CN110505353A - A kind of number identification method, equipment and computer storage medium - Google Patents
A kind of number identification method, equipment and computer storage medium Download PDFInfo
- Publication number
- CN110505353A CN110505353A CN201910818617.7A CN201910818617A CN110505353A CN 110505353 A CN110505353 A CN 110505353A CN 201910818617 A CN201910818617 A CN 201910818617A CN 110505353 A CN110505353 A CN 110505353A
- Authority
- CN
- China
- Prior art keywords
- reporting code
- singal reporting
- enquiry
- information
- code information
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M3/00—Automatic or semi-automatic exchanges
- H04M3/22—Arrangements for supervision, monitoring or testing
- H04M3/2281—Call monitoring, e.g. for law enforcement purposes; Call tracing; Detection or prevention of malicious calls
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/12—Messaging; Mailboxes; Announcements
- H04W4/14—Short messaging services, e.g. short message services [SMS] or unstructured supplementary service data [USSD]
Landscapes
- Engineering & Computer Science (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Computer Security & Cryptography (AREA)
- Technology Law (AREA)
- Telephonic Communication Services (AREA)
Abstract
The invention discloses a kind of number identification method, equipment and computer storage mediums, comprising: obtains enquiry number；The singal reporting code information that the enquiry number is corresponded in the setting period is obtained according to the enquiry number；The enquiry number is identified according to the singal reporting code information using Number Reorganization model, obtain the Number Reorganization result that the enquiry number is intermediary's number or non-intermediary's number, using number identification method provided in an embodiment of the present invention, identified for checking numbers.
Description
Technical field
The present invention relates to machine learning techniques field more particularly to a kind of number identification methods, equipment and computer storage
Medium.
Background technique
With being constantly progressive for society, the mobile terminals such as mobile phone become the electronic product of manpower indispensability, and usual people are logical
Cross the interaction of folding and unfolding short message or information of making a phone call to realize.With popularizing for electronic product, user needs often to face and do not save
The conversational communication of strange number in address list, but due to cannot quickly identify the identity of strange number, user usually can
Face the risk swindled or harassed, and the session of legal communication also because number unknown cause cannot be easily between user
Trust other side, influences both sides' communication efficiency.Various types harassing call is equally adversely affected to people's lives, work belt.
Therefore how accurately to identify that the type of telephone number becomes urgent problem to be solved.
Summary of the invention
The present invention provides a kind of number identification method, equipment and computer storage medium, carries out for accurately checking numbers
Identification.
One aspect of the present invention provides a kind of number identification method, comprising: obtains enquiry number；It is obtained according to the enquiry number
Take the singal reporting code information that the enquiry number is corresponded in the setting period；Believed using Number Reorganization model according to the singal reporting code
Breath identifies the enquiry number, obtains the Number Reorganization knot that the enquiry number is intermediary's number or non-intermediary's number
Fruit.
In a kind of embodiment, the singal reporting code information includes call indication information and short message indication information；Phase
It answers, the singal reporting code information for corresponding to the enquiry number in the setting period is obtained according to the enquiry number, comprising: inquiry institute
State the corresponding call behavioural information of enquiry number and short message behavioural information；The call behavioural information and short message behavior are believed respectively
Breath is counted, and the corresponding conversational nature of the enquiry number and short message feature are obtained；Summarize the conversational nature and described short
Believe feature, obtains singal reporting code information.
In a kind of embodiment, the conversational nature includes at least one following feature: for evaluating the setting
First conversational nature of the related total call frequency of number in period, for evaluating the of incoming call call frequency in the setting period
Two conversational natures, for evaluating the third conversational nature of the outgoing call frequency in the setting period, for evaluating the setting
The 4th conversational nature of incoming call air time in period, for evaluating the 5th call of outgoing call time in the setting period
Feature, for the 6th conversational nature of incoming call call frequency and the outgoing call frequency in the setting period, for comparing
The 7th conversational nature of incoming call air time and outgoing call time in the setting period；The short message feature includes following special
At least one sign: for evaluating the first short message feature of the related total short message frequency of number in the setting period, for evaluating
The the second short message feature for stating collection of letters frequency characteristic in the setting period transmits the of frequency characteristic for evaluating in the setting period
Three short message features.
It is described to utilize Number Reorganization model according to the singal reporting code information to the inquiry in a kind of embodiment
Number is identified, the Number Reorganization result that the enquiry number is intermediary's number or non-intermediary's number is obtained, comprising: will be described
Number Reorganization model described in singal reporting code information input knows the singal reporting code information by the Number Reorganization model
Not, the recognition result that the singal reporting code information is mediation communication indication information or non-mediation communication indication information is obtained；
The enquiry number is corresponded to according to the singal reporting code information, institute is obtained by the recognition result of the singal reporting code information
State the Number Reorganization result that enquiry number is intermediary's number or non-intermediary's number.
