CN104123328A - Method and device used for inhibiting spam comments in website - Google Patents
Method and device used for inhibiting spam comments in website Download PDFInfo
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- CN104123328A CN104123328A CN201310158541.2A CN201310158541A CN104123328A CN 104123328 A CN104123328 A CN 104123328A CN 201310158541 A CN201310158541 A CN 201310158541A CN 104123328 A CN104123328 A CN 104123328A
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- G06F16/90—Details of database functions independent of the retrieved data types
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Abstract
The embodiment of the invention relates to a method and device used for inhibiting spam comments in a website. The method includes the steps that for comments released by a user in the website, the comments are displayed to the user; the probability of displaying the comments to other users except for the user in the website is determined according to the reliability of the user, wherein the reliability is at least determined according to the historical behavior of the user, and the historical behavior at least includes the registration behavior and the release behavior of the user; whether the comments should be displayed to other users or not is judged according to the probability. By means of the method and device, the spam comments can be inhibited more effectively.
Description
Technical field
Embodiments of the present invention relate generally to network information technology field, more specifically, relate to the method and apparatus for suppress rubbish comment in website.
Background technology
Along with the development of infotech, a lot of websites are supported in carries out interaction between user.When a people has carried out registration and may also pass through relevant authentication to website after, he/her is called as " user " of this website.In website, user can represent its user behavior in strange thing system, thisly represents operating in website of its user behavior and is commonly called " issue ", and the content of this issue can be seen by other users.For example, in the various websites such as social networking service (SNS) website, blog, microblogging, BBS forum, all allow user " blog ", " sending out microblogging " or " posting " in strange thing system.In addition, the content that also allows user to issue for other users in these websites is commented on, and it is commonly called " issuing comment ".
Have been found that certain user may issue rubbish comment for the content of " social star " in website or the issue of other normal users, for example, irrelevant advertising commentary, the comment of promoting comment, containing the contents such as politics, violence, pornographic, etc.The user who sends this comment is called " rubbish comment transmit leg (spammer) ".Traditional rubbish comment inhibition method is mainly by detect rubbish comment and shielding (not issuing) in advance or delete this rubbish comment afterwards.
A kind of known method is to search for the entrained content of comment itself to detect rubbish comment by keyword.But in form sometimes and indistinction, and rubbish comment transmit leg is often by being that this keyword search deliberately evaded in homophonic words by keyword replacement for the comment of rubbish in website and normal comment.
Another kind of known method is to detect rubbish comment according to comment transmission frequency.Particularly, a large amount of comments that send in certain period can be identified as rubbish comment.But on the one hand, " the social star " in website or other normal users also likely send a large amount of comments within the unit interval; On the other hand, rubbish comment transmit leg is often by arranging the frequency of its rubbish comment transmission and deliberately evading this detection opportunity.
The method of manual detection rubbish comment has been proposed for this reason.For example, certain large-scale social network sites employs thousands of employees to carry out the comment of manual detection rubbish.But, on the one hand, low, the consuming time length of manual detection rubbish comment efficiency; On the other hand, the comment of manual detection rubbish may cause false retrieval or undetected.
Therefore, this area needs a kind of technical scheme that more effectively suppresses rubbish comment in website.
Summary of the invention
In view of above problem, the present invention proposes a kind of for suppress the method and apparatus of rubbish comment in website.
In one aspect of the invention, provide a kind of for suppress the method for rubbish comment in website.The method comprises: the comment of issuing in website for user, shows this user by comment; According to user's confidence level, determine the probability that comment is showed to other users except this user in website, wherein confidence level is at least determined according to user's historical behavior, historical behavior at least comprises user's registration behavior and user's issue behavior; And determine whether comment is showed to other users according to probability.
In another aspect of this invention, provide a kind of for suppress the equipment of rubbish comment in website.This equipment comprises: exhibiting device, for the comment of issuing in website for user, shows this user by comment; Determining device, be used for according to user's confidence level, determine the probability that comment is showed to other users except this user in website, wherein confidence level is at least determined according to user's historical behavior, and historical behavior at least comprises user's registration behavior and user's issue behavior; And decision maker, for determining whether comment showed to other users according to probability.
