. 1：
Radio frequency unit 101 can be used for receiving and sending messages or communication process in, the reception and transmission of signal, specifically, by base station
Downlink information receive after, handled to processor 110；In addition, up data are sent to base station.Generally, radio frequency unit 101
Including but not limited to antenna, at least one amplifier, transceiver, coupler, low-noise amplifier, duplexer etc..In addition, penetrate
Frequency unit 101 can also be communicated by radio communication with network and other equipment.Above-mentioned radio communication can use any communication
Standard or agreement, including but not limited to GSM (Global System of Mobile communication, global system for mobile telecommunications
System), GPRS (General Packet Radio Service, general packet radio service), CDMA2000 (Code
Division Multiple Access 2000, CDMA 2000), WCDMA (Wideband Code Division
Multiple Access, WCDMA), TD-SCDMA (Time Division-Synchronous Code
Division Multiple Access, TD SDMA), FDD-LTE (Frequency Division
Duplexing-Long Term Evolution, FDD Long Term Evolution) and TDD-LTE (Time Division
Duplexing-Long Term Evolution, time division duplex Long Term Evolution) etc..
WiFi belongs to short range wireless transmission technology, and mobile terminal can help user to receive and dispatch electricity by WiFi module 102
Sub- mail, browse webpage and access streaming video etc., it has provided the user wireless broadband internet and accessed.Although Fig. 1 shows
Go out WiFi module 102, but it is understood that, it is simultaneously not belonging to must be configured into for mobile terminal, completely can be according to need
To be omitted in the essential scope for do not change invention.
Audio output unit 103 can be in call signal reception pattern, call mode, record mould in mobile terminal 100
When under the isotypes such as formula, speech recognition mode, broadcast reception mode, by radio frequency unit 101 or WiFi module 102 it is receiving or
It is sound that the voice data stored in memory 109, which is converted into audio signal and exported,.Moreover, audio output unit 103
The audio output related to the specific function that mobile terminal 100 performs can also be provided (for example, call signal receives sound, disappeared
Breath receives sound etc.).Audio output unit 103 can include loudspeaker, buzzer etc..
A/V input blocks 104 are used to receive audio or video signal.A/V input blocks 104 can include graphics processor
(Graphics Processing Unit, GPU) 1041 and microphone 1042, graphics processor 1041 is in video acquisition mode
Or the static images or the view data of video obtained in image capture mode by image capture apparatus (such as camera) are carried out
Reason.Picture frame after processing may be displayed on display unit 106.Picture frame after the processing of graphics processor 1041 can be deposited
Storage is transmitted in memory 109 (or other storage mediums) or via radio frequency unit 101 or WiFi module 102.Mike
Wind 1042 can connect in telephone calling model, logging mode, speech recognition mode etc. operational mode via microphone 1042
Quiet down sound (voice data), and can be voice data by such acoustic processing.Audio (voice) data after processing can
To be converted to the form output that mobile communication base station can be sent to via radio frequency unit 101 in the case of telephone calling model.
Microphone 1042 can implement various types of noises and eliminate (or suppression) algorithm to eliminate (or suppression) in reception and send sound
Caused noise or interference during frequency signal.
Mobile terminal 100 also includes at least one sensor 105, such as optical sensor, motion sensor and other biographies
Sensor.Specifically, optical sensor includes ambient light sensor and proximity transducer, wherein, ambient light sensor can be according to environment
The light and shade of light adjusts the brightness of display panel 1061, and proximity transducer can close when mobile terminal 100 is moved in one's ear
Display panel 1061 and/or backlight.As one kind of motion sensor, accelerometer sensor can detect in all directions (general
For three axles) size of acceleration, size and the direction of gravity are can detect that when static, the application available for identification mobile phone posture
(such as horizontal/vertical screen switching, dependent game, magnetometer pose calibrating), Vibration identification correlation function (such as pedometer, percussion) etc.；
The fingerprint sensor that can also configure as mobile phone, pressure sensor, iris sensor, molecule sensor, gyroscope, barometer,
The other sensors such as hygrometer, thermometer, infrared ray sensor, will not be repeated here.