In a kind of embodiment, the method also includes: multiple number samples are obtained by intermediary's black and white lists；Root
Corresponding communication behavior message sample is obtained according to the multiple number sample；The communication behavior message sample is counted,
Obtain corresponding singal reporting code message sample；Model training is carried out according to the singal reporting code message sample, obtains the number
Identification model.
Another aspect of the present invention provides a kind of Number Reorganization equipment, comprising: module is obtained, for obtaining enquiry number；It obtains
Modulus block, for obtaining the singal reporting code information for corresponding to the enquiry number in the setting period according to the enquiry number；Identification
Module is obtained described for being identified according to the singal reporting code information to the enquiry number using Number Reorganization model
Enquiry number is the Number Reorganization result of intermediary's number or non-intermediary's number.
In a kind of embodiment, the singal reporting code information includes call indication information and short message indication information；Phase
It answers, the acquisition module, comprising: inquiry submodule, it is corresponding for inquiring the enquiry number by intermediary's black and white lists
Behavioural information of conversing and short message behavioural information；Statistic submodule, for believing respectively the call behavioural information and short message behavior
Breath is counted, and the corresponding conversational nature of the enquiry number and short message feature are obtained；Collects submodule, it is described logical for summarizing
Feature and the short message feature are talked about, singal reporting code information is obtained.
In a kind of embodiment, the identification module, comprising: identification submodule, for the singal reporting code to be believed
Breath inputs the Number Reorganization model, is identified by the Number Reorganization model to the singal reporting code information, obtains institute
State the recognition result that the singal reporting code information is mediation communication indication information or non-mediation communication indication information；Corresponding submodule
Block passes through the identification knot of the singal reporting code information for corresponding to the enquiry number according to the singal reporting code information
Fruit obtains the Number Reorganization result that the enquiry number is intermediary's number or non-intermediary's number.
In a kind of embodiment, the equipment further include: sample obtains module, for obtaining by intermediary's black and white lists
Obtain multiple number samples；Sample respective modules, for obtaining corresponding communication behavior information sample according to the multiple number sample
This；Sample statistics module obtains corresponding singal reporting code information sample for counting to the communication behavior message sample
This；Sample training module obtains the Number Reorganization mould for carrying out model training according to the singal reporting code message sample
Type.
Another aspect of the present invention provides a kind of computer storage medium, and it is executable that computer is stored in the storage medium
Instruction, when executed for executing number identification method described in any one of above-mentioned embodiment.
Number identification method provided in an embodiment of the present invention passes through the communication to enquiry number
Indication information is identified whether identification enquiry number belongs to the number of specified type.Communication by model to enquiry number
Indication information is identified whether identification enquiry number belongs to intermediary's number or non-intermediary's number, and the identification that model is checked numbers is quasi-
True property is high.
Detailed description of the invention
Fig. 1 shows the flow diagram of number identification method of the embodiment of the present invention.
Fig. 2 shows the flow diagrams of singal reporting code information acquisition of the embodiment of the present invention；
Fig. 3 shows the flow diagram of number identification method model of embodiment of the present invention identification；
Fig. 4 shows the flow diagram of model training in number identification method of the embodiment of the present invention；
Fig. 5 shows the module diagram of Number Reorganization equipment of the embodiment of the present invention.
Specific embodiment
To keep the purpose of the present invention, feature, advantage more obvious and understandable, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is only
It is only a part of the embodiment of the present invention, and not all embodiments.Based on the embodiments of the present invention, those skilled in the art are not having
Every other embodiment obtained under the premise of creative work is made, shall fall within the protection scope of the present invention.
Fig. 1 shows the flow diagram of number identification method of the embodiment of the present invention.
Referring to Fig. 1, on the one hand the embodiment of the present invention provides a kind of number identification method, comprising: step 101, inquired
Number；Step 102, the singal reporting code information that enquiry number is corresponded in the setting period is obtained according to enquiry number；Step 103, sharp
Enquiry number is identified according to singal reporting code information with Number Reorganization model, obtain enquiry number be intermediary's number or it is non-in
The Number Reorganization result of Jie's number.
Number identification method provided in an embodiment of the present invention is identified by the singal reporting code information to enquiry number, is known
Whether other enquiry number belongs to the number of specified type.Specified type can be intermediary's number, sale number or other kinds of
Number.This method can be applied to equipment having data processing function, can also be applied to server having data processing function.
