CN104469709B - Identify the method and electronic equipment of short message - Google Patents
Identify the method and electronic equipment of short message Download PDFInfo
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- CN104469709B CN104469709B CN201310416788.XA CN201310416788A CN104469709B CN 104469709 B CN104469709 B CN 104469709B CN 201310416788 A CN201310416788 A CN 201310416788A CN 104469709 B CN104469709 B CN 104469709B
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- 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]
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- Computer Networks & Wireless Communication (AREA)
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Abstract
The embodiment of the invention discloses a kind of methods and electronic equipment of identification short message, are related to technical field of electronic equipment, user can be made to have dominant understanding to the refuse messages of judgement.The method of the present invention includes:Receive short message;Calculate the probability value that the short message is first kind short message;According to the probability value short message is stored in designated position;The probability value is shown for the short message.The present invention is suitable for electronic equipment.
Description
Technical field
The present invention relates to technical field of electronic equipment more particularly to a kind of methods and electronic equipment of identification short message.
Background technology
Currently, SMS has become a convenient way of people's communication, but accompanying problem is that,
Mobile phone user can may receive many refuse messages daily.These refuse messages have obvious, some be not it is obvious that
Whether even all bad determination short message of user is related with oneself, if useful to oneself.Information in refuse messages not only shadow
Client perception, damage the benefit of client are rung, and part of short message can also be contrary to law, affects social stability and national security,
Prodigious puzzlement is brought to the life of user.Accordingly, for the identification and processing of refuse messages, become the weight currently to be considered
Want problem.
There are many kinds of the methods used in the prior art to the identification of refuse messages, for example, passing through address list or blacklist
Short message is matched, is identified using algorithm of support vector machine or establishes junk information rule base etc..User installation
The short message that mobile phone receives is identified in these softwares or system, filters out refuse messages therein, reduces the tired of user
It disturbs.
At least there are the following problems in the prior art:In said program, user can only obtain one according to software or system
Short message is refuse messages or is not both results of refuse messages.For being judged as the short message of refuse messages, user
It will be considered that the short message is refuse messages, to not go to check its particular content.But due to the defect of decision rule itself, judgement
As a result not fully correct.User can miss some important short messages in the case where that can not have dominant understanding to refuse messages,
Loss is brought to user.
Invention content
The embodiment of the present invention provides a kind of method and electronic equipment of identification short message, can solve user due to being judged to
The problem of dominant understanding of the poor information for refuse messages that breaks omits important short message, user is caused to lose.
In order to achieve the above objectives, the embodiment of the present invention adopts the following technical scheme that:
In a first aspect, the embodiment of the present invention provides a kind of method of identification short message, including:
Receive short message;
Calculate the probability value that the short message is first kind short message;
According to the probability value short message is stored in designated position;
The probability value is shown for the short message.
Second aspect, the embodiment of the present invention provide a kind of electronic equipment, including:
First receiving unit, for receiving short message;
First computing unit is the general of first kind short message for calculating the short message that first receiving unit receives
Rate value;
Storage unit, the probability value for being calculated according to first computing unit store described the in designated position
The short message that one receiving unit receives;
Display unit, the short message by being received for first receiving unit are shown based on first computing unit
The probability value calculated.
The method and electronic equipment of a kind of identification short message provided in an embodiment of the present invention, can only root with user in the prior art
According to software either system obtain one article of short message be the first short message or be not the first short message both as a result, for being judged as
The short message of a kind of short message, user will not go to compare the problem of checking its particular content, can miss some important short messages, the present invention
Middle electronic equipment shows the probability value that the short message calculated when identifying short message is first kind short message when storing short message
In the short message, according to the probability value shown in short message, the short message to being judged as first kind short message has aobvious user
Property understanding, its content importance is judged, can avoid omit fall important short message, cause user to lose.
Description of the drawings
It to describe the technical solutions in the embodiments of the present invention more clearly, below will be to needed in the embodiment
Attached drawing is briefly described, it should be apparent that, drawings in the following description are only some embodiments of the invention, for ability
For the those of ordinary skill of domain, without creative efforts, it can also be obtained according to these attached drawings other attached
Figure.