Display unit 106 is used for the information for showing the information inputted by user or being supplied to user.Display unit 106 can wrap
Display panel 1061 is included, liquid crystal display (Liquid Crystal Display, LCD), Organic Light Emitting Diode can be used
Forms such as (Organic Light-Emitting Diode, OLED) configures display panel 1061.
User input unit 107 can be used for the numeral or character information for receiving input, and produce the use with mobile terminal
The key signals input that family is set and function control is relevant.Specifically, user input unit 107 may include contact panel 1071 with
And other input equipments 1072.Contact panel 1071, also referred to as touch-screen, collect touch operation of the user on or near it
(for example user uses any suitable objects or annex such as finger, stylus on contact panel 1071 or in contact panel 1071
Neighbouring operation), and corresponding attachment means are driven according to formula set in advance.Contact panel 1071 may include touch detection
Two parts of device and touch controller.Wherein, the touch orientation of touch detecting apparatus detection user, and detect touch operation band
The signal come, transmits a signal to touch controller；Touch controller receives touch information from touch detecting apparatus, and by it
Contact coordinate is converted into, then gives processor 110, and the order sent of reception processing device 110 and can be performed.In addition, can
To realize contact panel 1071 using polytypes such as resistance-type, condenser type, infrared ray and surface acoustic waves.Except contact panel
1071, user input unit 107 can also include other input equipments 1072.Specifically, other input equipments 1072 can wrap
Include but be not limited to physical keyboard, in function key (such as volume control button, switch key etc.), trace ball, mouse, action bars etc.
One or more, do not limit herein specifically.
Further, contact panel 1071 can cover display panel 1061, detect thereon when contact panel 1071 or
After neighbouring touch operation, processor 110 is sent to determine the type of touch event, is followed by subsequent processing device 110 according to touch thing
The type of part provides corresponding visual output on display panel 1061.Although in Fig. 1, contact panel 1071 and display panel
1061 be the part independent as two to realize the input of mobile terminal and output function, but in certain embodiments, can
Input and the output function of mobile terminal are realized so that contact panel 1071 and display panel 1061 is integrated, is not done herein specifically
Limit.
Interface unit 108 is connected the interface that can pass through as at least one external device (ED) with mobile terminal 100.For example,
External device (ED) can include wired or wireless head-band earphone port, external power source (or battery charger) port, wired or nothing
Line FPDP, memory card port, the port for connecting the device with identification module, audio input/output (I/O) end
Mouth, video i/o port, ear port etc..Interface unit 108 can be used for receiving the input from external device (ED) (for example, number
It is believed that breath, electric power etc.) and the input received is transferred to one or more elements in mobile terminal 100 or can be with
For transmitting data between mobile terminal 100 and external device (ED).
Memory 109 can be used for storage software program and various data.Memory 109 can mainly include storing program area
And storage data field, wherein, storing program area can storage program area, application program (such as the sound needed at least one function
Sound playing function, image player function etc.) etc.；Storage data field can store according to mobile phone use created data (such as
Voice data, phone directory etc.) etc..In addition, memory 109 can include high-speed random access memory, can also include non-easy
The property lost memory, a for example, at least disk memory, flush memory device or other volatile solid-state parts.
Processor 110 is the control centre of mobile terminal, utilizes each of various interfaces and the whole mobile terminal of connection
Individual part, by running or performing the software program and/or module that are stored in memory 109, and call and be stored in storage
Data in device 109, the various functions and processing data of mobile terminal are performed, so as to carry out integral monitoring to mobile terminal.Place
Reason device 110 may include one or more processing units；Preferably, processor 110 can integrate application processor and modulatedemodulate is mediated
Device is managed, wherein, application processor mainly handles operating system, user interface and application program etc., and modem processor is main
Handle radio communication.It is understood that above-mentioned modem processor can not also be integrated into processor 110.