Specifically, this method obtains enquiry number first, which includes cell-phone number, home Tel and any other
With communications identities mark number it is any one or more.According to equipment applied by the number identification method, enquiry number
Acquisition pattern equally can also such as be incuded by equipment by equipment by database crawl acquisition enquiry number to be a variety of
Input content obtains enquiry number, can also make to receive inquiry using the equipment of this method by other equipment by communications
Number.
After equipment obtains enquiry number, the singal reporting code that enquiry number is corresponded in the setting period is obtained according to enquiry number
Information.It is understood that setting the period be adjusted as needed, be such as set as one day, one month, three months, 1 year or
Any other duration.Set that the period is longer, and the singal reporting code information that obtains is more within the setting period, make recognition result more subject to
Really.Singal reporting code information is obtained at least through call behavioural information and short message behavioural information.
Wherein, call behavioural information is correlation of the enquiry number within the setting period total air time and/or frequency, setting
The time and/or the frequency that incoming call is conversed in period set the time of outgoing call and the/frequency in the period, set incoming call in the period
The ratio of air time and/or the frequency and outgoing call time and/or the frequency sets incoming call air time and/or frequency in the period
It is secondary with total air time and/or the ratio of the frequency, set in the period outgoing call time and/or the frequency and total air time and/
Or the frequency ratio and other enquiry numbers it is one or more in the information that communication process can generate.Short message behavior
Information is the related total short message frequency of enquiry number enquiry number within the setting period, sets the collection of letters frequency in the period, sets the period
Inside transmit the one or more of the information that frequency characteristic and other enquiry numbers can be generated in short message process.According to need
It wants, crosses call behavioural information and short message behavioural information calculating acquisition singal reporting code information to above-mentioned.
After obtaining singal reporting code information, enquiry number is known according to singal reporting code information using Number Reorganization model
Not, the Number Reorganization result that enquiry number is intermediary's number or non-intermediary's number is obtained.Number Reorganization model can be selected as arbitrarily
The model obtained by singal reporting code message sample corresponding with singal reporting code information training.By Number Reorganization model to communication
Indication information is identified, the corresponding recognition result of singal reporting code information can be obtained, i.e., acquisition enquiry number is corresponding logical
Believe recognition result corresponding to indication information, realizes the identification checked numbers.
For convenience of the understanding of the above method, the embodiment of the present invention, which also provides a kind of specific implementation scene and carries out concrete application, to be said
It is bright.
In the application scenarios, which is applied to mobile phone, for being made whether incoming number for intermediary
The identification of number.When mobile phone receives incoming number, the call behavior letter of the incoming number is transferred from operator database
Breath and short message behavioural information, and call behavioural information and short message behavioural information are obtained into singal reporting code information by calculating.
By in the singal reporting code information input Number Reorganization model of the incoming number, which is XGB model,
By the training of singal reporting code information corresponding to intermediary's number for having been marked in database.By the Number Reorganization model to next
Whether the singal reporting code information of electric number is identified, the recognition result of the singal reporting code information of input is obtained, i.e., be intermediary number
Code judges incoming number for intermediary's number when the singal reporting code information of input is intermediary's number.The number can be marked
Note, to remind user.When the non-intermediary's number of the singal reporting code information of input, that is, judge the non-intermediary's number of the incoming number.
Fig. 2 shows the flow diagrams of singal reporting code information acquisition of the embodiment of the present invention.
Referring to fig. 2, in embodiments of the present invention, singal reporting code information includes call indication information and short message indication information；
Correspondingly, step 102, the singal reporting code information for corresponding to enquiry number in the setting period is obtained according to enquiry number, comprising: step
1021, inquire the corresponding call behavioural information of enquiry number and short message behavioural information；Step 1022, respectively to call behavioural information
It is counted with short message behavioural information, obtains the corresponding conversational nature of enquiry number and short message feature；Step 1023, summarize call
Feature and short message feature obtain singal reporting code information.
Wherein, it is different from call behavioural information and short message behavioural information, singal reporting code information is call behavioural information and short
Believe that behavioural information is obtained by counting statistics, singal reporting code information includes call indication information and short message indication information.Specifically
Acquisition pattern includes,
The corresponding call behavioural information of inquiry enquiry number and short message behavioural information first.The inquiry is in operator database
Or other can inquire call behavioural information and short message behavioural information database in carry out.In another case, when looking into
When inquiry number itself carries call behavioural information and short message behavioural information, can equally it be obtained by being parsed to enquiry number
The behavioural information that must converse and short message behavioural information.
After inquiring call behavioural information and short message behavioural information, to call behavioural information and short message behavioural information foundation
Feature carries out statistics calculating, can be obtained conversational nature and short message feature, and conversational nature and short message feature are summarized, to obtain
The singal reporting code information of corresponding call behavioural information and short message behavioural information.
