CN102708454B - Solution of terminal fault provides method and device - Google Patents

Solution of terminal fault provides method and device Download PDF

Info

Publication number
CN102708454B
CN102708454B CN201210149348.8A CN201210149348A CN102708454B CN 102708454 B CN102708454 B CN 102708454B CN 201210149348 A CN201210149348 A CN 201210149348A CN 102708454 B CN102708454 B CN 102708454B
Authority
CN
China
Prior art keywords
solution
user
key word
information
crucial phrase
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.)
Expired - Fee Related
Application number
CN201210149348.8A
Other languages
Chinese (zh)
Other versions
CN102708454A (en
Inventor
高云峥
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Beijing Qihoo Technology Co Ltd
Original Assignee
Beijing Qihoo Technology Co Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Beijing Qihoo Technology Co Ltd filed Critical Beijing Qihoo Technology Co Ltd
Priority to CN201210149348.8A priority Critical patent/CN102708454B/en
Publication of CN102708454A publication Critical patent/CN102708454A/en
Application granted granted Critical
Publication of CN102708454B publication Critical patent/CN102708454B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • User Interface Of Digital Computer (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The invention discloses solution of terminal fault and provide method and device, wherein, described method includes: start dialog box, and the terminal fault being received user's input by described dialog box describes information;According to preset data base, described terminal fault is described information to be analyzed, and obtain corresponding solution;By described dialog box, described solution is presented to user.By means of the invention it is possible to when user terminal breaks down, automatically provide the user solution.