Mobile terminal 100 can also include the power supply 111 (such as battery) to all parts power supply, it is preferred that power supply 111
Can be logically contiguous by power-supply management system and processor 110, so as to realize management charging by power-supply management system, put
The function such as electricity and power managed.
Although Fig. 1 is not shown, mobile terminal 100 can also will not be repeated here including bluetooth module etc..
For the ease of understanding the embodiment of the present invention, the communications network system being based on below to the mobile terminal of the present invention enters
Row description.
Referring to Fig. 2, Fig. 2 is a kind of communications network system Organization Chart provided in an embodiment of the present invention, the communication network system
Unite as the LTE system of universal mobile communications technology, the UE that the LTE system includes communicating connection successively (User Equipment, is used
Family equipment) 201, E-UTRAN (Evolved UMTS Terrestrial Radio Access Network, evolved UMTS lands
Ground wireless access network) 202, EPC (Evolved Packet Core, evolved packet-based core networks) 203 and operator IP operation
204。
Specifically, UE201 can be above-mentioned terminal 100, and here is omitted.
E-UTRAN202 includes eNodeB2021 and other eNodeB2022 etc..Wherein, eNodeB2021 can be by returning
Journey (backhaul) (such as X2 interface) is connected with other eNodeB2022, and eNodeB2021 is connected to EPC203,
ENodeB2021 can provide UE201 to EPC203 access.
EPC203 can include MME (Mobility Management Entity, mobility management entity) 2031, HSS
(Home Subscriber Server, home subscriber server) 2032, other MME2033, SGW (Serving Gate Way,
Gateway) 2034, PGW (PDN Gate Way, grouped data network gateway) 2035 and PCRF (Policy and
Charging Rules Function, policy and rate functional entity) 2036 etc..Wherein, MME2031 be processing UE201 and
The control node of signaling between EPC203, there is provided carrying and connection management.HSS2032 is all to manage for providing some registers
Such as the function of attaching position register (not shown) etc, and preserve some and used about service features, data rate etc.
The special information in family.All customer data can be transmitted by SGW2034, and PGW2035 can provide UE 201 IP
Address is distributed and other functions, and PCRF2036 is strategy and the charging control strategic decision-making of business data flow and IP bearing resources
Point, it selects and provided available strategy and charging control decision-making with charge execution function unit (not shown) for strategy.
IP operation 204 can include internet, Intranet, IMS (IP Multimedia Subsystem, IP multimedia
System) or other IP operations etc..
Although above-mentioned be described by taking LTE system as an example, those skilled in the art it is to be understood that the present invention not only
Suitable for LTE system, be readily applicable to other wireless communication systems, such as GSM, CDMA2000, WCDMA, TD-SCDMA with
And following new network system etc., do not limit herein.
Based on above-mentioned mobile terminal hardware configuration and communications network system, each embodiment of the inventive method is proposed.
To solve prior art problem, the present invention proposes a kind of swindle number identification method, equipment and a kind of computer
Readable storage medium storing program for executing, it is described in detail individually below.
As shown in figure 3, in the present embodiment, SIM card can be installed on mobile terminal, for being communicated, caller is received
The calling of number, whether it is swindle electricity to further improve the mobile terminal identification calling number where called number identification
Words, prevent user answer swindle number so as to cause to be spoofed, it is proposed by the present invention swindle number identification method can be divided into
Lower step：Step S310 is judgment step：According to the behavioural characteristic of calling number, judge whether the calling number is and swindles
Number has the doubtful swindle number of similar features；In the case where S310 judged result is to be, step S320 is to be walked
Suddenly：Call performed by the calling number is recorded, obtains voice letter；Step S330 is determination step：According to described
Voice messaging, determine whether the calling number is swindle number.These above-mentioned steps according to different demand adjustment orders, or
Person omits some steps.Or the step of other can also be supplemented according to demand.
Know it is understood that the executive agent of the swindle number identification method of the embodiment of the present invention can be swindle number
Other equipment, the swindle Number Reorganization equipment are run in the terminal, in the number that mobile terminal is installed as called number
It is called when code and bid.