By below describing in detail and will be understood that, according to the embodiment of the present invention, can suppress the issue that rubbish is commented on according to user's confidence level and corresponding other users' probability in website that comment is showed thereof.For example, and embodiments of the present invention allow to include user's attribute (, historical behavior) in consideration in the time judging confidence level, thereby make the inhibition of rubbish comment more effective.
Brief description of the drawings
Read detailed description below by reference to accompanying drawing, above-mentioned and other objects of embodiment of the present invention, feature and advantage will become easy to understand.In the accompanying drawings, show some embodiments of the present invention in exemplary and nonrestrictive mode, wherein:
Fig. 1 shows the process flow diagram of the method 100 that suppresses rubbish comment in website according to one exemplary embodiment;
Fig. 2 shows the block diagram of the equipment 200 that suppresses rubbish comment in website according to one exemplary embodiment; And
Fig. 3 shows the block diagram that is applicable to the computer system for putting into practice embodiment of the present invention 300.
In each accompanying drawing, identical or corresponding label represents identical or corresponding part.
Embodiment
Some illustrative embodiments are below with reference to the accompanying drawings described principle of the present invention and spirit.Should be appreciated that providing these embodiments is only used to make those skilled in the art can understand better and then realize the present invention, and not limit the scope of the invention by any way.
General thought of the present invention is to suppress according to user's confidence level and corresponding other users' probability in website that comment is showed thereof the issue that rubbish is commented on.For example, and embodiments of the present invention allow to include user's attribute (, historical behavior) in consideration in the time judging confidence level, thereby make the inhibition of rubbish comment more effective.
Of course it is to be understood that embodiments of the present invention can be combined with other methods detecting for rubbish comment.As example, can be on basis of the present invention, take the content of rubbish comment and/or the characteristic of rubbish comment itself into consideration, thereby further improve accuracy.In addition, can also adopt other users in correlation technique directly this comment to be designated as to the mode that rubbish is commented on.For example, other users can make this instruction to the supvr of website (people or program).For example, website can provide for user the option (for example, presenting together with comment) of instruction rubbish comment, and can determine whether user has selected this option.Be appreciated that if the comment that user sends is designated as rubbish comment by other users in this direct, explicit mode, can show that this comment is that possibility or the probability of rubbish comment is very high.
In addition should be noted that, although may describe thought of the present invention with reference to SNS website in the following description, for example, but the present invention is equally applicable to other websites (, the websites such as blog mentioned above, microblogging, BBS, zone of discussion), no matter be known or appearance in the future at present.Scope of the present invention is unrestricted aspect above-mentioned.
With reference now to Fig. 1,, it shows the process flow diagram of the method 100 that suppresses rubbish comment in website according to one exemplary embodiment.The step that should be appreciated that the method 100 shown in Fig. 1 is only the object for explanation.For example, method 100 can comprise additional and/or alternative step.After method 100 starts, comprise that following step S102 is to step S106.
Step S102, the comment of issuing in website for user, shows this user by comment.
Step S104, according to user's confidence level, determine the probability that comment is showed to other users except this user in website, wherein confidence level is at least determined according to user's historical behavior, and historical behavior at least comprises user's registration behavior and user's issue behavior.
Step S106, determines whether comment is showed to other users according to probability.
Here said " probability " submitted identical comment to and is demonstrated the probability to other users for weighing different user.For example, if user's confidence level is higher, its probability may be 100%, and the comment of issuing is not suppressed and shows other users.If user's confidence level is lower, its probability may be 30%, and the comment that no matter he submits to is rubbish comment, only has 30% comment to be demonstrated to other users.And, show after other users in comment, if this comment is confirmed as rubbish comment subsequently, by continuing to reduce this user's confidence level and corresponding probability thereof, until suspend this user's issuing function.
In addition, the comment no matter user submits to is rubbish comment, all this comment is showed to himself.Its reason is not allow user make comments and be user's experience of non-constant, in real world, be often worthless.
Like this, automatically suppress by system, but not comprehensive manual detection can be frightened the user who issues rubbish comment, to supervise the issue comment of his discretion, thereby suppress the generation that rubbish is commented on.
In embodiments of the present invention, at least can determine its confidence level according to user's historical behavior by following mode.