Description

Solution of terminal fault provides method and device
Technical field
The present invention relates to field of computer technology, particularly relate to solution of terminal fault and method and dress are provided Put.
Background technology
Along with the development of computer technology, the terminal unit such as computer, mobile phone has almost become in people's life Indispensable instrument.But, for a lot of users, the understanding to terminal unit is only limitted to application, The most not possessing the Professional knowledge in terms of computer, be ignorant of how safeguarding equipment, once there is event in equipment Barrier, the most at a loss what to do.Such as, computer desktop occur strange icon and cannot delete, some browsers Icon just ejects webpage topsy-turvy, shortcut icon shows abnormal, " my computer " and " returns Receive station " etc. system icon vanish from sight, etc., these computer icon abnormal symptoms often annoying all multiplex Family, the difficulty of self-healing is the biggest.
Therefore, how can provide the user effective help when subscriber terminal equipment breaks down, be urgent It is essential and wants those skilled in the art to solve the technical problem that.
Summary of the invention
The invention provides solution of terminal fault and method and device is provided, it is possible at user terminal, event occurs During barrier, automatically provide the user solution.
The invention provides following scheme:
A kind of solution of terminal fault provides method, including:
Starting dialog box, the terminal fault being received user's input by described dialog box describes information;
According to preset data base, described terminal fault is described information to be analyzed, and solved accordingly Scheme;
By described dialog box, described solution is presented to user.
Optionally, also include:
Frenquently Ask Question List is represented in described dialog box.
Optionally, entrance is launched/packed up to corresponding one of each FAQs, and described method also includes:
Carry out launching or the switching of collapsed state by described expansion/pack up entrance;Wherein, in collapsed state Under, only represent FAQs itself, in the deployed state, show producing cause corresponding to FAQs and Solution.
Optionally, be analyzed when described terminal fault being described information according to preset data base, obtain to During few two solutions, described at least two solution is supplied to user, selects for user.
Optionally, also include:
Provide a user with and make other entrances selected, in order to when user is entered by this entrance, to user FAQs and the list of solution thereof, or switching manual service are provided.
Optionally, also include:
When receive user transfer the request of manual service time, set up and service end according to preset communication interface Communication, set up the dialog box of user and service end engineer.
Optionally, also include:
It is analyzed when described terminal fault being described information according to preset data base, it is judged that described fault When description information is concrete not, represents to user according to the information in described data base and believe with described failure-description The specific descriptions candidate item that manner of breathing closes, in order to notify that user inputs more specifically failure-description with the form questioned closely Information.
Optionally, described solution being presented in the way of operable entrance user, described method is also wrapped Include:
When user performs preset operation for the operable entrance that the solution represented is corresponding, it is right to run The tool kit answered, in order to perform the operation that described solution is corresponding.
Optionally, also include:
After the operation that described solution is corresponding is finished, with the form of operable entrance to user's query Implementation effect, in order to obtain the effect relevant information of user feedback.
Optionally, described according to preset data base, described terminal fault described information and be analyzed, and Include to corresponding solution:
Extracting keywords from described failure-description information;
According to the corresponding relation between preset key word and solution, obtain corresponding solution.
Optionally, described according to the corresponding relation between preset key word and solution, obtain corresponding Solution includes:
If the key word extracted is at least two, then according to the solution preference pattern pre-build, Select the solution that described at least two key word is corresponding.
Optionally, also include: set up described solution preference pattern in the following manner:
Obtain the crucial phrase of mark person mark and the correspondence set of solution;
According to the corresponding relation of same keyword group from the different solutions being marked, set up described solution party Case preference pattern.
Optionally, the described corresponding relation according to same keyword group from the different solutions being marked, build Vertical described solution preference pattern includes:
It is noted as the number of times of piecemeal solution scheme according to same keyword group, selects for same keyword group It is marked the solution that number of times is most;
Preserve crucial phrase and the corresponding relation being marked between the solution that number of times is most, in order to set up institute State solution preference pattern;
Described, according to the solution preference pattern pre-build, select described at least two key word corresponding Solution include:
Select what described solution preference pattern preserved to be marked the solution that number of times is most.
Optionally, the described corresponding relation according to same keyword group from the different solutions being marked, build Vertical described solution preference pattern includes:
It is noted as the number of times of piecemeal solution scheme according to same keyword group, determines that crucial phrase is to each quilt The mapping probabilities of the solution of mark;
Preserve the mapping probabilities of the solution that crucial phrase is marked to each, in order to set up described solution party Case preference pattern;
Described, according to the solution preference pattern pre-build, select described at least two key word corresponding Solution include:
Mapping probabilities according to each solution being marked preserved in described solution preference pattern Size, and the weighted value of preset piecemeal solution scheme, select described at least two key word corresponding Solution.
Optionally, the correspondence set bag of crucial phrase and the solution of described acquisition mark person mark Include:
Gather text message as training sample;
Carry out following operation respectively for each training sample: extracting keywords from training sample, work as extraction When the key word gone out is at least two, using this at least two key word as a crucial phrase, according in advance Corresponding relation between the single key word and the solution that preserve, each be given respectively in crucial phrase closes The solution that keyword is corresponding marks for mark person, obtains the crucial phrase of mark person mark according to annotation results Corresponding relation with solution.
Optionally, described same keyword group is the crucial phrase elementary composition by identical key word.
Optionally, described same keyword group is elementary composition by identical key word and each key word The crucial phrase that sequencing that element occurs in the training sample at respective place is identical.
Optionally, also include:
According to preset synonym table, the key word extracted from described text message is carried out synonym conjunction And.
A kind of solution of terminal fault provides device, including:
Information receiving unit, is used for starting dialog box, is received the end of user's input by described dialog box End failure-description information;
Solution acquiring unit, is carried out for described terminal fault being described information according to preset data base Analyze, and obtain corresponding solution;
Solution represents unit, for described solution being presented to user by described dialog box.
Optionally, also include:
FAQs represents unit, for representing Frenquently Ask Question List in described dialog box.
Optionally, entrance is launched/packed up to corresponding one of each FAQs, and described device also includes:
Status toggle unit, for carrying out launching or the switching of collapsed state by described expansion/pack up entrance; Wherein, under collapsed state, only represent FAQs itself, in the deployed state, show FAQs Corresponding producing cause and solution.
Optionally, described solution represent unit specifically for: when according to preset data base to described end End failure-description information is analyzed, when obtaining at least two solution, by described at least two solution party Case is supplied to user, selects for user.
Optionally, also include:
Other entrances provide unit, make other entrances selected for providing a user with, in order to lead to user When crossing the entrance of this entrance, provide a user with the list of FAQs and solution thereof, or switching people's work clothes Business.
Optionally, also include:
Human relay working unit, for when receive user transfer the request of manual service time, according to preset logical Letter interface sets up the communication with service end, sets up the dialog box of user and service end engineer.
Optionally, also include:
Question closely unit, be analyzed for described terminal fault being described information according to preset data base, Judge when described failure-description information is concrete not, according to the information in described data base to user represent with The specific descriptions candidate item that described failure-description information is relevant, in order to notify that user inputs more with the form questioned closely Concrete failure-description information.
Optionally, described solution being presented in the way of operable entrance user, described device also wraps Include:
Scheme performance element, for performing pre-as user for the operable entrance that the solution represented is corresponding During the operation put, run corresponding tool kit, in order to perform the operation that described solution is corresponding.
Optionally, also include:
Staining effect unit, for after the operation that described solution is corresponding is finished, with operable enter The form of mouth is to user's query implementation effect, in order to obtain the effect relevant information of user feedback.
Optionally, described solution acquiring unit includes:
Keyword abstraction subelement, for extracting keywords from described failure-description information;
Solution obtains subelement, for according to the corresponding pass between preset key word and solution System, obtains corresponding solution.