Fig. 1 is the method flow diagram that one embodiment of the invention provides;
Fig. 2 is the method flow diagram that further embodiment of this invention provides;
Fig. 3, Fig. 4 are the electronic devices structure schematic diagram that further embodiment of this invention provides.
Specific implementation mode
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation describes, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts all other
Embodiment shall fall within the protection scope of the present invention.
The embodiment of the present invention provide it is a kind of identification short message method, be used for electronic equipment, electronic equipment can and server
Carry out information exchange.As shown in Figure 1, the method includes:
101, electronic equipment receives short message.
Wherein, electronic equipment receives short message from network, while monitoring the short message of reception.Electronic equipment receives
Short message be divided into first kind short message and the second class short message, for example, first kind short message be refuse messages, the second class short message is normal
Short message.
102, electronic equipment calculates the probability value that short message is first kind short message.
Wherein, it is first that electronic equipment calculates the short message received according to short message rule base and short message language feature model
The probability value of class short message.
Further, the threshold value that first kind short message differentiates is provided in electronic equipment, by calculated first kind short message
Probability value is compared with the threshold value of setting.If calculated probability value is more than the threshold value of setting, short message is determined as
First kind short message;If short message is determined as the second class short message by calculated probability value no more than the threshold value of setting.
It should be noted that in initialization, the threshold value that first kind short message differentiates has been set, and user can be according to specific
Service condition changes the value of threshold value.
Optionally, electronic equipment, can be to short before calculating the probability value that the short message received is first kind short message
Information is pre-processed.For example, after electronic equipment receives short message, the number of short message will be first sent with address list and in vain
List is matched, if the number for sending short message is number on white list or address list, short message is determined as the
Two class short messages are simultaneously stored to corresponding position;If the number for sending short message is not the number on white list or address list, count
Calculate the probability value that short message is first kind short message.
Further, after short message to be divided into first kind short message and the second class short message according to probability value, electronic equipment can be with
The type of first kind short message is identified according to short message type rule base, and calculates the probability value of the type of first kind short message.
Short message type rule base has been stored in electronic equipment.
103, electronic equipment stores short message according to probability value in designated position.
Wherein, after short message to be divided into first kind short message and the second class short message according to probability value, electronic equipment is distinguished
Corresponding position is stored, so that user checks.For example, storing first kind short message to refuse messages library, by the second class short message
Store short message inbox.
104, electronic equipment is short message indicating probability value.
Wherein, after electronic equipment stores short message, show that the short message of calculating is first kind short message in the short message
Probability value.Its affiliated type, and the probability value of the affiliated type of calculating can also be shown for first kind short message.
Further, user, can be according to the probability value that the short message of calculating is first kind short message when checking short message
Short message is adjusted, that is, issues the first adjustment instruction.Electronic equipment is short according to the first adjustment instruction adjustment that user issues
Believe rule base and short message language feature model.
Optionally, for first kind short message, electronic equipment is classified, and after calculating the probability value of type, and user is looking into
When seeing first kind short message, first kind short message can be adjusted according to the type of display and the probability value of type, that is, issue
Two adjustment instructions.The second adjustment instruction adjustment short message type rule base that electronic equipment is issued according to user.
It should be noted that user when checking short message, can be reported, that is, issue third adjustment instruction.Electronics
The short message of report is sent to server by equipment according to third adjustment instruction.The short message that server storage receives, according to connecing
Short message rule base, short message type rule base and the short message language feature model of the short message routine adjustment server end of receipts, and lead to
Know electronic equipment.Electronic equipment receives the fresh information that server is sent, more new message rule base, short message type rule base and short
Believe language feature model.
In the prior art, user can only either system obtains a short message and is first kind short message or is not according to software
First kind short message both as a result, short message for being judged as first kind short message, user do not go to check its particular content, meeting
Miss some important short messages.Compared with the problems of the prior art, electronic equipment will identify short message in the embodiment of the present invention
When the short message that calculates be that the probability value of first kind short message is shown in when storing short message in the short message.It solves existing
User omits asking for important short message due to lacking dominant understanding to the short message for being judged as first kind short message in technology
Topic.By solving above-mentioned technical problem, user judges its content importance according to the probability value shown in short message,
It can avoid omitting important short message, user is caused to lose.