First, can an initial trusted degree be set according to each user's who has just added website registration behavior.Particularly, this initial trusted degree can be 30% to 100%, and this initial trusted degree can also carry out associated with the integrated degree of this user's log-on message.For example, if user only provides its E-mail address as log-on message, its initial trusted degree may be 30%; If user both provided E-mail address, phone number, provide again work unit, study resume as log-on message, its initial trusted degree may be 100%.
Show by the behavioural analysis to website user: the user of its mailbox as log-on message is only provided, due to use experience deficiency or because it is only intended to issue rubbish comment, often may submits to and not meet the comment that portal management specifies.In embodiments of the present invention, can suppress rubbish comment transmit leg by lower confidence level on the one hand and arbitrarily register the random rubbish comment of issuing, can supervise on the other hand normal users to improve its log-on message.
Secondly,, according to user's issue behavior, dynamically adjust this user's confidence level.In embodiments of the present invention, this adjustment can comprise following three kinds of modes:
(1) if user has issued rubbish comment, reduce user's confidence level.The user who issues rubbish comment is difficult to be tolerated, according to the embodiment of the present invention, this user frequently issues rubbish comment, even can suspend this user and issue the function of comment.
(2) if user did not issue rubbish comment in the given time, improve user's confidence level.Contrary with the user who has issued rubbish comment, the user who did not issue in the given time rubbish comment is the user who welcome by website.According to the embodiment of the present invention, if user is for example not issuing rubbish comment in schedule time of one week, improve user's confidence level.
But it is the more special historical behavior of a class that user did not issue rubbish comment in the given time.According to the embodiment of the present invention, user may not issue any comment for a long time deliberately to meet this condition.Therefore,, for this situation, the content relevant to user's confidence level can also comprise the active degree of this user in website.Active degree can mutually combine with the joining day, carried out the experience of indicating user in website.For example, although certain user adds the time of website longer, seldom in website in active state.Now, can suitably reduce by active degree the increase rate of this user's confidence level.For example, for two user A that add website time span (substantially) to equate and B, if they do not issue rubbish comment in the given time, will improve the confidence level of these two user A and B.But if the active degree of user A is greater than the active degree of user B, the increase rate of user A confidence level is greater than the increase rate of user B confidence level.
According to the embodiment of the present invention, user active degree in website for example can also be determined according at least one in the following: the number of times of Website login in the unit interval, in inherent website of unit interval with other users' interactive number of times, in unit interval, participate in the number of times of event in website, login the residence time in website at every turn, etc.These are only examples, are not intended to limit the scope of the invention.
(3) if the ratio of the number of the non-rubbish comment that the number of the rubbish that user issues comment is issued with respect to this user is less than predetermined threshold value, improve user's confidence level.User may issue unintentionally rubbish comment sometimes.For example, this user forwards and wherein exists the treatise of a little improper speech to comment.Therefore, be different from the user of above-mentioned intentional issue rubbish comment, for the user who belongs to stepped on toes, can not reduce the confidence level that even improves this user, thereby promote that user improves comment publish quantities as far as possible, increase the liveness of whole website.
Alternatively or additionally, after dynamic adjustment after a while, if a user's is with a low credibility in predetermined threshold, this user can be judged to be to rubbish comment transmit leg.If a user is judged as rubbish comment transmit leg, various corresponding subsequent actions can be taked in website.For example, can warn this user, record its bad behavior, forbid its comment function, seal or delete its website account up for safekeeping, etc.Scope of the present invention is unrestricted in this regard.
Below with reference to Fig. 2, it shows the block diagram of the equipment 200 that suppresses rubbish comment in website according to one exemplary embodiment.
As shown in Figure 2, according to the embodiment of the present invention, comprise for the equipment 200 that suppresses rubbish comment in website: exhibiting device 202, for the comment of issuing in website for user, shows this user by comment; Determining device 204, be connected to exhibiting device 202, be used for according to this user's confidence level, determine the probability that comment is showed to other users except this user in website, wherein confidence level is at least determined according to user's historical behavior, and historical behavior at least comprises user's registration behavior and user's issue behavior; And decision maker 206, be connected to determining device 204, for determining whether comment is showed to other users according to the definite probability of determining device 204.
According to some embodiment of the present invention, determining device 204 can comprise: initial trusted degree determining device 2042, determine user's confidence level for the integrated degree of the log-on message that produces according to registration behavior, to obtain user's initial trusted degree; And confidence level adjusting gear 2044, for the basis at initial trusted degree, adjust user's confidence level according to user's issue behavior.