S310, according to the behavioural characteristic of calling number, judge the calling number whether be have to swindle number it is similar
The doubtful swindle number of feature.
It should be noted that it can be used according to the characteristic index value and swindle ident value of calling number in ticket writing
Decision Tree algorithms, and the Attribute Selection Criterion formula using information gain as decision tree, select each characteristic index and belong to swindleness
Deceive the interval range of phone；Each swindle ident value is extracted from ticket writing one by one and is 0 calling number, and judges the master
Call out the numbers code each characteristic index value whether in the interval range that corresponding characteristic index belongs to fraudulent call, if
It is that it is fraudulent call then to indicate the calling number.Specifically, decision Tree algorithms are prior art, the embodiment of the present invention is herein
It is not repeated.
Exemplary, mobile terminal called number is A, calling number B, after calling number connects called number,
Judge whether calling number is swindle number, if it is determined that being the step of then performing S320.
S320, the call performed by the calling number is recorded, obtain voice messaging.
It is understood that if the user of called number, which is the anti-cheat such as old man or child, realizes weaker crowd,
It is easy to be cheated by fraudulent call.So in order to further prevent personnel from having dust thrown into the eyes, calling number is this time performed
Call carries out whole recording, obtains whole voice messagings of this time call.
It will be appreciated by persons skilled in the art that calling number and the institute of called number user are contained in voice messaging
There is call-information, can therefrom judge their dialog context, so being recorded.
Exemplary, called number A, calling number B, the carrier of recorded message can be recording file, it is assumed that record
The size of sound file is 1MB.
S330, according to the voice messaging, determine whether the calling number is swindle number.
It will be appreciated by persons skilled in the art that voice messaging can be converted into word, and by entering in the literature
The search of row keyword, it is determined whether include keyword.Generally, the swindle method for swindling number is to gain the user of called number by cheating
Transferred accounts or performed to it transfer accounts, bank card information provides or inquiry operation, such as operation set of number or defeated
Enter the modes such as personal information.
Based on this, in the embodiment of the present invention, in text corresponding to voice messaging, the keyword of retrieval could be arranged to：
Input, card, money, the amount of money, information, bank, verification, information leakage, transfer accounts etc. on personal information and the key of individual bankroll
Word.When retrieve these keywords be present when, then judge calling number exist deceptive practices probability it is larger, therefore can be with
It is defined as swindling number.
Exemplary, called number A, in this time call that calling number is B, the keyword mentioned is transferred accounts and the amount of money
Information, so determining calling number B for swindle number.
If it will be appreciated by persons skilled in the art that calling number want to called number perform fraud behavior,
Need to persuade called number to go to perform a series of action by language, the user of called number is then caused by these actions
In the presence of loss.So the Content of Communication of more calling numbers and called number can be obtained by the search to keyword, from
And further improve the accuracy for determining swindle number.Calling number so, which can not be known, in user corresponding to called number is
No is to take out recorded message and judged to household, police or friend in the case of cheat, and energy is identified with further improve
The weaker crowd of power improves anti-cheat ability by this recognition methods.
Compared to prior art, swindle number identification method proposed by the invention, according to the behavioural characteristic of calling number,
Judge whether the calling number is the doubtful swindle number for having similar features with swindle number, in the feelings that judged result is yes
Under condition, the call performed by the calling number is recorded, obtains voice messaging, and by being examined to recorded message
Look into, determine whether calling number is swindle number again.It is understood that calling number is if swindle number, it is logical at this
There can be the speech of relevant swindle in words, so again determining whether to exist speech in terms of swindle by voice and further true
Whether fixed be swindle number, improves the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, merely by soft
There is marked erroneous or causes to swindle number mark inaccuracy in the absence of mark to swindling the mark of number in part, it is impossible to
The problem of providing the user reference in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves the safety of user
Property.
In a kind of implementation of the present invention, methods described also includes：, will according to the number binding relation pre-set
The voice messaging and the characteristic information of the calling number are sent to the number with binding relationship.