Optionally, described solution obtain subelement specifically for, if the key word extracted is at least Two, then according to the solution preference pattern pre-build, select described at least two key word corresponding Solution.
Optionally, also include:
Set obtains unit, for the set of correspondences of crucial phrase and the solution of the person that obtains mark mark Close;
Unit set up by model, for the corresponding pass according to same keyword group from the different solutions being marked System, sets up described solution preference pattern.
Optionally, described model is set up unit and is included:
Select subelement, for being noted as the number of times of piecemeal solution scheme according to same keyword group, select It is marked the solution that number of times is most for same keyword group;
First preserves subelement, for preserving crucial phrase and being marked between the solution that number of times is most Corresponding relation, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
First selects subelement, for selecting preserve in described solution preference pattern to be marked number of times Many solutions.
Optionally, described model is set up unit and is included:
Mapping probabilities computation subunit, for being noted as the secondary of piecemeal solution scheme according to same keyword group Number, determines the mapping probabilities of the solution that crucial phrase is marked to each;
Second preserves subelement, general for preserving the mapping of the solution that crucial phrase is marked to each Rate, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
Second selects subelement, for be marked according to each preserved in described solution preference pattern The size of the mapping probabilities of solution, and the weighted value of preset piecemeal solution scheme, described in selection extremely The solution that few two key words are corresponding.
Optionally, described set acquisition unit includes:
Sample collection subelement, is used for gathering text message as training sample;
Mark subelement, for carrying out following operation respectively: take out from training sample for each training sample Take key word, when the key word extracted is at least two, using this at least two key word as a pass Keyword group, according to the corresponding relation between single key word and the solution pre-saved, provides pass respectively The solution that each key word in keyword group is corresponding marks for mark person, obtains mark according to annotation results The crucial phrase of person's mark and the corresponding relation of solution.
Optionally, described same keyword group is the crucial phrase elementary composition by identical key word.
Optionally, described same keyword group is elementary composition by identical key word and each key word The crucial phrase that sequencing that element occurs in the training sample at respective place is identical.
Optionally, also include:
Synonym combining unit, for according to preset synonym table, extracts from described text message Key word carry out synonym merging.
The specific embodiment provided according to the present invention, the invention discloses techniques below effect:
By the invention it is possible to receive the terminal fault of user's input in the mode of dialog box to describe information, And after having been resolved scheme according to preset data base, by dialog box, solution can be presented to use Family.Therefore, even if user does not knows about the reason of terminal fault, it is also possible to get corresponding solution, And then solve problem present in its terminal unit.
Accompanying drawing explanation
In order to be illustrated more clearly that the embodiment of the present invention or technical scheme of the prior art, below will be to enforcement In example, the required accompanying drawing used is briefly described, it should be apparent that, the accompanying drawing in describing below is only Some embodiments of the present invention, for those of ordinary skill in the art, are not paying creative work Under premise, it is also possible to obtain other accompanying drawing according to these accompanying drawings.
Fig. 1 is the flow chart of the method that the embodiment of the present invention provides;
Fig. 2 is a detailed description of the invention flow chart in the method that the embodiment of the present invention provides;
Fig. 3 is the schematic diagram of the device that the embodiment of the present invention provides.
Detailed description of the invention
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clearly Chu, be fully described by, it is clear that described embodiment be only a part of embodiment of the present invention rather than Whole embodiments.Based on the embodiment in the present invention, those of ordinary skill in the art obtained all its His embodiment, broadly falls into the scope of protection of the invention.
Firstly the need of explanation, in embodiments of the present invention, in order to assist user to solve its terminal and set Problem present in Bei, it is provided that a client software, user can be by event present on its computer Barrier describes to this client software, and accordingly, this client software just can be according to the description of user, it is judged that What the reason haveing this fault of generation is, and then according between the failure cause pre-saved and solution Corresponding relation, provides the user solution, or according between the failure cause pre-saved and instruction Corresponding relation, directly invokes corresponding instruction, performs to eliminate the operation of fault.In order to achieve the above object, Embodiments providing a kind of solution of terminal fault and provide method, see Fig. 1, the method is permissible Including:
S101: start dialog box, the terminal fault being received user's input by described dialog box describes letter Breath;
In embodiments of the present invention, it is used for providing the user the software system of solution of terminal fault (for just In description, it is referred to as being called for short " computer expert's system " by this software system below) can have class in client Like the client end interface of JICQ, user is when fault present on needs solve terminal, it is possible to Enter, accordingly by double-clicking the modes such as corresponding icon, it is possible to start the interface of computer expert's system, In this display interface, having the dialog box of man-machine interaction, user can describe by input fault in this dialog box Information, such as " my computer starts the slowest " etc..Or, when implementing, also computer expert System can also support phonetic entry pattern, and after being switched to phonetic entry pattern, user can directly face toward Mike gives an oral account in oneself terminal unit to there is what kind of problem.It should be noted that user by keyboard or The description information about computer glitch that the modes such as person's voice input, as long as some tables present in terminal Face phenomenon, such as, " strange icon occurs in computer desktop, and cannot delete ", " some browser figures Mark will automatic spring webpage topsy-turvy ", " shortcut icon all become unknown file icon, Shortcut small arrow becomes black fritter or is blocked by other icon " etc..Generally these superficial phenomena Being owing to the reason of some profound levels causes, such as, " there is strange icon in computer desktop, and cannot delete Remove ", typically all computer has suffered caused by viral wooden horse, and " some browser icon will automatic spring random 78 The webpage of grain " it is usually because browser is held as a hostage caused, etc..But in embodiments of the present invention, user Need not know the reason of these profound levels, it is only necessary to some seen abnormal phenomenon language are retouched State out and tell to computer expert's system.
Certainly, under aforementioned voice input fault describes the mode of information, computer expert's system is receiving use After the voice messaging of family input, text message can be converted thereof into, the most how to convert speech information into Text message can use existing technology to realize, and repeats no more here.But it should be recognized that in reality In the application of border, computer expert's system is being activated, and after being switched to phonetic entry pattern, can be always Detect whether that sound inputs, if it has, then carry out intercepting record, during this period, if it find that user one Directly speaking incessantly, then proving that user has not been completed and this time describe, until user pipes down and reaches Regular hour length (such as 2 seconds or other values), then it is believed that user has been completed this time retouches State, then the voice signal that this listens to is converted to text message, as the fault of user's this time input Description information.
S102: according to preset data base, described terminal fault is described information and be analyzed, and obtain corresponding Solution;
Specifically according to preset data base terminal fault described information be analyzed time, can have multiple reality Existing mode, for example, it is possible to directly the text of failure-description information is carried out participle, is carried out according to sentence constituent Semantic analysis, etc..It addition, in embodiments of the present invention, it is also possible to use and be analyzed based on key word Mode realize.That is, after the terminal fault receiving user's input describes information, can be therefrom Extracting keywords, then according to the corresponding relation between key word and the solution pre-set, obtains Concrete solution.Wherein, specifically when carrying out keyword abstraction, a key word can be pre-set List, such as, can include " shutdown ", " automatically restarting ", " blue screen ", " slowly " etc., obtain terminal After the text message that failure-description information is corresponding, it is possible to according to by each key word in lists of keywords Compare respectively at text message, see and whether occur in text message, if in certain lists of keywords Key word occurs in text message, then extracted.
If describing at a terminal fault and information only extracting an effective key word, then direct basis Previously according to the corresponding relation between key word and solution that experience etc. generates, obtain the solution party of correspondence Case.But in actual applications, different user is when describing same problem, and expression way varies, Be frequently present of one describe in contain the situation of multiple key word, but in these key words, possible some be For describing environmental information, concrete fault is probably and is embodied by wherein some key word.This Time, if still according to the above-mentioned mode tabled look-up, can only for each key word be given respectively one corresponding Solution, now, user may still not know use which scheme could solve in its computer Problem.To this end, for this situation, in embodiments of the present invention, a solution can be pre-build Preference pattern, can preserve for when there is multiple key word in a text message, Yong Huhuo in this model Person technical staff after text message is carried out semantic understanding, the solution corresponding to each key word Selection situation relevant information, so, when extracting multiple key word from a text message, it is possible to By this model, determine and need to select which solution.