Indication information of conversing includes several conversational natures, and short message indication information includes several short message features, specifically, at this
In inventive embodiments, conversational nature includes at least one following feature: for evaluating the related total call frequency of number in the setting period
The first secondary conversational nature, for evaluating the second conversational nature of incoming call call frequency in the setting period, for evaluating setting week
The third conversational nature of the outgoing call frequency in phase, for evaluating the 4th conversational nature of incoming call air time in the setting period,
For evaluate setting the period in the outgoing call time the 5th conversational nature, for compare setting the period in incoming call call frequency and
6th conversational nature of the outgoing call frequency, for comparing the 7th of incoming call air time and outgoing call time in the setting period the
Conversational nature；Short message feature includes at least one following feature: for evaluating the related total short message frequency of number in the setting period
First short message feature, for evaluating the second short message feature of collection of letters frequency characteristic in the setting period, for evaluating in the setting period
Transmit the third short message feature of frequency characteristic.
As needed, the statistics that the embodiment of the present invention can carry out arbitrary characteristics to conversational nature and short message feature calculates,
It is to be appreciated that distinguishing indexes obtained by feature can be more accurate when the feature for being used to count is more, further, need
It will be clear that herein feature include corresponding query text singal reporting code information in include conversational nature and Number Reorganization mould
The feature of training in type.For example, identification model is to have passed through when the conversational nature of input model is the first conversational nature
Cross the identification model that the first conversational nature sample training is crossed.It further, in the training process, can be right according to training result
Different weights are set between multiple feature samples, to improve the accuracy of Number Reorganization.Likewise, passing through Number Reorganization model
It carries out in enquiry number identification process, according to training, the conversational nature and short message feature-set difference of enquiry number is weighed
Value, to improve the accuracy of Number Reorganization.For example, working as intermediary's a large amount of outgoing calls within the period, can will be used to evaluate setting
The third conversational nature of the outgoing call frequency sets high weight in period；Equally, when there is within the period outgoing call when intermediary,
The second conversational nature for being used to evaluate incoming call call frequency in the setting period can be set into low weight.
It should be noted that the above conversational nature and short message feature are non-fully enumerated, according to the needs of Number Reorganization, communication
Indication information can also have the 8th conversational nature, the 9th his conversational nature ..., the 4th short message feature, the 5th short message feature ... this
Place does not repeat them here.
Fig. 3 shows the flow diagram of number identification method model of embodiment of the present invention identification.
Referring to Fig. 3, in embodiments of the present invention, step 103, using Number Reorganization model according to singal reporting code information to looking into
It askes number to be identified, obtains the Number Reorganization result that enquiry number is intermediary's number or non-intermediary's number, comprising: step
1031, by singal reporting code information input Number Reorganization model, singal reporting code information is identified by Number Reorganization model, is obtained
It is the recognition result of mediation communication indication information or non-mediation communication indication information to singal reporting code information；Step 1032, according to
Singal reporting code information corresponds to enquiry number, and obtaining enquiry number by the recognition result of singal reporting code information is intermediary's number or non-
The Number Reorganization result of intermediary's number.
It should be noted that the Number Reorganization model of the embodiment of the present invention its pass through the singal reporting code information to enquiry number
It is identified, is the recognition result of mediation communication indication information or non-mediation communication indication information according to singal reporting code information, from
And it corresponds to and obtains whether the enquiry number is the Number Reorganization of intermediary's number or non-intermediary's number as a result, rather than to query ID code book
Body is identified.
Fig. 4 shows the flow diagram of model training in number identification method of the embodiment of the present invention.
Referring to fig. 4, in embodiments of the present invention, method further include: step 401, obtained by intermediary's black and white lists multiple
Number sample；Step 402, corresponding communication behavior message sample is obtained according to multiple number samples；Step 403, it goes to communication
It is counted for message sample, obtains corresponding singal reporting code message sample；Step 404, according to singal reporting code message sample into
Row model training obtains Number Reorganization model.
The Number Reorganization model of application of the embodiment of the present invention is by being trained acquisition to singal reporting code message sample.Its
In, what model can be selected as in XGB model, decision-tree model and Logic Regression Models any is trained it.The present invention
Embodiment is preferably trained XGB model.The training sample of model is obtained by intermediary's black and white lists, wherein with intermediary
The corresponding singal reporting code information training of number in blacklist obtains the recognition result of mediation communication indication information, white by intermediary
The recognition result of the corresponding singal reporting code information training acquisition mediation communication indication information of name single numbers or non-mediation communication index
The recognition result of information.It is to be understood that being identified as intermediary's number herein, as needed, blacklist can be interpreted as with narrow sense
In intermediary's number, or all intermediary's numbers on broad understanding.