Further embodiment of this invention provide it is a kind of identification short message method, be used for electronic equipment, by taking mobile phone as an example, mobile phone and
Refuse messages identification library, including short message rule base, short message language feature model and short message type rule have been stored in cloud server
Then library etc., mobile phone can carry out information exchange with cloud server.As shown in Fig. 2, the method includes:
201, mobile phone receives short message.
Wherein, mobile phone receives short message from network, while monitoring the short message of reception.The short message that mobile phone receives
It is divided into two classes:First kind short message is refuse messages, and the second class short message is normal short message.
202, mobile phone pre-processes the short message received.
Wherein, mobile phone will first send the number and address list and white list progress of short message after receiving short message
Match, if the number for sending short message is the number on white list or address list, short message is determined as normal short message, and deposit
Store up short message inbox;If the number for sending short message is not the number on white list or address list, calculating short message is
The probability value of refuse messages.
203, mobile phone calculates the probability value that pretreated short message is refuse messages.
Wherein, calculating process is mobile phone according to refuse messages rule base, refuse messages language feature model, short with rubbish
Letter decision algorithm calculated, computational methods can be rule-based method, the method based on semantic grammar, based on condition it is general
The combination of the method for rate classification, method based on cluster etc. or a variety of methods.The embodiment of the present invention is rubbish to calculating short message
The realization method of the probability value of rubbish short message does not limit, and can be arbitrary realization method well-known to those skilled in the art.Example
Such as, refuse messages identification library is by the analysis of the semantic, structure to refuse messages and number etc., extract refuse messages content and number
Code feature establishes rubbish by the methods of neural network or support vector machines in conjunction with the sensitive vocabulary of similar " Falun Gong " etc.
Short message sample database;When short message identifies, feature mode matching is carried out to its content and number, show that it is according to matching result
The probability value of refuse messages.Result of calculation can be indicated with the numerical value between 0%-100%.
204, judge whether pretreated short message is more than threshold value for the probability value of refuse messages, if the short message is rubbish
The probability value of rubbish short message is more than threshold value, executes step 205;Otherwise, step 208 is executed.
It should be noted that the threshold value that refuse messages differentiate is provided in mobile phone, for judging pretreated short message
Whether it is refuse messages.In initialization, the threshold value that refuse messages differentiate has been set, and user can be according to particular condition in use
Change the value of threshold value.
Wherein, the probability value of calculated refuse messages is compared with the threshold value of setting.If calculated probability
Short message is then determined as refuse messages, is stored in refuse messages library by value more than the threshold value of setting;If calculated probability value
No more than the threshold value of setting, then short message is determined as normal short message, be stored in short message inbox.
205, the short message is determined as refuse messages by mobile phone, and the refuse messages type belonging to the short message is identified
And calculate the probability value that the short message is the refuse messages type.
Wherein, after pretreated short message is divided into refuse messages and normal short message according to the probability value of calculating, hand
Machine can be identified the type of refuse messages according to short message type rule base, and calculate the probability of the type of refuse messages
Value.
206, mobile phone is the affiliated type and type that the short message shows the probability value that it is refuse messages and refuse messages
Probability value.
Wherein, after mobile phone stores refuse messages, show that short message is the probability of refuse messages on the refuse messages
Value and the affiliated type of refuse messages and the probability value of type, can be identified in short message, or can identify and believe
It ceases in details.
207, mobile phone receives user and indicates the adjustment of refuse messages.
Wherein, user is when checking refuse messages, it can be seen that this short message is probability value and its institute of refuse messages
Belong to the probability value of type and type.User can recall operation according to the content of display by actions such as click or long-press short messages
Interface is adjusted this short message.