, can be with it should be noted that if called subscriber itself None- identified swindle number or recognition capability are weaker
One number bound is set, when judging calling number in S303 steps for swindle number, in order to prevent that user from being taken advantage of
Deceive, so saying that recorded message is sent to other numbers, to be identified by the user of other yards number, so as to pass through the use
Family prevents user corresponding to called number from carrying out transferring accounts etc. what is caused any property loss because the deception of caller id subscriber is believed
Behavior.
In another implementation of the present invention, recorded in the call to performed by the calling number,
After obtaining voice messaging, methods described also includes：According to speech recognition technology, whether judge in the voice messaging comprising pre-
If keyword；If not, it is not swindle number to determine the calling number；If it is, determine the calling number for swindle number
Code.Based on this, in the embodiment of the present invention, in text corresponding to voice messaging, default keyword could be arranged to：Input,
Card, money, the amount of money, information, bank, verification, information leakage, transfer accounts etc. on personal information and the keyword of individual bankroll.When
Retrieve when these keywords be present, then judge calling number exist deceptive practices probability it is larger, therefore can be by it
It is defined as swindling number.
Exemplary, called number C, in this time call that calling number is D, the keyword mentioned has card and information to let out
The wording of dew, it is to pretend to be the bank card existence information of called subscriber to reveal and called subscriber C is entered based on this deduction calling subscribe
The behavior of row deception, so determining calling number D for swindle number.
The mobile phone and other hands that swindle Number Reorganization pattern provided in an embodiment of the present invention first can use old man, child
Machine is bound, when old man, child, which are connected to, is defined as fraudulent call by other users, automatic recording, and will be logical after end of conversation
Words recording is sent to the mobile phone bound therewith, and can attach air time and number.The user's can for receiving recording understands
Whether old man, child have dust thrown into the eyes, and notify them in time.If old man, the mobile phone of child can not network when answering, judgement is
No is fraudulent call (data service can not be used in Phone process), then first preserves calling record, network and sentence after end of conversation
Whether disconnected is fraudulent call, if it is fraudulent call to judge, is performed according to above-mentioned steps, if it is not, being then automatically deleted call record
Sound.
The communication of swindle number and called number alternatively, it is also possible to directly identify existing application software is carried out
Recording, so that the step of the performing S330 that will record, also can further retrieve to recording substance, be cheated so as to further
Number Reorganization is deceived, so as to provide the user a kind of salvo of antifraud.
In the embodiment of the present invention, default GMM-HMM speech recognition modelings can be used, judge be in the voice messaging
It is no to include predetermined keyword.GMM-HMM is exactly that our feature is simulated with mixed Gauss model area, then average and variance
It is input in HMM model, is implemented as prior art, the present invention is not repeated it herein.
, can be according to the number binding relation pre-set, by the voice messaging in a kind of implementation of the present invention
And the characteristic information of the calling number is sent to the number with binding relationship, including：It is determined that closed with binding itself be present
The destination number of system；The voice messaging, the characteristic information of the calling number and the destination number are sent to service
Device, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number.Pass through clothes
Being engaged in device can be by voice messaging and the characteristic information of the calling number (letter such as the ownership place of calling number, air time, operator
Breath) forwarded, it is achieved thereby that the information of called number and the number bound therewith carry out message intercommunication.
Specifically, described send the voice messaging, the characteristic information of the calling number and the destination number
To server, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number,
Including：Judge whether the mobile terminal uses data service；If it is, by the voice messaging, the spy of the calling number
Reference is ceased and the destination number is sent to server, so that the server sends the voice messaging, the caller number
The characteristic information of code is to the destination number.Can be automatically by voice messaging, described in mobile terminal using data business
The characteristic information of calling number and the destination number are sent to server, so that server forwards it to destination number
In.