When narrow sense is interpreted as intermediary's number in blacklist, the corresponding singal reporting code information of intermediary's white list number is instructed
Practice the recognition result obtained as non-mediation communication indication information；When broadly understood is all intermediary's numbers, by the white name of intermediary
The corresponding singal reporting code information training of single numbers obtains the recognition result for mediation communication indication information.Specific training sample and
Corresponding relationship between sample annotation results is set as needed.
In obtaining multiple number samples, there are the blacklist number sample and corresponding intermediary's white list of corresponding intermediary's blacklist
White list number sample.It is looked into from the database with the corresponding communication behavior information of number sample according to number sample
It looks for, obtains the corresponding communication behavior message sample of each number sample.By calculating communication behavior message sample, obtain
For evaluating the communication feature sample and short message feature samples of call behavior and short message behavior.
Specifically, conversational nature sample includes but is not limited to be used to evaluate the related total call frequency of number in the setting period
First conversational nature, for evaluating the second conversational nature of incoming call call frequency in the setting period, for evaluating in the setting period
The third conversational nature of the outgoing call frequency is used for for evaluating the 4th conversational nature of incoming call air time in the setting period
The 5th conversational nature of outgoing call time in the evaluation setting period, for comparing incoming call call frequency and exhalation in the setting period
6th conversational nature of call frequency, for comparing the 7th call of incoming call air time and outgoing call time in the setting period
Feature；Short message feature samples include but is not limited to the first short message spy for being used to evaluate the related total short message frequency of number in the setting period
Sign transmits frequency spy for evaluating for evaluating the second short message feature of collection of letters frequency characteristic in the setting period in the setting period
The third short message feature of sign.By summarizing conversational nature sample and short message feature samples, can be obtained for training mould
The singal reporting code message sample of type carries out model training according to singal reporting code message sample, obtains Number Reorganization model.Further
You need to add is that the setting period in the sample of training pattern and the setting period in enquiry number.For example, working as query ID
When the singal reporting code information that the singal reporting code information setting in code is one month, the communication obtained in the sample of training pattern refers to
Mark message sample is similarly one month singal reporting code message sample.
For convenience of further understanding for above embodiment, a kind of scene embodiment presented below is illustrated.
In this scenario, include Number Reorganization equipment using number identification method.Carrying out the knowledge of designated number type
When other, training sample is determined according to designated number type first.Such as, when needing using this method to the numbers of all house property mediums
When being identified, firstly, determining the number sample for belonging to house property medium by house property medium black and white lists, in the number sample i.e.
Blacklist sample including house property medium further includes the white list sample of house property medium.Determining the number for belonging to house property medium
After sample, in the database, the communication behavior in the number sample one month is searched, communication behavior includes call behavior and short
Letter behavior.Statistics calculating is carried out according to the call behavior and short message behavior of searching acquisition, counts a month cycle number correlation
Total call frequency feature, a month period incoming call call frequency feature and month period outgoing call frequency characteristic, as logical
Talk about feature samples；The related total short message frequency characteristic of a month cycle number is also counted, period collection of letters call frequency is special within one month
Month period of seeking peace transmits frequency characteristic, as short message feature samples.Features above is indicated by the frequency.As " always
Call frequency x ", " incoming call call frequency y ", " outgoing call frequency z ", wherein x, y, z is the digit for indicating number.
Conversational nature sample and short message feature samples that the corresponding statistics of each number sample obtains are aggregated into a file
In, the corresponding singal reporting code message sample of each sample is obtained, above-mentioned singal reporting code message sample input model is subjected to model
Training, the model of house property medium number communication Behavior law is obtained according to singal reporting code message sample, which can be used as house property
Intermediary's Number Reorganization model.
When obtaining unknown number, when needing to identify the unknown number, pass through data base querying this unknown number first
Communication behavior in code one month, carries out statistics calculating according to communication behavior, counts the related total call of a month cycle number
Frequency characteristic, a month period incoming call call frequency feature and month period outgoing call frequency characteristic, as conversational nature；
Also count the related total short message frequency characteristic of a month cycle number, a month period collection of letters call frequency feature and a month week
Phase transmits frequency characteristic, as short message feature.Features above is indicated by the frequency.
Conversational nature and short message feature are aggregated into a file, the corresponding singal reporting code letter of the unknown number is obtained
Above-mentioned singal reporting code information input model is carried out model identification, identifies whether the singal reporting code information meets house property medium by breath
Number communication Behavior law can assert that the unknown number belongs to house property when meeting house property medium number communication Behavior law
Intermediary's number.