For example, short message is reverted to normal short message, short message being confirmed to, refuse messages, modification short message are refuse messages
Probability value, the affiliated type of modification refuse messages, the probability value of type for changing refuse messages, report etc..
Further, mobile phone receives the adjustment instruction of user, and records the content of adjustment, then executes step 210.
208, the short message is determined as normal short message by mobile phone, and is the probability value that the short message shows that it is refuse messages.
Wherein, after mobile phone stores normal short message, the probability value of the refuse messages of calculating is shown in the short message, it can be with
It is identified in short message, or can be identified in message details.
209, mobile phone receives user and indicates the adjustment of normal short message.
Wherein, user is when checking normal short message, it can be seen that this short message is the probability value of refuse messages.User can be with
Operation interface is recalled, this short message is handled by actions such as click or long-press short messages according to the content of display.
For example, modification short message is confirmed as refuse messages, report etc. for the probability value of refuse messages, by short message.
Further, mobile phone receives the adjustment instruction of user, and records the content of adjustment, then executes step 210.
210, mobile phone adjusts instruction adjustment refuse messages according to user and identifies library.
Wherein, the Suitable content of mobile phone record user, is fed back to refuse messages identification library, adjustment short message rule base,
Short message language feature model and short message type rule base.
211, server update refuse messages identify library.
Wherein, when mobile phone receives the adjustment instruction of user's report short message, the short message of report is sent to high in the clouds clothes
Business device.Server receives the short message of all user's reports and storage, regularly uses these short messages to the rubbish on server
Rubbish short message rule base, refuse messages typing rule library and refuse messages language feature model carry out machine learning and automatic training,
Library is identified to update refuse messages, and sends fresh information to mobile phone.
Optionally, it after Suitable content of the mobile phone record user when checking normal short message and refuse messages, can be sent out
It send to cloud server, server content depending on the user's operation, to the refuse messages rule base on server, refuse messages class
Type rule base and refuse messages language feature model are trained automatically.
212, mobile phone update refuse messages identify library.
Wherein, mobile phone periodically receives the fresh information of server transmission, is identified according to newer refuse messages on server
Library, short message rule base, short message type rule base and short message language feature model in the refuse messages identification library on more new cell-phone.Such as
Fruit user thinks that the identification library of the refuse messages on mobile phone without update, can ignore the update notification of server.
In the prior art, user can only either system obtains a short message and is refuse messages or is not rubbish according to software
Rubbish short message both as a result, short message for being judged as refuse messages, user do not go to check its particular content, one can be missed
A little important short messages.Compared with the problems of the prior art, mobile phone will calculate short when identifying short message in the embodiment of the present invention
Information is the probability value of the affiliated type of probability value, refuse messages of refuse messages and the type of refuse messages, in storage short message
When breath, it is shown in the short message.User in the prior art is solved due to lacking to the short message for being judged as refuse messages
It is dominant understanding and omit fall important short message the problem of.By solving above-mentioned technical problem, user is according to showing in short message
The probability value of probability value, the refuse messages affiliated type and type of refuse messages, judges its content importance, can keep away
Exempt to omit important short message, user is caused to lose.
Further embodiment of this invention provides a kind of electronic equipment 30, as shown in figure 3, the electronic equipment 30 includes:
First receiving unit 301, for receiving short message;
First computing unit 302 is that the first kind is short for calculating the short message that first receiving unit 301 receives
The probability value of letter;
Storage unit 303, the probability value for being calculated according to first computing unit 302 are stored in designated position
The short message that first receiving unit 301 receives;
Display unit 304, the short message for being received for first receiving unit 301 show that described first calculates
The probability value that unit 302 calculates.
Further, first computing unit 302 is specifically used for:
The short message that first receiving unit 301 receives is calculated according to short message rule base and short message language feature model
Breath is the probability value of the first kind short message.
Further, as shown in figure 4, the electronic equipment 30 further includes:
Determination unit 305, the probability value for being calculated according to first computing unit 302 determine that described first connects
Receive whether the short message that unit 301 receives is the first kind short message;
Second computing unit 306, if being described first for the short message that first receiving unit 301 receives
Class short message calculates the probability value of the type of the first kind short message.