Referring to Fig. 4, Fig. 4 is the first embodiment schematic diagram of application swindle number identification method of the present invention, is wrapped
Include following steps：
S410, according to the behavioural characteristic of calling number, judge the calling number whether be have to swindle number it is similar
The doubtful swindle number of feature；
S420, if it is, the call performed each time to the calling number is recorded, obtain voice messaging；
S430, and the voice messaging is sent into the number set in advance with binding relationship.
Specifically, can be sent directly to have in the number of binding relationship in the case where called number accesses network,
If called number does not access network, voice messaging can be preserved, treat called number exist data transmission capabilities or
In the case that person's mobile terminal can access network, voice messaging is sent into the number with binding relationship.
Referring to Fig. 5, Fig. 5 is second of embodiment schematic diagram of application swindle number identification method of the present invention, is wrapped
Include following steps：
S510, according to the behavioural characteristic of calling number, judge the calling number whether be have to swindle number it is similar
The doubtful swindle number of feature；
S520, if it is, being recorded to the call performed by the calling number, voice messaging is obtained, and refuse institute
State incoming call of the calling number in preset time；
S530, according to speech recognition technology, judge whether include predetermined keyword in the voice messaging, and comprising extremely
In the case of a few keyword, the voice messaging is sent into the number with binding relationship.
The embodiment of application drawing 5, after judging calling number for swindle number, in order to prevent called number from not preventing
Model is deceived in the case of realizing, so refusing the incoming call of calling number within a certain period of time, can be asked to have within this time and be tied up
Determine user corresponding to the number of relation to handle this time, so as to reduce what called subscriber had dust thrown into the eyes to a certain extent
Probability, and if called number is not fraud number, then having crossed preset time can also be normally carried out conversing later, Bu Huizao
Into leading to not be conversed with the number due to erroneous judgement.
In addition, the embodiment of the present invention also provides Fig. 6, Fig. 7, Fig. 6 is to prompt caller after called subscriber receives calling number
Number is that swindle number, Fig. 7 are judge that calling number is to swindle to send recorded message in the case of number according to recorded message
To the number E with binding relationship.
Referring to Fig. 8, Fig. 8 is swindle Number Reorganization equipment 800, and applied to mobile terminal, Number Reorganization is swindled in the application
Equipment includes：Processor 810, memory 820 and communication bus 830；
The communication bus 830 is used to realize the connection communication between processor 810 and memory 820；
The processor 820 is used to perform swindle Number Reorganization program, to realize following steps：
According to the behavioural characteristic of calling number, judge whether the calling number is to have similar features with swindle number
Doubtful swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
According to the number binding relation pre-set, the voice messaging and the characteristic information of the calling number are sent out
Deliver to the number with binding relationship.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
According to speech recognition technology, judge whether include predetermined keyword in the voice messaging；
If not, it is not swindle number to determine the calling number；
If it is, determine the calling number for swindle number.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
Behavioural characteristic using decision Tree algorithms according to calling number, judge whether the calling number is with swindling number
Doubtful swindle number with similar features.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
According to the characteristic index value of calling number in ticket writing and swindle ident value, decision tree is used as using information gain
Attribute Selection Criterion formula, the interval range that each characteristic index belongs to fraudulent call is selected, and according to the interval range
Selection has the doubtful swindle number of similar features with swindle number.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
Using default GMM-HMM speech recognition modelings, judge whether include predetermined keyword in the voice messaging.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
It is determined that with the destination number of binding relationship itself be present；
The voice messaging, the characteristic information of the calling number and the destination number are sent to server, with
The server is set to send the voice messaging, the characteristic information of the calling number to the destination number.
Further, the processor 820 is additionally operable to perform swindle Number Reorganization program, to realize following steps：
Judge whether the mobile terminal uses data service；
If it is, the voice messaging, the characteristic information of the calling number and the destination number are sent to clothes
It is engaged in device, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number.