According to some embodiment of the present invention, confidence level adjusting gear 2044 comprises: the first adjusting gear, for having issued at user's issue behavior indicating user rubbish comment, reduces user's confidence level.
According to some embodiment of the present invention, confidence level adjusting gear 2044 comprises: the second adjusting gear, for not issuing in the given time at user's issue behavior indicating user rubbish comment, improves user's confidence level.
According to some embodiment of the present invention, confidence level adjusting gear 2044 comprises: the 3rd adjusting gear, the ratio of the number of the non-rubbish comment that the number of commenting on for the rubbish of issuing at user's issue behavior indicating user is issued with respect to user is less than predetermined threshold value, does not reduce user's confidence level.
Note, for clarity, the sub-device that optional device and each device comprise is not shown in Fig. 2.But, should be appreciated that each device of recording in equipment 200 corresponds respectively to above with reference to each step in the method 100 of figure 1.Thus, the device that the operation of above describing for method 100 and feature are equally applicable to equipment 200 and wherein comprise, does not repeat them here.
It is also understood that equipment 200 can utilize variety of way to realize.For example, in some embodiments, equipment 200 can utilize software and/or firmware to realize.Alternatively or additionally, equipment 200 can partially or fully be realized according to hardware.For example, equipment 200 can be implemented as integrated circuit (IC) chip or special IC (ASIC).Equipment 200 also can be implemented as SOC (system on a chip) (SOC).Other modes known or exploitation in the future are also feasible now, and scope of the present invention is unrestricted in this regard.
Fig. 3 shows the schematic block diagram that is suitable for the computer system for putting into practice embodiment of the present invention.As shown in Figure 3, computer system can comprise: CPU (CPU (central processing unit)) 301, RAM (random access memory) 302, ROM (ROM (read-only memory)) 303, system bus 304, hard disk controller 305, keyboard controller 306, serial interface controller 307, parallel interface controller 308, display controller 309, hard disk 310, keyboard 311, serial external unit 312, parallel external unit 313 and display 314.In these equipment, there are CPU301, RAM302, ROM303, hard disk controller 305, keyboard controller 306, serialization controller 307, parallel controller 308 and a display controller 309 with system bus 304 is coupled.Hard disk 310 is coupled with hard disk controller 305, keyboard 311 is coupled with keyboard controller 306, serial external unit 312 is coupled with serial interface controller 307, and parallel external unit 313 is coupled with parallel interface controller 308, and display 314 is coupled with display controller 309.Should be appreciated that the structured flowchart described in Fig. 3 illustrates just to the object of example, instead of limitation of the scope of the invention.In some cases, can increase or reduce as the case may be some equipment.
As mentioned above, equipment 200 can be implemented as pure hardware, such as chip, ASIC, SOC etc.These hardware can be integrated in computer system 300.In addition, embodiments of the present invention also can realize by the form of computer program.For example, the method 100 of describing with reference to figure 1 can realize by computer program.This computer program can be stored in example RAM304, ROM304, hard disk 310 and/or any suitable storage medium as shown in Figure 3, or downloads to computer system 300 from suitable position by network.Computer program can comprise computer code part, and it comprises the programmed instruction that can for example, be carried out by suitable treatment facility (, the CPU301 shown in Fig. 3).Described programmed instruction at least can comprise the instruction for the step of implementation method 100.
It should be noted that embodiments of the present invention can realize by the combination of hardware, software or software and hardware.Hardware components can utilize special logic to realize; Software section can be stored in storer, and by suitable instruction execution system, for example microprocessor or special designs hardware are carried out.Those having ordinary skill in the art will appreciate that above-mentioned equipment and method can and/or be included in processor control routine with computer executable instructions realizes, for example, at the mounting medium such as disk, CD or DVD-ROM, provide such code on such as the programmable memory of ROM (read-only memory) (firmware) or the data carrier such as optics or electronic signal carrier.Equipment of the present invention and module thereof can be by such as VLSI (very large scale integrated circuit) or gate array, realize such as the semiconductor of logic chip, transistor etc. or such as the hardware circuit of the programmable hardware device of field programmable gate array, programmable logic device etc., also can use the software of being carried out by various types of processors to realize, also can be realized by for example firmware of the combination of above-mentioned hardware circuit and software.