Based on implement scene of the present invention is using the number communication behavior in a month period, house property medium number is led to
Words number record and short message number record are counted, and the unstability of number call behavior and short message behavior is reduced.Pass through group
The call behavioural characteristic and short message behavioural characteristic of house property medium number are closed, house property medium number communication behavior rule are preferably embodied
Rule.
Fig. 5 shows the module diagram of Number Reorganization equipment of the embodiment of the present invention.
Referring to Fig. 5, on the other hand the embodiment of the present invention provides a kind of Number Reorganization equipment, comprising: obtains module 501, uses
In acquisition enquiry number；Module 502 is obtained, for referring to according to the communication for corresponding to enquiry number in the enquiry number acquisition setting period
Mark information；Identification module 503 is obtained for being identified according to singal reporting code information to enquiry number using Number Reorganization model
It is the Number Reorganization result of intermediary's number or non-intermediary's number to enquiry number.
In embodiments of the present invention, singal reporting code information includes call indication information and short message indication information；Correspondingly, obtaining
Modulus block 502, comprising: inquiry submodule 5021, for by the corresponding call behavior of intermediary's black and white lists inquiry enquiry number
Information and short message behavioural information；Statistic submodule 5022, for uniting respectively to call behavioural information and short message behavioural information
Meter obtains the corresponding conversational nature of enquiry number and short message feature；Collects submodule 5023, for summarizing conversational nature and short message
Feature obtains singal reporting code information.
In embodiments of the present invention, identification module 503, comprising: identification submodule 5031, for singal reporting code information is defeated
Enter Number Reorganization model, singal reporting code information is identified by Number Reorganization model, obtaining singal reporting code information is intermediary
The recognition result of singal reporting code information or non-mediation communication indication information；Corresponding submodule 5032, for being believed according to singal reporting code
Corresponding enquiry number is ceased, obtaining enquiry number by the recognition result of singal reporting code information is intermediary's number or non-intermediary's number
Number Reorganization result.
In embodiments of the present invention, equipment further include: sample obtains module 504, for obtaining by intermediary's black and white lists
Multiple number samples；Sample respective modules 505, for obtaining corresponding communication behavior message sample according to multiple number samples；
Sample statistics module 506 obtains corresponding singal reporting code message sample for counting to communication behavior message sample；Sample
This training module 507 obtains Number Reorganization model for carrying out model training according to singal reporting code message sample.
On the other hand the embodiment of the present invention provides a kind of computer storage medium, computer is stored in storage medium to be held
Row instruction, when executed for executing any one of above-mentioned embodiment number identification method.
In the description of this specification, reference term " one embodiment ", " some embodiments ", " example ", " specifically show
The description of example " or " some examples " etc. means specific features, structure, material or spy described in conjunction with this embodiment or example
Point is included at least one embodiment or example of the invention.Moreover, particular features, structures, materials, or characteristics described
It may be combined in any suitable manner in any one or more of the embodiments or examples.In addition, without conflicting with each other, this
The technical staff in field can be by the spy of different embodiments or examples described in this specification and different embodiments or examples
Sign is combined.
In addition, term " first ", " second " are used for descriptive purposes only and cannot be understood as indicating or suggesting relative importance
Or implicitly indicate the quantity of indicated technical characteristic." first " is defined as a result, the feature of " second " can be expressed or hidden
It include at least one this feature containing ground.In the description of the present invention, the meaning of " plurality " is two or more, unless otherwise
Clear specific restriction.
The above description is merely a specific embodiment, but scope of protection of the present invention is not limited thereto, any
Those familiar with the art in the technical scope disclosed by the present invention, can easily think of the change or the replacement, and should all contain
Lid is within protection scope of the present invention.Therefore, protection scope of the present invention should be based on the protection scope of the described claims.
Claims (10)
1. a kind of number identification method characterized by comprising
Obtain enquiry number；
The singal reporting code information that the enquiry number is corresponded in the setting period is obtained according to the enquiry number；
The enquiry number is identified according to the singal reporting code information using Number Reorganization model, obtains the query ID
Code is the Number Reorganization result of intermediary's number or non-intermediary's number.
2. the method according to claim 1, wherein the singal reporting code information includes call indication information and short
Believe indication information；
Correspondingly, obtaining the singal reporting code information for corresponding to the enquiry number in the setting period according to the enquiry number, comprising:
Inquire the corresponding call behavioural information of the enquiry number and short message behavioural information；
The call behavioural information and short message behavioural information are counted respectively, it is special to obtain the corresponding call of the enquiry number
Short message of seeking peace feature；
Summarize the conversational nature and the short message feature, obtains singal reporting code information.