Specifically when setting up solution preference pattern, can first obtain crucial phrase and the solution of artificial mark The certainly correspondence set of scheme, then right according to same keyword group and the different solutions being marked Should be related to, set up solution preference pattern.It is to say, for crucial phrase, can allow user or Organizational technology personnel select from the solution that each key word is corresponding as mark person, then record The selection result of lower mark person, then can obtain the crucial phrase of artificial mark and the corresponding relation of solution Set.Such as, for crucial phrase 1, the key word wherein comprised is a, b, c, then can be by key The solution that word a, key word b, key word c are corresponding respectively is all supplied to mark person, if mark person What first selected is solution I corresponding for key word a, then obtain once the crucial phrase 1 of artificial mark And the corresponding relation between solution I;It is similar to, if the selection of mark person's second is that key word b is corresponding Solution II, then obtain once between crucial phrase 1 and the solution II of artificial mark corresponding closes System, by that analogy.Then, after obtaining substantial amounts of this corresponding relation, it is possible to according to identical key The corresponding relation of phrase and the different solutions being marked, it is established that solution preference pattern.
Specifically at the corresponding relation according to same keyword group from the different solutions being marked, set up and solve During Scheme Selection Model, the number of times of piecemeal solution scheme can be noted as according to same keyword group, select It is marked, for same keyword group, the solution that number of times is most, then preserves crucial phrase and be marked time Corresponding relation between the solution that number is most, in order to set up solution preference pattern.That is, After obtaining the artificial crucial phrase of mark and the correspondence set of solution, can add up, just Same keyword group can be obtained and be noted as the number of times of piecemeal solution scheme, wherein be marked number of times most Solution can serve as the solution that this key phrase is corresponding.So, currently describing for user Fault select solution time, directly will extract from text message each key word composition key word Group, then select this key phrase corresponding be marked the solution that number of times is most.
Or, under another kind of implementation, it is also possible to be noted as piecemeal solution according to same keyword group The number of times of scheme, determines the mapping probabilities of the solution that crucial phrase is marked to each, then preserves this Plant mapping probabilities, create its solution preference pattern.That is, to the artificial crucial phrase marked and solution The correspondence set of scheme is added up, and obtains same keyword group and is noted as the secondary of piecemeal solution scheme After number, same keyword group can be calculated respectively and be respectively denoted as the probability of various solution.Example As, the number of times that crucial phrase 1 is noted as solution I is x time, is noted as the secondary of solution II Number is for y time, and the number of times being noted as solution III is z time, then this key phrase 1 is to solution I Mapping probabilities be x/ (x+y+z), the mapping probabilities of crucial phrase 1 to solution II is y/ (x+y+z), Crucial phrase 1 is z/ (x+y+z) to the mapping probabilities of solution III.So, this according to preserve When mapping probabilities information selects solution, it is possible to big according to mapping probabilities corresponding to piecemeal solution scheme Little select, such as, directly the solution that mapping probabilities is maximum is supplied to user.Or it is all right Pre-set the weighted value of piecemeal solution scheme, so, when for a key word group selection solution, Mapping probabilities corresponding to piecemeal solution scheme and the size of weighted value can be considered, provide final solution Certainly scheme.For example, it is assumed that in previous example, the mapping probabilities of crucial phrase 1 to solution II is maximum, Mapping probabilities to solution I is slightly less than the mapping probabilities of solution II, but the power of solution I Weight is if greater than the weight of solution II, and that the most finally selects is probably solution I.
In actual applications, when mark person carries out the mark of solution to crucial phrase, mark person can be allowed Select in conjunction with concrete linguistic context.Such as, crucial phrase can also be to extract from certain text message , so, user, can be by text envelope when carrying out the mark of solution for this key phrase The complete semantic understanding of breath, selects solution.When implementing, can be accomplished by: First collecting some text messages as training sample (can be to receive from data base etc. known to some Collection), carry out following operation respectively for each training sample: extracting keywords from training sample, when taking out When the key word taken out is at least two, using this at least two key word as crucial phrase, then a root According to the corresponding relation between single key word and the solution pre-saved, be given respectively in crucial phrase The solution that each key word is corresponding is labeled for mark person;Mark person is obtaining each key word respectively After corresponding piecemeal solution scheme, complete semantic understanding can be carried out in conjunction with original text message, so After from piecemeal solution scheme, be selected to solve one of corresponding fault be labeled.Same training sample In the crucial phrase that extracts can be labeled respectively by multiple mark persons, meanwhile, same mark person is also Multiple training samples can be labeled, so, finally be obtained with the key of a mark person mark Phrase and the correspondence set of solution, in this, as the basis setting up solution preference pattern.
It should be noted that in actual applications, the same keyword group described in the embodiment of the present invention is permissible Refer to: as long as be made up of the crucial phrase that i.e. can be considered identical identical key word.Such as, if key word Group 1 and crucial phrase 2 are all made up of key word a, key word b and key word c, then crucial phrase 1 just can be considered as identical crucial phrase with crucial phrase 2.That is, it may not be necessary to consider that each closes The order that keyword occurs in text message, such as, during setting up solution preference pattern, false If crucial phrase 1 extracts from text message m, in text information m, key word a, The sequencing of key word b and key word c is: key word a-> key word b-> key word c, and crucial Phrase 2 extracts from text message n, in text information n, and key word a, key word The sequencing of b and key word c is key word a-> key word c-> key word b, but, still can be by (certainly, mark person, when being labeled, is as same keyword group for crucial phrase 1 and crucial phrase 2 It is respectively directed to carry out after each self-corresponding text message understands).In this case, obtaining After solution preference pattern, the crucial phrase wherein preserved also is the most sequentially between each key word Restriction, therefore, select to solve for the failure-description information that user is currently entered using this model During scheme, after extracting at least two key word from text message, equally need not consider each Key word sequencing in text message, that is, the key word a first said without concerned with user or elder generation The key word b said, as long as comprising the two key word, the most directly selects the two key word corresponding for it Solution.
The mode of this sequencing without the concern for key word in text message, can avoid solution party The data volume that case solves in model is the hugest, it is also possible to avoid, owing to the data collected excessively are disperseed, leading Cause the situation that model lost efficacy.Certainly, it is contemplated that during the sequencing difference that key word occurs in text message, The implication gone out expressed by text message may be affected, therefore, in actual applications, select to improve The accuracy of solution, it is also possible to this factor of sequencing in text message of key word is considered Come in, say, that so-called same keyword group refers to, is made up of identical key word, and each The crucial phrase that sequencing that keyword occurs in the training sample at respective place is identical.It is to say, Also assume that crucial phrase 1 extracts from text message m, in text information m, crucial The sequencing of word a, key word b and key word c is: key word a-> key word b-> key word c, and Crucial phrase 2 extracts from text message n, in text information n, and key word a, pass The sequencing of keyword b and key word c is key word a-> key word c-> key word b, then crucial phrase 1 With crucial phrase 2 will not by as identical crucial phrase, only in text message n key word a, When the sequencing of key word b and key word c is also key word a-> key word b-> key word c, just meeting Key phrase 1 and crucial phrase 2 are considered as same keyword group.Make the solution set up in this way During Scheme Selection Model, after user have input failure-description information and is converted to text message, from text When extracting key word in information, the sequencing equally occurred in text message according to key word is carried out Extract, in solution preference pattern, then select the solution that same crucial phrase is corresponding ?.
It should be noted that in actual applications, in order to improve the efficiency of realization, also for avoiding data base Past is huge, either during setting up model, or is pushing the process of solution according to model In, after extracting key word from text message, it is also possible to some synonyms that wherein may comprise Merge.Such as, the key word extracted from certain text message includes " computer " and " computer ", Then the two word can be merged into " computer ", etc..When implementing, synonym can be pre-set Table, carries out synon merging according to this table.