Compared to prior art, swindle Number Reorganization equipment proposed by the invention, according to the behavioural characteristic of calling number,
Judge whether the calling number is the doubtful swindle number for having similar features with swindle number, in the feelings that judged result is yes
Under condition, the call performed by the calling number is recorded, obtains voice messaging, and by being examined to recorded message
Look into, determine whether calling number is swindle number again.It is understood that calling number is if swindle number, it is logical at this
There can be the speech of relevant swindle in words, so again determining whether to exist speech in terms of swindle by voice and further true
Whether fixed be swindle number, improves the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, merely by soft
There is marked erroneous or causes to swindle number mark inaccuracy in the absence of mark to swindling the mark of number in part, it is impossible to
The problem of providing the user reference in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves the safety of user
Property.
Further, present invention also offers a kind of computer-readable recording medium 900, referring to Fig. 9, applied to mobile whole
End, the computer-readable recording medium storage have one or more program 910, and one or more of programs 910 can
Performed by one or more processor 920, to realize following steps：
According to the behavioural characteristic of calling number, judge whether the calling number is to have similar features with swindle number
Doubtful swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
According to the number binding relation pre-set, the voice messaging and the characteristic information of the calling number are sent out
Deliver to the number with binding relationship.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
According to speech recognition technology, judge whether include predetermined keyword in the voice messaging；
If not, it is not swindle number to determine the calling number；
If it is, determine the calling number for swindle number.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
Behavioural characteristic using decision Tree algorithms according to calling number, judge whether the calling number is with swindling number
Doubtful swindle number with similar features.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
According to the characteristic index value of calling number in ticket writing and swindle ident value, decision tree is used as using information gain
Attribute Selection Criterion formula, the interval range that each characteristic index belongs to fraudulent call is selected, and according to the interval range
Selection has the doubtful swindle number of similar features with swindle number.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
Using default GMM-HMM speech recognition modelings, judge whether include predetermined keyword in the voice messaging.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
It is determined that with the destination number of binding relationship itself be present；
The voice messaging, the characteristic information of the calling number and the destination number are sent to server, with
The server is set to send the voice messaging, the characteristic information of the calling number to the destination number.
Further, one or more of programs 910 are also performed by one or more of processors 920, with
Realize following steps：
Judge whether the mobile terminal uses data service；
If it is, the voice messaging, the characteristic information of the calling number and the destination number are sent to clothes
It is engaged in device, so that the server sends the voice messaging, the characteristic information of the calling number to the destination number.
Compared to prior art, computer-readable recording medium 900 proposed by the invention, according to the behavior of calling number
Feature, judge whether the calling number is the doubtful swindle number for having similar features with swindle number, is in judged result
In the case of being, the call performed by the calling number is recorded, obtains voice messaging, and by entering to recorded message
Row checks, determines whether calling number is swindle number again.It is understood that calling number if swindle number, herein
There can be the speech of relevant swindle in secondary call, so again determining whether to exist the speech in terms of swindle by voice to enter one
Step determines whether, to swindle number, to improve the accuracy of swindle Number Reorganization.Therefore, solve in the prior art, merely according to
By software to swindling the mark of number, and there is marked erroneous or cause to swindle number mark inaccuracy in the absence of mark,
The problem of reference can not be provided the user in time.The accuracy of swindle Number Reorganization is improved, prevents user to be cheated, improves user's
Security.
The embodiments of the present invention are for illustration only, do not represent the quality of embodiment.
Through the above description of the embodiments, those skilled in the art can be understood that above-described embodiment side
Method can add the mode of required general hardware platform to realize by software, naturally it is also possible to by hardware, but in many cases
The former is more preferably embodiment.Based on such understanding, technical scheme is substantially done to prior art in other words
Going out the part of contribution can be embodied in the form of software product, and the computer software product is stored in a storage medium
In (such as ROM/RAM, magnetic disc, CD), including some instructions to cause a station terminal equipment (can be mobile phone, computer, clothes
Be engaged in device, air conditioner, or the network equipment, robot etc.) perform method described in each embodiment of the present invention.
The preferred embodiments of the present invention are these are only, are not intended to limit the scope of the invention, it is every to utilize this hair
The equivalent structure or equivalent flow conversion that bright specification and accompanying drawing content are made, or directly or indirectly it is used in other related skills
Art field, is included within the scope of the present invention.