3. according to the method described in claim 2, it is characterized in that,
The conversational nature includes at least one following feature: for evaluating the related total call frequency of number in the setting period
The first conversational nature, it is described for evaluating for evaluating the second conversational nature of incoming call call frequency in the setting period
The third conversational nature for setting the outgoing call frequency in the period, for evaluating the 4th of the incoming call air time in the setting period the
Conversational nature, for evaluating the 5th conversational nature of outgoing call time in the setting period, for the setting week
6th conversational nature of incoming call call frequency and the outgoing call frequency in phase, when conversing for incoming call in the setting period
Between and the outgoing call time the 7th conversational nature；
The short message feature includes at least one following feature: for evaluating the related total short message frequency of number in the setting period
The first short message feature, it is described for evaluating for evaluating the second short message feature of collection of letters frequency characteristic in the setting period
The third short message feature of frequency characteristic is transmitted in the setting period.
4. the method according to claim 1, wherein described utilize Number Reorganization model according to the singal reporting code
Information identifies the enquiry number, obtains the Number Reorganization knot that the enquiry number is intermediary's number or non-intermediary's number
Fruit, comprising:
By Number Reorganization model described in the singal reporting code information input, by the Number Reorganization model to the singal reporting code
Information is identified, the identification that the singal reporting code information is mediation communication indication information or non-mediation communication indication information is obtained
As a result；
The enquiry number is corresponded to according to the singal reporting code information, is obtained by the recognition result of the singal reporting code information
It is the Number Reorganization result of intermediary's number or non-intermediary's number to the enquiry number.
5. method according to any one of claims 1 to 4, which is characterized in that the method also includes:
Multiple number samples are obtained by intermediary's black and white lists；
Corresponding communication behavior message sample is obtained according to the multiple number sample；
The communication behavior message sample is counted, corresponding singal reporting code message sample is obtained；
Model training is carried out according to the singal reporting code message sample, obtains the Number Reorganization model.
6. a kind of Number Reorganization equipment characterized by comprising
Module is obtained, for obtaining enquiry number；
Module is obtained, for obtaining the singal reporting code letter for corresponding to the enquiry number in the setting period according to the enquiry number
Breath；
Identification module, for being identified according to the singal reporting code information to the enquiry number using Number Reorganization model,
Obtain the Number Reorganization result that the enquiry number is intermediary's number or non-intermediary's number.
7. equipment according to claim 6, which is characterized in that the singal reporting code information includes call indication information and short
Believe indication information；
Correspondingly, the acquisition module, comprising:
Submodule is inquired, for inquiring the corresponding call behavioural information of the enquiry number and short message row by intermediary's black and white lists
For information；
Statistic submodule obtains the inquiry for counting respectively to the call behavioural information and short message behavioural information
The corresponding conversational nature of number and short message feature；
Collects submodule obtains singal reporting code information for summarizing the conversational nature and the short message feature.
8. equipment according to claim 6, which is characterized in that the identification module, comprising:
Submodule is identified, for passing through the Number Reorganization mould for Number Reorganization model described in the singal reporting code information input
Type identifies the singal reporting code information, obtains during the singal reporting code information is mediation communication indication information or is non-
The recognition result of Jie's singal reporting code information；
Corresponding submodule passes through the singal reporting code for corresponding to the enquiry number according to the singal reporting code information
The recognition result of information obtains the Number Reorganization result that the enquiry number is intermediary's number or non-intermediary's number.
9. according to the described in any item equipment of claim 6 to 8, which is characterized in that the equipment further include:
Sample obtains module, for obtaining multiple number samples by intermediary's black and white lists；
Sample respective modules, for obtaining corresponding communication behavior message sample according to the multiple number sample；
Sample statistics module obtains corresponding singal reporting code information sample for counting to the communication behavior message sample
This；
Sample training module obtains the Number Reorganization mould for carrying out model training according to the singal reporting code message sample
Type.