Further, second computing unit 306 is specifically used for:
The probability value of the type of the first kind short message is calculated according to short message type rule base.
Further, the short message that the display unit 304 is additionally operable to determine for the determination unit 305 shows institute
State the probability value of the type of the type of first kind short message and the first kind short message of second computing unit 306 calculating.
Further, as shown in figure 4, the electronic equipment 30 further includes:
Second receiving unit 307, for receiving the instruction of user's the first adjustment, the first adjustment is designated as user according to institute
The probability value for stating the calculating of the first computing unit 302 issues;
Adjustment unit 308, the first adjustment for being received according to second receiving unit 307 indicate described in adjustment
Short message rule base and the short message language feature model.
Further, second receiving unit 307 is additionally operable to receive the instruction of user's second adjustment, and the second adjustment refers to
It is shown as the first kind short message that user calculates according to the type of the first kind short message and second computing unit 306
The probability value of type issues;
The adjustment unit 308 is additionally operable to indicate to adjust according to the second adjustment that second receiving unit 307 receives
The whole short message type rule base.
Further, as shown in figure 4, second receiving unit 307 is additionally operable to receive the third adjustment instruction of user;Institute
Stating electronic equipment 30 further includes:
Transmission unit 309, the third adjustment instruction for being received according to second receiving unit 307 will be described short
Information is sent to server, and the server adjusts server end for storing the short message, and according to the short message
Short message rule base, short message type rule base and short message language feature model;
Updating unit 310, the fresh information sent for receiving the server update the short message rule base, described
Short message type rule base and the short message language feature model.
In the prior art, user can only either system obtains a short message and is first kind short message or is not according to software
First kind short message both as a result, short message for being judged as first kind short message, user do not go to check its particular content, meeting
Miss some important short messages.Compared with the problems of the prior art, electronic equipment 30 will identify short message in the embodiment of the present invention
The short message calculated when breath is that the probability value of first kind short message is shown in when storing short message in the short message.It solves existing
There is user in technology to omit important short message due to lacking dominant understanding to the short message for being judged as first kind short message
Problem.By solving above-mentioned technical problem, user sentences its content importance according to the probability value shown in short message
It is disconnected, it can avoid omitting important short message, user is caused to lose.
The embodiment of the method for above-mentioned offer may be implemented in a kind of electronic equipment of identification short message provided in an embodiment of the present invention,
Concrete function realizes the explanation referred in embodiment of the method, and details are not described herein.A kind of identification provided in an embodiment of the present invention
The method and electronic equipment of short message can be adapted for electronic equipment, but be not limited only to this.
Each embodiment in this specification is described in a progressive manner, identical similar portion between each embodiment
Point just to refer each other, and each embodiment focuses on the differences from other embodiments.Especially for equipment reality
For applying example, since it is substantially similar to the method embodiment, so describing fairly simple, related place is referring to embodiment of the method
Part explanation.
One of ordinary skill in the art will appreciate that realizing all or part of flow in above-described embodiment method, being can be with
Relevant hardware is instructed to complete by computer program, the program can be stored in a computer read/write memory medium
In, the program is when being executed, it may include such as the flow of the embodiment of above-mentioned each method.Wherein, the storage medium can be magnetic
Dish, CD, read-only memory(Read-Only Memory, ROM)Or random access memory(Random Access
Memory, RAM)Deng.
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, all answer by the change or replacement that can be readily occurred in
It is included within the scope of the present invention.Therefore, protection scope of the present invention should be subject to the protection scope in claims.
Claims (14)
1. a kind of method of identification short message, is applied to electronic equipment, which is characterized in that including:
Receive short message;
Calculate the probability value that the short message is first kind short message;
According to the probability value short message is stored in designated position;
The probability value is shown for the short message;
It is described show the probability value for the short message after, the method further includes:
The instruction of user's the first adjustment is received, the first adjustment is designated as user and is issued according to the probability value;
Adjustment short message rule base and short message language feature model are indicated according to the first adjustment.