The communication network of mentioning in instructions can comprise disparate networks, include but not limited to LAN (Local Area Network) (" LAN "), wide area network (" WAN "), according to the network of IP agreement (for example, the Internet) and ad-hoc network (for example, ad hoc peer-to-peer network).
Although it should be noted that some devices or the sub-device of having mentioned equipment in above-detailed, this division is only not enforceable.In fact, according to the embodiment of the present invention, the feature of above-described two or more devices and function can be specialized in a device.Otherwise, the feature of an above-described device and function can Further Division for to be specialized by multiple devices.
In addition, although described in the accompanying drawings the operation of the inventive method with particular order,, this not requires or hint must be carried out these operations according to this particular order, or the operation shown in must carrying out all could realize the result of expecting.On the contrary, the step of describing in process flow diagram can change execution sequence.Additionally or alternatively, can omit some step, multiple steps be merged into a step and carry out, and/or a step is decomposed into multiple steps carries out.
Although described the present invention with reference to some embodiments, should be appreciated that, the present invention is not limited to disclosed embodiment.The present invention is intended to contain interior included various amendments and the equivalent arrangements of spirit and scope of claims.The scope of claims meets the most wide in range explanation, thereby comprises all such amendments and equivalent structure and function.
Claims (10)
1. for suppress a method for rubbish comment in website, comprising:
The comment of issuing in described website for user, shows described user by described comment;
According to described user's confidence level, determine the probability that described comment is showed to other users except described user in described website, wherein said confidence level at least determines according to described user's historical behavior, and described historical behavior at least comprises described user's registration behavior and described user's issue behavior; And
Determine whether described comment is showed to described other users according to described probability.
2. method according to claim 1, determine that according to described user's historical behavior described confidence level comprises:
The integrated degree of the log-on message producing according to described registration behavior is determined described user's confidence level, to obtain described user's initial trusted degree; And
On the basis of described initial trusted degree, adjust described user's confidence level according to described user's issue behavior.
3. method according to claim 2, the confidence level of adjusting described user according to described user's issue behavior comprises: if described user's issue behavior indicates described user to issue rubbish comment, reduce described user's confidence level.
4. method according to claim 2, the confidence level of adjusting described user according to described user's issue behavior comprises: if described user's issue behavior indicates described user not issue in the given time rubbish comment, improve described user's confidence level.
5. method according to claim 2, the confidence level of adjusting described user according to described user's issue behavior comprises: if the ratio of the number that the non-rubbish that described user's issue behavior indicates the number of the rubbish comment of described user's issue to issue with respect to described user is commented on is less than predetermined threshold value, do not reduce described user's confidence level.
6. for suppress an equipment for rubbish comment in website, comprising:
Exhibiting device, for the comment of issuing in described website for user, shows described user by described comment;
Determining device, be used for according to described user's confidence level, determine the probability that described comment is showed to other users except described user in described website, wherein said confidence level at least determines according to described user's historical behavior, and described historical behavior at least comprises described user's registration behavior and described user's issue behavior; And
Decision maker, shows described other users for determining whether according to described probability by described comment.
7. equipment according to claim 6, described determining device comprises:
Initial trusted degree determining device, determines described user's confidence level, to obtain described user's initial trusted degree for the integrated degree of the log-on message that produces according to described registration behavior; And
Confidence level adjusting gear, for the basis at described initial trusted degree, adjusts described user's confidence level according to described user's issue behavior.
8. equipment according to claim 7, described confidence level adjusting gear comprises: the first adjusting gear, for indicate described user to issue rubbish comment in described user's issue behavior, reduces described user's confidence level.
9. equipment according to claim 7, described confidence level adjusting gear comprises: the second adjusting gear, for indicate described user not issue in the given time rubbish comment in described user's issue behavior, improve described user's confidence level.
10. equipment according to claim 7, described confidence level adjusting gear comprises: the 3rd adjusting gear, the ratio of the number of the non-rubbish comment of issuing with respect to described user for the number of indicating the rubbish of described user's issue to comment in described user's issue behavior is less than predetermined threshold value, does not reduce described user's confidence level.
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