It is further to note that for the solution preference pattern set up, it is also possible to collect according to new To information be updated, this information newly collected can include selecting mould according to current solution Type is after user have selected solution, the situation that the accepts information of user.Such as, if user receives Solution, then can further enhance the existing number for this solution in solution preference pattern According to, if user have rejected the solution selected for it, then can suitably weaken solution preference pattern In for the available data of this solution, etc..
S103: described solution is presented to user by described dialog box.
After having been resolved scheme, it is possible to by dialog box, solution is presented to user, example As, " start is accelerated " and " game is accelerated " etc..So, user after seeing solution, Some manual process operations etc. can be carried out according to the prompting of solution thus solve on its terminal unit The fault existed.Or, in actual applications, it is also possible to by described solution party in the way of operable entrance Case is presented to user, and such as, " start is accelerated " and " game is accelerated " the two solution is permissible The most corresponding operable button, if user needs to boot up acceleration, then can click directly on correspondence Button, accordingly, computer expert's system just can perform start and accelerate corresponding flow process.Such as, when with After family clicks " start is accelerated " button, it is possible to jump to be carrying out the relevant place that start is accelerated The prompting interface of reason, and perform to accelerate relevant operation to start, including " backup current system service and note Volume table ", " optimize starting up's item and service entry ", " making an overall screening during system uses the garbage files produced ", " scanning and reparation registry error information comprehensively ", " the sequence malicious plugins impact on your computer " etc., etc. After being finished to this series of operation, it is possible to show completed interface, for example, it is possible to Interface provides following prompting: " start is accelerated to complete ", " speed-raising optimizes and completes, it is contemplated that improve for you The starting up speed of 30%, next time, start can experience new starting up speed ", etc..Need explanation It is can be to set in data base in advance about the concrete operations needing to perform corresponding to solution , implement, how to obtain about concrete data (such as starting up speed improve 30% etc.) To being not embodiment of the present invention content of interest, repeat no more the most here.
In actual applications, some FAQs can be got by some experiences or other approach, And in the form of a list FAQs can be shown in dialog box, can also represent each simultaneously The solution that individual FAQs is corresponding, so, user is after starting computer expert's system, it is possible to first First search whether to there is the problem that the problem needing to solve with oneself is identical, if deposited in Frenquently Ask Question List , it is possible to it is directly obtained the solution of correspondence.Such as, the FAQs in list can include " electricity Brain starting up speed is slow ", " computer run card ", " webpage of not opening ", " game picture delay ", " system rubbish Too much ", " browser often collapses " etc..When implementing, each FAQs can a corresponding exhibition Opening/pack up entrance, user can perform to click on this expansion/pack up the operations such as entrance, switches expansion or packs up State, when being switched to deployed condition, then by information relevant to problem Producing reason and solution Etc. being presented to user, such as, when user click the expansion on " booting computer speed is slow " right side/pack up into After Kou, it is possible to show that " starting up's item too much can drag slow booting computer speed, it is proposed that you carry immediately Speed ", wherein, " starting up's item too much can drag slow booting computer speed " is the introduction to problem producing cause, " speed-raising immediately " is the solution that correspondence is given, and user can click on this solution, and computer expert is System just can perform and relevant operation of raising speed.
It addition, in actual applications, user may disposably have input multiple problem, now, according to preset Database analysis time, it finds that the terminal fault of user's input describes information and correspond to multiple solution party Case, at this point it is possible to these schemes are all supplied to user, selects for user.Such as, the end of user's input Holding failure-description information is that " what if ", possible in data base my computer start is slow, plays game and blocks very much, The existing solution for booting computer this problem slow " start is accelerated ", has again object for appreciation game to block very much this The solution " game is accelerated " of problem, at this point it is possible to judge to comprise in the failure-description information of user Two problems, and can directly solution the most corresponding for the two problem all be opened up in dialog box Now give user.Such as, " problem that settlement computer start is slow please click on ' start is accelerated ' ", " solution object for appreciation trip The problem of play card, please click on ' game is accelerated ' ".
Also having a kind of situation is that the failure-description information of user's input may be excessively general, to such an extent as to computer is special Family's system is according to discovery when being analyzed in data base, and describing solution corresponding to information may have with this Multiple, now, if being all presented to user, the problem being gone to select by user can be faced again.Now, this Bright embodiment can also be for the description information that user is current, obtain in some data bases preserve retouch with this State the more detailed description information that information is relevant, be then presented to user, in this form user asked Questioning closely of topic, allows the problem of user's description thereof carry out detailed restriction, in order to provide relatively accurate solution Scheme.Such as, the terminal fault of user's input describes information and has hit certain key word, but this key word Being not sufficient to release a solution, such as user has said " computer is slow ", but " computer is slow " this Problem is point many aspects, in addition it is also necessary to what other key word limited just can push away solution, such as, electricity Brain is slow when start, or plays during game slow, or slow when online, etc., different Problem correspond to different solutions, therefore, just that the solution of these partial hit is the most corresponding Limited key word be supplied to user with the form questioned closely, go to allow user limit.Such as, user finally selects Select is that starting up speed is slow, then can push " start is accelerated " this solution to user, etc..
Certainly, when having pushed that repeatedly solution does not the most solve problem to user, then computer expert system The follow-up solution be given again of uniting still may cannot solve the problem of user, therefore, implements in the present invention In example, it is also possible to the propelling movement number of times of solution is counted, if pushing number of times more than preset number (example As, 3), then while representing solution to user, it is also possible to provide a user with and make what other selected Entrance, so, when user is entered by this entrance, can provide a user with FAQs and solution party thereof The list of case, or manual service of transferring can also be asked the user whether, if it is, lead to according to preset The engineer of letter interface and service end sets up communication, and creates the dialogue between user and the engineer of service end Window, etc..Such as, when user clicks " other ", people's working platform of transferring can be asked the user whether Family's service, if user clicks the button of " good, switching immediately ", then can be connect by preset communication Mouth is set up with the engineer of service end and is connected, and can provide prompting interface, and prompting user is connecting engineer, After successful connection, it is possible to set up the interface that user engages in the dialogue with engineer, all right in interface There is introduction of use step and engineer's information etc..User just directly and can be taken by this dialog box The engineer of business end engages in the dialogue, it is thus achieved that the remote assistance of engineer.
In order to be more fully understood that the scheme that the embodiment of the present invention provides, below with the example in an actual application Son, intactly introduces the flow process of the embodiment of the present invention.
See Fig. 2, first start dialog box in the preparatory stage, it is judged that the most whether user is in is treated callback State, if it is points out selection " to continue waiting for " or " again puing question to ", such as, can point out selection words Art, is specifically as follows that " human expert seeks answer for you, please bear with.' continuing waiting for ' ' weight New enquirement ' ".If user selects " continuing waiting for ", then close client, if user selects " again Put question to ", then it is deleted from callback queue, start new dialogue.So far, the preparatory stage terminates.
It follows that user just can be with the mode input terminal failure-description information such as keyboard or voice, then Computer expert's system starts to describe extraction key word information, failing to successfully extract pass from terminal fault Keyword, then can return probabilistic gossip words art;If successfully extracting key word, then judge according to key word It is life kind problem or computer problem, if life kind problem the most directly responds life kind words art, as Fruit is computer problem, then judge whether to get the solution of correspondence according to data base, if obtained Arrive, then the enumerator n started when starting client is added an operation, then judge the current of enumerator Value n, if greater than or equal to 3, then push solution and " other " entrance, if n is less than 3, Then only push solution to user, and without " other " entrance.During that is, open client, meter The initial value of number device is 0, often pushes a scheme, and enumerator adds 1, when pushing solution first twice, Can be without " other " entrance, after third time, it is possible to " other " entrance on band.Certainly, as Fruit does not find solution in data base, then may determine that, whether current enumerator is more than or equal to 3, If it is, Frenquently Ask Question List can be pushed to user to add " other " entrance, otherwise, push to user Art if not understanding, such as display " can sorry, I understand, the problem that describe once you again " etc. Deng.If data base exists solution, then receive the operation of user, if user clicks " other ", Then judging whether to have promoted Frenquently Ask Question List to user, if pushed, turning human expert, Otherwise push Frenquently Ask Question List and " other " entrance to user, if user clicks " other ", The most equally turn human expert.In the case of user clicks " solution ", can be first by counting Device resets, then running tool bag or open knowledge base, in order to eliminates terminal fault or popularizes to user Relevant knowledge.If user performs shutoff operation, then judge that the operation of running tool bag is the completeest Becoming, if completed, then prompting user test treatment effect once, such as " you are good, carries out for you * *, effect of please having a try ";If it is not yet done, current operation can be terminated, and point out user " you The instrument that terminates runs, and may I ask also other problems?" etc..