Claims (10)
1. one kind swindle number identification method, it is characterised in that applied to mobile terminal, methods described includes：
According to the behavioural characteristic of calling number, judge whether the calling number is to have the doubtful of similar features with swindle number
Swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
2. swindle number identification method according to claim 1, it is characterised in that methods described also includes：
According to the number binding relation pre-set, by the characteristic information of the voice messaging and the calling number send to
Number with binding relationship.
3. swindle number identification method according to claim 1 or 2, it is characterised in that described to the calling number
Performed call is recorded, and after obtaining voice messaging, methods described also includes：
According to speech recognition technology, judge whether include predetermined keyword in the voice messaging；
If not, it is not swindle number to determine the calling number；
If it is, determine the calling number for swindle number.
4. swindle number identification method according to claim 1, it is characterised in that the behavior according to calling number is special
Sign, judge whether the calling number is the doubtful swindle number for having similar features with swindle number, including：
Behavioural characteristic using decision Tree algorithms according to calling number, judge whether the calling number is to have with swindle number
The doubtful swindle number of similar features.
5. swindle number identification method according to claim 4, it is characterised in that described to use decision Tree algorithms according to master
Call out the numbers the behavioural characteristic of code, judge whether the calling number is the doubtful swindle number for having similar features with swindle number,
Including：
According to the characteristic index value of calling number in ticket writing and swindle ident value, the attribute of decision tree is used as using information gain
Selection standard formula, the interval range that each characteristic index belongs to fraudulent call is selected, and selected according to the interval range
There is the doubtful swindle number of similar features with swindle number.
6. swindle number identification method according to claim 1, it is characterised in that it is described according to speech recognition technology, sentence
Predetermined keyword whether is included in the disconnected voice messaging, including：
Using default GMM-HMM speech recognition modelings, judge whether include predetermined keyword in the voice messaging.
7. swindle number identification method according to claim 2, it is characterised in that closed according to the number binding pre-set
System, the characteristic information of the voice messaging and the calling number is sent to the number with binding relationship, including：
It is determined that with the destination number of binding relationship itself be present；
The voice messaging, the characteristic information of the calling number and the destination number are sent to server, so that institute
State server and send the voice messaging, the characteristic information of the calling number to the destination number.
8. swindle number identification method according to claim 6, it is characterised in that it is described by the voice messaging, it is described
The characteristic information of calling number and the destination number are sent to server, so that the server sends the voice letter
Breath, the characteristic information of the calling number to the destination number, including：
Judge whether the mobile terminal uses data service；
If it is, the voice messaging, the characteristic information of the calling number and the destination number are sent to server,
So that the server sends the voice messaging, the characteristic information of the calling number to the destination number.
9. one kind swindle Number Reorganization equipment, it is characterised in that applied to mobile terminal, the swindle Number Reorganization equipment bag
Include：Memory, processor and communication bus；
The communication bus is used to realize the connection communication between processor and memory；
The swindle Number Reorganization program, to realize following steps：
According to the behavioural characteristic of calling number, judge whether the calling number is to have the doubtful of similar features with swindle number
Swindle number；
If it is, being recorded to the call performed by the calling number, voice messaging is obtained,
According to the voice messaging, determine whether the calling number is swindle number.
A kind of 10. computer-readable recording medium, applied to mobile terminal, it is characterised in that the computer-readable storage medium
Matter is stored with one or more program, one or more of programs can by one or more computing device so that
The step of swindle number identification method of one or more of computing devices as described in claim any one of 1-8.
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| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710898059.0A CN107734128A (en) | 2017-09-28 | 2017-09-28 | One kind swindle number identification method and equipment |
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|---|---|---|---|
| CN201710898059.0A CN107734128A (en) | 2017-09-28 | 2017-09-28 | One kind swindle number identification method and equipment |
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| CN201710898059.0A Pending CN107734128A (en) | 2017-09-28 | 2017-09-28 | One kind swindle number identification method and equipment |
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