2. according to the method described in claim 1, it is characterized in that, described calculate the probability that the short message is first kind short message
Value includes:
The probability value that the short message is the first kind short message is calculated according to short message rule base and short message language feature model.
3. according to the method described in claim 1, it is characterized in that, calculating the short message described as the general of first kind short message
After rate value, the method further includes:
Determine whether the short message is the first kind short message according to the probability value;
If the short message is the first kind short message, the probability value of the type of the first kind short message is calculated.
4. according to the method described in claim 3, it is characterized in that, the probability value of the type for calculating the first kind short message
Including:
The probability value of the type of the first kind short message is calculated according to short message type rule base.
5. method according to claim 3 or 4, which is characterized in that deposited in designated position according to the probability value described
After storing up the short message, the method further includes:
The probability value of the type of the first kind short message and the type of the first kind short message is shown for the short message.
6. according to the method described in claim 5, it is characterized in that, showing the first kind short message described for the short message
Type and the first kind short message type probability value after, the method further includes:
The instruction of user's second adjustment is received, the second adjustment is designated as type and institute of the user according to the first kind short message
The probability value for stating the type of first kind short message issues;
The short message type rule base is adjusted according to second adjustment instruction.
7. according to the method described in claim 1, it is characterized in that, the method further includes:
Receive the third adjustment instruction of user;
The short message is sent to server according to third adjustment instruction, the server is for storing the short message
Breath, and according to short message rule base, short message type rule base and the short message language feature model of short message adjustment server end;
The fresh information that the server is sent is received, the short message rule base, the short message type rule base and described are updated
Short message language feature model.
8. a kind of electronic equipment, which is characterized in that including:
First receiving unit, for receiving short message;
First computing unit, for calculating the probability that the short message that first receiving unit receives is first kind short message
Value;
Storage unit, the probability value for being calculated according to first computing unit connect in designated position storage described first
Receive the short message that unit receives;
Display unit, the short message for being received for first receiving unit show what first computing unit calculated
The probability value;
The electronic equipment further includes:
Second receiving unit, for receiving the instruction of user's the first adjustment, the first adjustment is designated as user according to described first
The probability value that computing unit calculates issues;
Adjustment unit, the first adjustment instruction for being received according to second receiving unit adjust short message rule base and short
Believe language feature model.
9. electronic equipment according to claim 8, which is characterized in that first computing unit is specifically used for:
It is institute to calculate the short message that first receiving unit receives according to short message rule base and short message language feature model
State the probability value of first kind short message.
10. electronic equipment according to claim 8, which is characterized in that the electronic equipment further includes:
Determination unit, the probability value for being calculated according to first computing unit determine that first receiving unit receives
The short message whether be the first kind short message;
Second computing unit, if being the first kind short message, meter for the short message that first receiving unit receives
Calculate the probability value of the type of the first kind short message.
11. electronic equipment according to claim 10, which is characterized in that second computing unit is specifically used for:
The probability value of the type of the first kind short message is calculated according to short message type rule base.
12. the electronic equipment according to claim 10 or 11, which is characterized in that the display unit is additionally operable to be described true
It is described that the short message that order member determines shows that the type of the first kind short message and second computing unit calculate
The probability value of the type of first kind short message.
13. electronic equipment according to claim 12, which is characterized in that second receiving unit is additionally operable to receive user
Second adjustment indicates that the second adjustment is designated as user and calculates list according to the type of the first kind short message and described second
The probability value of the type for the first kind short message that member calculates issues;
The second adjustment instruction that the adjustment unit is additionally operable to be received according to second receiving unit adjusts the short message
Typing rule library.
14. electronic equipment according to claim 8, which is characterized in that second receiving unit is additionally operable to receive user
Third adjustment instruction;The electronic equipment further includes:
The short message is sent to by transmission unit, the third adjustment instruction for being received according to second receiving unit
Server, the server for storing the short message, and according to the short message adjust server end short message rule base,
Short message type rule base and short message language feature model;
Updating unit, the fresh information sent for receiving the server, updates the short message rule base, the short message type
Rule base and the short message language feature model.
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