In the case of needs turn human expert, first active user can be joined artificial queue, if Queue number is too much, then can go back to exhale, and informs user within a specified time (in such as 24 hours etc.) Again log in and check reply.After connecting human expert, human expert can be that it pushes away according to user profile Send solution.If problem still cannot be solved, then can transfer remote assistance to, by the behaviour of user computer Make power and hand to long-range engineer, engineer perform remotely to operate, in order to eliminate the event on user terminal Barrier.
There is provided method corresponding with the solution of terminal fault that the embodiment of the present invention provides, the embodiment of the present invention Additionally providing a kind of solution of terminal fault and provide device, see Fig. 3, this device may include that
Information receiving unit 301, is used for starting dialog box, receives user by described dialog box and inputs Terminal fault information is described;
Solution acquiring unit 302, for describing information according to preset data base to described terminal fault It is analyzed, and obtains corresponding solution;
Solution represents unit 303, for described solution being presented to use by described dialog box Family.
Wherein, also include:
FAQs represents unit, for representing Frenquently Ask Question List in described dialog box.
When implementing, entrance can be launched/be packed up to each FAQs correspondence one, and described device also wraps Include:
Status toggle unit, for carrying out launching or the switching of collapsed state by described expansion/pack up entrance; Wherein, under collapsed state, only represent FAQs itself, in the deployed state, show FAQs Corresponding producing cause and solution.
Wherein, described solution represent unit specifically for: when according to preset data base to described terminal Failure-description information is analyzed, when obtaining at least two solution, by described at least two solution It is supplied to user, selects for user.
When implementing, also include:
Other entrances provide unit, make other entrances selected for providing a user with, in order to lead to user When crossing the entrance of this entrance, provide a user with the list of FAQs and solution thereof, or switching people's work clothes Business.
It addition, this device can also include:
Human relay working unit, for when receive user transfer the request of manual service time, according to preset logical Letter interface sets up the communication with service end, sets up the dialog box of user and service end engineer.
Optionally, this device can also include:
Question closely unit, be analyzed for described terminal fault being described information according to preset data base, Judge when described failure-description information is concrete not, according to the information in described data base to user represent with The specific descriptions candidate item that described failure-description information is relevant, in order to notify that user inputs more with the form questioned closely Concrete failure-description information.
Furthermore it is possible to described solution is presented to user in the way of operable entrance, now, described Device also includes:
Scheme performance element, for performing pre-as user for the operable entrance that the solution represented is corresponding During the operation put, run corresponding tool kit, in order to perform the operation that described solution is corresponding.
Additionally, this device can also include:
Staining effect unit, for after the operation that described solution is corresponding is finished, with operable enter The form of mouth is to user's query implementation effect, in order to obtain the effect relevant information of user feedback.
When implementing, solution acquiring unit 302 may include that
Keyword abstraction subelement, for extracting keywords from described failure-description information;
Solution obtains subelement, for according to the corresponding pass between preset key word and solution System, obtains corresponding solution.
Wherein, described solution obtain subelement specifically for, if the key word extracted is at least two Individual, then according to the solution preference pattern pre-build, select the solution that described at least two key word is corresponding Certainly scheme.
When implementing, this device can also include:
Set obtains unit, for the set of correspondences of crucial phrase and the solution of the person that obtains mark mark Close;
Unit set up by model, for the corresponding pass according to same keyword group from the different solutions being marked System, sets up described solution preference pattern.
Wherein, model is set up unit and be may include that
Select subelement, for being noted as the number of times of piecemeal solution scheme according to same keyword group, select It is marked the solution that number of times is most for same keyword group;
First preserves subelement, for preserving crucial phrase and being marked between the solution that number of times is most Corresponding relation, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
First selects subelement, for selecting preserve in described solution preference pattern to be marked number of times Many solutions.
Or, described model is set up unit and can also be included:
Mapping probabilities computation subunit, for being noted as the secondary of piecemeal solution scheme according to same keyword group Number, determines the mapping probabilities of the solution that crucial phrase is marked to each;
Second preserves subelement, general for preserving the mapping of the solution that crucial phrase is marked to each Rate, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
Second selects subelement, for be marked according to each preserved in described solution preference pattern The size of the mapping probabilities of solution, and the weighted value of preset piecemeal solution scheme, described in selection extremely The solution that few two key words are corresponding.
Wherein, described set acquisition unit includes:
Sample collection subelement, is used for gathering text message as training sample;
Mark subelement, for carrying out following operation respectively: take out from training sample for each training sample Take key word, when the key word extracted is at least two, using this at least two key word as a pass Keyword group, according to the corresponding relation between single key word and the solution pre-saved, provides pass respectively The solution that each key word in keyword group is corresponding marks for mark person, obtains mark according to annotation results The crucial phrase of person's mark and the corresponding relation of solution.
Wherein, described same keyword group is the crucial phrase elementary composition by identical key word.
Or, described same keyword group is elementary composition by identical key word and each critical word The element crucial phrase that the sequencing of appearance is identical in the training sample at respective place.
This device can also include:
Synonym combining unit, for according to preset synonym table, extracts from described text message Key word carry out synonym merging.
In a word, the said apparatus provided by the embodiment of the present invention, use can be received in the mode of dialog box The terminal fault of family input describes information, and after having been resolved scheme according to preset data base, can pass through Solution is presented to user by dialog box.Therefore, even if user does not knows about the reason of terminal fault, Corresponding solution can be got, and then solve problem present in its terminal unit.
As seen through the above description of the embodiments, those skilled in the art it can be understood that The mode of required general hardware platform can be added by software to the present invention to realize.Based on such reason Solving, the part that prior art is contributed by technical scheme the most in other words can be with soft The form of part product embodies, and this computer software product can be stored in storage medium, as ROM/RAM, magnetic disc, CD etc., including some instructions with so that a computer equipment (can To be personal computer, server, or the network equipment etc.) perform each embodiment of the present invention or The method described in some part of embodiment.
Each embodiment in this specification all uses the mode gone forward one by one to describe, phase between each embodiment As homophase part see mutually, each embodiment stress with other embodiments Difference.For device or system embodiment, owing to it is substantially similar to method in fact Executing example, so describing fairly simple, relevant part sees the part of embodiment of the method and illustrates. Apparatus and system embodiment described above is only schematically, wherein said as separating component The unit illustrated can be or may not be physically separate, and the parts shown as unit can To be or to may not be physical location, i.e. may be located at a place, or can also be distributed to On multiple NEs.Some or all of module therein can be selected according to the actual needs real The purpose of existing the present embodiment scheme.Those of ordinary skill in the art are not paying the situation of creative work Under, i.e. it is appreciated that and implements.
There is provided method and device to solution of terminal fault provided by the present invention above, carry out detailed Jie Continuing, principle and the embodiment of the present invention are set forth by specific case used herein, above enforcement The explanation of example is only intended to help to understand method and the core concept thereof of the present invention;Simultaneously for this area Those skilled in the art, according to the thought of the present invention, the most all can change Part.In sum, this specification content should not be construed as limitation of the present invention.