10. a kind of computer storage medium, which is characterized in that computer executable instructions are stored in the storage medium, when
Described instruction, which is performed, requires any one of the 1-5 number identification method for perform claim.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910818617.7A CN110505353A (en) | 2019-08-30 | 2019-08-30 | A kind of number identification method, equipment and computer storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910818617.7A CN110505353A (en) | 2019-08-30 | 2019-08-30 | A kind of number identification method, equipment and computer storage medium |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN110505353A true CN110505353A (en) | 2019-11-26 |
Family
ID=68590853
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910818617.7A Pending CN110505353A (en) | 2019-08-30 | 2019-08-30 | A kind of number identification method, equipment and computer storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN110505353A (en) |
Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103369095A (en) * | 2012-03-30 | 2013-10-23 | 北京千橡网景科技发展有限公司 | Method and device for type identification of incoming call or text message |
| US8948795B2 (en) * | 2012-05-08 | 2015-02-03 | Sybase 365, Inc. | System and method for dynamic spam detection |
| CN106255116A (en) * | 2016-08-24 | 2016-12-21 | 王瀚辰 | A kind of recognition methods harassing number |
| CN106911845A (en) * | 2017-02-21 | 2017-06-30 | 北京小米移动软件有限公司 | Incoming call reminding method and device |
| CN103188635B (en) * | 2011-12-29 | 2017-08-08 | 上海粱江通信系统股份有限公司 | A kind of method that junk short message source is recognized based on the frequency and called distribution rule |
| CN107331385A (en) * | 2017-07-07 | 2017-11-07 | 重庆邮电大学 | A kind of identification of harassing call and hold-up interception method |
| CN107404589A (en) * | 2017-08-10 | 2017-11-28 | 北京泰迪熊移动科技有限公司 | Kind identification method, device and the terminal device of call number |
| CN108366173A (en) * | 2018-01-05 | 2018-08-03 | 腾讯科技（深圳）有限公司 | A kind of phone recognition methods, relevant device and system |
-
2019
- 2019-08-30 CN CN201910818617.7A patent/CN110505353A/en active Pending
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103188635B (en) * | 2011-12-29 | 2017-08-08 | 上海粱江通信系统股份有限公司 | A kind of method that junk short message source is recognized based on the frequency and called distribution rule |
| CN103369095A (en) * | 2012-03-30 | 2013-10-23 | 北京千橡网景科技发展有限公司 | Method and device for type identification of incoming call or text message |
| US8948795B2 (en) * | 2012-05-08 | 2015-02-03 | Sybase 365, Inc. | System and method for dynamic spam detection |
| CN106255116A (en) * | 2016-08-24 | 2016-12-21 | 王瀚辰 | A kind of recognition methods harassing number |
| CN106911845A (en) * | 2017-02-21 | 2017-06-30 | 北京小米移动软件有限公司 | Incoming call reminding method and device |
| CN107331385A (en) * | 2017-07-07 | 2017-11-07 | 重庆邮电大学 | A kind of identification of harassing call and hold-up interception method |
| CN107404589A (en) * | 2017-08-10 | 2017-11-28 | 北京泰迪熊移动科技有限公司 | Kind identification method, device and the terminal device of call number |
| CN108366173A (en) * | 2018-01-05 | 2018-08-03 | 腾讯科技（深圳）有限公司 | A kind of phone recognition methods, relevant device and system |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| Umayaparvathi et al. | Applications of data mining techniques in telecom churn prediction | |
| CN105824813B (en) | A kind of method and device for excavating core customer | |
| CN110807085B (en) | Fault information query method and device, storage medium and electronic device | |
| CN111104521B (en) | Anti-fraud detection method and detection system based on graph analysis | |
| CN109688275A (en) | Harassing call recognition methods, device and storage medium | |
| CN107092651B (en) | Key character mining method and system based on communication network data analysis | |
| CN111274338B (en) | Pre-outbound user identification method based on mobile big data | |
| CN107527240A (en) | A kind of operator's industry product Praise effect identification system and method | |
| CN113961712A (en) | Knowledge graph-based fraud telephone analysis method | |
| CN108268477A (en) | A kind of customer relationship based on ticket determines method and apparatus | |
| CN110909129B (en) | Abnormal complaint event identification method and device | |
| CN110113748A (en) | Harassing call monitoring method, device | |
| CN110505353A (en) | A kind of number identification method, equipment and computer storage medium | |
| Boselli et al. | Inconsistency knowledge discovery for longitudinal data management: A model-based approach | |
| CN109213881A (en) | A kind of similar mark querying method and device | |
| CN110611689B (en) | Information identification method and device and computer readable storage medium | |
| CN110519466A (en) | A kind of express delivery number identification method, equipment and computer storage medium | |
| CN106682180A (en) | Data inquiry method and device | |
| CN110516046A (en) | A kind of negative lable number recognition methods, equipment and computer storage medium | |
| CN110830664B (en) | Method and device for identifying telecommunication fraud potential victim user | |
| CN110569435B (en) | Intelligent dual-ended recommendation engine system and method | |
| CN110113471B (en) | Number monitoring method and device | |
| CN109919811B (en) | Insurance agent culture scheme generation method based on big data and related equipment | |
| CN110046292B (en) | Public opinion data processing method, device, equipment and storage medium | |
| Petrovic | Adopting Data Mining Techniques in Telecommunications Industry: Call Center Case Study |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20191126 |