Claims (28)

1. a solution of terminal fault provides method, it is characterised in that including:
Starting dialog box, the terminal fault being received user's input by described dialog box describes information;
According to preset data base, described terminal fault is described information to be analyzed, and solved accordingly Scheme, wherein, described describe information according to preset data base to described terminal fault and is analyzed, and Include to corresponding solution: extracting keywords from described failure-description information;If the pass extracted Keyword is at least two, then according to the solution preference pattern pre-build, select described at least two to close The solution that keyword is corresponding, wherein, sets up described solution preference pattern in the following manner: gather Text message is as training sample;Following operation is carried out respectively: from training sample for each training sample Extracting keywords, when the key word extracted is at least two, using this at least two key word as one Crucial phrase, according to the corresponding relation between single key word and the solution pre-saved and and key word The complete semantic understanding of the text message that group is corresponding, provides each key word in crucial phrase corresponding respectively Solution for mark person mark, according to annotation results obtain mark person mark crucial phrase and solution party The corresponding relation of case;According to the corresponding relation of same keyword group from the different solutions being marked, set up Described solution preference pattern;
By described dialog box, described solution is presented to user.
Method the most according to claim 1, it is characterised in that also include:
Frenquently Ask Question List is represented in described dialog box.
Method the most according to claim 2, it is characterised in that the corresponding exhibition of each FAQs Opening/pack up entrance, described method also includes:
Carry out launching or the switching of collapsed state by described expansion/pack up entrance;Wherein, in collapsed state Under, only represent FAQs itself, in the deployed state, show producing cause corresponding to FAQs and Solution.
Method the most according to claim 1, it is characterised in that when according to preset data base to institute State terminal fault to describe information and be analyzed, when obtaining at least two solution, by described at least two solution Certainly scheme is supplied to user, selects for user.
Method the most according to claim 1, it is characterised in that also include:
Provide a user with and make other entrances selected, in order to when user is entered by this entrance, to user FAQs and the list of solution thereof, or switching manual service are provided.
Method the most according to claim 5, it is characterised in that also include:
When receive user transfer the request of manual service time, set up and service end according to preset communication interface Communication, set up the dialog box of user and service end engineer.
Method the most according to claim 1, it is characterised in that also include:
It is analyzed when described terminal fault being described information according to preset data base, it is judged that described fault When description information is concrete not, represents to user according to the information in described data base and believe with described failure-description The specific descriptions candidate item that manner of breathing closes, in order to notify that user inputs more specifically failure-description with the form questioned closely Information.
Method the most according to claim 1, it is characterised in that by institute in the way of operable entrance Stating solution and be presented to user, described method also includes:
When user performs preset operation for the operable entrance that the solution represented is corresponding, it is right to run The tool kit answered, in order to perform the operation that described solution is corresponding.
Method the most according to claim 8, it is characterised in that also include:
After the operation that described solution is corresponding is finished, with the form of operable entrance to user's query Implementation effect, in order to obtain the effect relevant information of user feedback.
Method the most according to claim 1, it is characterised in that described according to same keyword group with The corresponding relation of the different solutions being marked, sets up described solution preference pattern and includes:
It is noted as the number of times of piecemeal solution scheme according to same keyword group, selects for same keyword group It is marked the solution that number of times is most;
Preserve crucial phrase and the corresponding relation being marked between the solution that number of times is most, in order to set up institute State solution preference pattern;
Described, according to the solution preference pattern pre-build, select described at least two key word corresponding Solution include:
Select what described solution preference pattern preserved to be marked the solution that number of times is most.
11. methods according to claim 1, it is characterised in that described according to same keyword group with The corresponding relation of the different solutions being marked, sets up described solution preference pattern and includes:
It is noted as the number of times of piecemeal solution scheme according to same keyword group, determines that crucial phrase is to each quilt The mapping probabilities of the solution of mark;
Preserve the mapping probabilities of the solution that crucial phrase is marked to each, in order to set up described solution party Case preference pattern;
Described, according to the solution preference pattern pre-build, select described at least two key word corresponding Solution include:
Mapping probabilities according to each solution being marked preserved in described solution preference pattern Size, and the weighted value of preset piecemeal solution scheme, select described at least two key word corresponding Solution.
12. methods according to claim 1, it is characterised in that described same keyword group is by phase The crucial phrase that same key word is elementary composition.
13. methods according to claim 1, it is characterised in that described same keyword group is by phase With the elder generation that key word is elementary composition and each key word element occurs in the training sample at respective place The crucial phrase that rear order is identical.
14. methods according to claim 1, it is characterised in that also include:
According to preset synonym table, the key word extracted from described text message is carried out synonym conjunction And.
15. 1 kinds of solution of terminal fault provide device, it is characterised in that including:
Information receiving unit, is used for starting dialog box, is received the end of user's input by described dialog box End failure-description information;
Solution acquiring unit, is carried out for described terminal fault being described information according to preset data base Analyzing, and obtain corresponding solution, wherein, described solution acquiring unit includes:
Keyword abstraction subelement, for extracting keywords from described failure-description information;
Solution obtains subelement, specifically for, if the key word extracted is at least two, then root According to the solution preference pattern pre-build, select the solution that described at least two key word is corresponding;
Set obtains unit, for the set of correspondences of crucial phrase and the solution of the person that obtains mark mark Closing, wherein, described set obtains unit and includes: sample collection subelement, is used for gathering text message conduct Training sample;Mark subelement, for carrying out following operation respectively: from training sample for each training sample Extracting keywords in Ben, when the key word extracted is at least two, using this at least two key word as One crucial phrase, according to the corresponding relation between single key word and the solution pre-saved and with pass The complete semantic understanding of the text message that keyword group is corresponding, provides each key word in crucial phrase respectively Corresponding solution marks for mark person, obtains crucial phrase and the solution of mark person mark according to annotation results The certainly corresponding relation of scheme;
Unit set up by model, for the corresponding pass according to same keyword group from the different solutions being marked System, sets up described solution preference pattern;
Solution represents unit, for described solution being presented to user by described dialog box.
16. devices according to claim 15, it is characterised in that also include:
FAQs represents unit, for representing Frenquently Ask Question List in described dialog box.
17. devices according to claim 16, it is characterised in that corresponding one of each FAQs Launching/pack up entrance, described device also includes:
Status toggle unit, for carrying out launching or the switching of collapsed state by described expansion/pack up entrance; Wherein, under collapsed state, only represent FAQs itself, in the deployed state, show FAQs Corresponding producing cause and solution.
18. devices according to claim 15, it is characterised in that described solution represents unit Specifically for: it is analyzed when described terminal fault being described information according to preset data base, obtains at least During two solutions, described at least two solution is supplied to user, selects for user.
19. devices according to claim 15, it is characterised in that also include:
Other entrances provide unit, make other entrances selected for providing a user with, in order to lead to user When crossing the entrance of this entrance, provide a user with the list of FAQs and solution thereof, or switching people's work clothes Business.
20. devices according to claim 19, it is characterised in that also include:
Human relay working unit, for when receive user transfer the request of manual service time, according to preset logical Letter interface sets up the communication with service end, sets up the dialog box of user and service end engineer.
21. devices according to claim 15, it is characterised in that also include:
Question closely unit, be analyzed for described terminal fault being described information according to preset data base, Judge when described failure-description information is concrete not, according to the information in described data base to user represent with The specific descriptions candidate item that described failure-description information is relevant, in order to notify that user inputs more with the form questioned closely Concrete failure-description information.
22. devices according to claim 15, it is characterised in that will in the way of operable entrance Described solution is presented to user, and described device also includes:
Scheme performance element, for performing pre-as user for the operable entrance that the solution represented is corresponding During the operation put, run corresponding tool kit, in order to perform the operation that described solution is corresponding.
23. devices according to claim 22, it is characterised in that also include:
Staining effect unit, for after the operation that described solution is corresponding is finished, with operable enter The form of mouth is to user's query implementation effect, in order to obtain the effect relevant information of user feedback.
24. devices according to claim 15, it is characterised in that described model is set up unit and included:
Select subelement, for being noted as the number of times of piecemeal solution scheme according to same keyword group, select It is marked the solution that number of times is most for same keyword group;
First preserves subelement, for preserving crucial phrase and being marked between the solution that number of times is most Corresponding relation, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
First selects subelement, for selecting preserve in described solution preference pattern to be marked number of times Many solutions.
25. devices according to claim 15, it is characterised in that described model is set up unit and included:
Mapping probabilities computation subunit, for being noted as the secondary of piecemeal solution scheme according to same keyword group Number, determines the mapping probabilities of the solution that crucial phrase is marked to each;
Second preserves subelement, general for preserving the mapping of the solution that crucial phrase is marked to each Rate, in order to set up described solution preference pattern;
Described solution obtains subelement and includes:
Second selects subelement, for be marked according to each preserved in described solution preference pattern The size of the mapping probabilities of solution, and the weighted value of preset piecemeal solution scheme, described in selection extremely The solution that few two key words are corresponding.
26. devices according to claim 15, it is characterised in that described same keyword group is served as reasons The crucial phrase that identical key word is elementary composition.
27. devices according to claim 15, it is characterised in that described same keyword group is served as reasons Identical key word is elementary composition and each key word element occurs in the training sample at respective place The crucial phrase that sequencing is identical.
28. devices according to claim 15, it is characterised in that also include:
Synonym combining unit, for according to preset synonym table, extracts from described text message Key word carry out synonym merging.
CN201210149348.8A 2012-05-14 2012-05-14 Solution of terminal fault provides method and device Expired - Fee Related CN102708454B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201210149348.8A CN102708454B (en) 2012-05-14 2012-05-14 Solution of terminal fault provides method and device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201210149348.8A CN102708454B (en) 2012-05-14 2012-05-14 Solution of terminal fault provides method and device

Publications (2)

Publication Number Publication Date
CN102708454A CN102708454A (en) 2012-10-03
CN102708454B true CN102708454B (en) 2016-06-29

Family

ID=46901186

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210149348.8A Expired - Fee Related CN102708454B (en) 2012-05-14 2012-05-14 Solution of terminal fault provides method and device

Country Status (1)

Country Link
CN (1) CN102708454B (en)

Families Citing this family (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104216997A (en) * 2014-09-10 2014-12-17 珠海市君天电子科技有限公司 Method and device for repairing terminal equipment
CN104360653B (en) * 2014-10-20 2018-07-31 小米科技有限责任公司 Troubleshooting methodology and device
CN104486486B (en) * 2014-11-27 2017-02-22 小米科技有限责任公司 Method and device for treating faults
CN106202508A (en) * 2016-07-20 2016-12-07 北京小米移动软件有限公司 The intelligence method of answer problem, Apparatus and system
CN106339879A (en) * 2016-08-11 2017-01-18 深圳创维-Rgb电子有限公司 Method for solving user after-sales problem and device thereof
CN107644641B (en) * 2017-07-28 2021-04-13 深圳前海微众银行股份有限公司 Dialog scene recognition method, terminal and computer-readable storage medium
CN109445995A (en) * 2018-09-04 2019-03-08 深圳市宝德计算机系统有限公司 Server data processing method, device and storage medium
CN109756382B (en) * 2019-02-28 2022-07-29 新华三技术有限公司 Fault positioning method and device
CN110309128B (en) * 2019-07-05 2020-07-17 广东铭太信息科技有限公司 Oracle backup file automatic importing device, implementation method thereof and method for importing backup file by using device
CN112306034A (en) * 2019-08-02 2021-02-02 深圳市道通科技股份有限公司 Automobile maintenance method, device and system
CN111561285B (en) * 2020-06-30 2024-01-23 南智(重庆)能源技术有限公司 Intelligent composite salvaging method for oil-gas well
CN112492567B (en) * 2020-11-19 2022-03-18 江苏恒宝智能系统技术有限公司 Fault analysis and solution method and device in emergency command communication
CN112581812A (en) * 2020-11-23 2021-03-30 读书郎教育科技有限公司 System and method for assisting online education live broadcast after-class teacher to communicate with students
CN113297025A (en) * 2021-05-18 2021-08-24 维沃移动通信有限公司 Fault reminding method and device and electronic equipment

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101676909A (en) * 2008-09-16 2010-03-24 联想(北京)有限公司 Method and computer for providing self-service for users
CN101819601A (en) * 2010-05-11 2010-09-01 同方知网(北京)技术有限公司 Method for automatically classifying academic documents

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4907237B2 (en) * 2006-06-22 2012-03-28 大日本スクリーン製造株式会社 Test man-hour estimation device and program
JP5141360B2 (en) * 2008-04-25 2013-02-13 富士通株式会社 Work support device for information processing device
CN102375845B (en) * 2010-08-19 2016-01-13 深圳市世纪光速信息技术有限公司 Image searching method and system

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101676909A (en) * 2008-09-16 2010-03-24 联想(北京)有限公司 Method and computer for providing self-service for users
CN101819601A (en) * 2010-05-11 2010-09-01 同方知网(北京)技术有限公司 Method for automatically classifying academic documents

Also Published As

Publication number Publication date
CN102708454A (en) 2012-10-03

Similar Documents

Publication Publication Date Title
CN102708454B (en) Solution of terminal fault provides method and device
CN102708453B (en) The method and device of solution of terminal fault is provided
CN106601250A (en) Speech control method and device and equipment
CN112365894B (en) AI-based composite voice interaction method and device and computer equipment
CN106875939A (en) To the Chinese dialects voice recognition processing method and intelligent robot of wide fluctuations
CN108364645A (en) A kind of method and device for realizing page interaction based on phonetic order
CN108062316A (en) A kind of method and apparatus for aiding in customer service
CN106302933B (en) Voice information processing method and terminal
CN107797984A (en) Intelligent interactive method, equipment and storage medium
CN106796787A (en) The linguistic context carried out using preceding dialog behavior in natural language processing is explained
WO2020253064A1 (en) Speech recognition method and apparatus, and computer device and storage medium
CN109256133A (en) A kind of voice interactive method, device, equipment and storage medium
CN102508554A (en) Input method with communication association, personal repertoire and system
CN102694896B (en) In order to store the method for communicating number, terminal and system
CN109271503A (en) Intelligent answer method, apparatus, equipment and storage medium
CN109035001A (en) Intelligent voice response processing method and system
CN107545887A (en) Phonetic order processing method and processing device
CN112866086B (en) Information pushing method, device, equipment and storage medium for intelligent outbound
CN107240394A (en) A kind of dynamic self-adapting speech analysis techniques for man-machine SET method and system
CN112287082A (en) Data processing method, device, equipment and storage medium combining RPA and AI
CN109062891A (en) Media processing method, device, terminal and medium
CN110209792B (en) Method and system for generating dialogue color eggs
CN111698552A (en) Video resource generation method and device
CN108597499B (en) Voice processing method and voice processing device
CN106356056A (en) Speech recognition method and device

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20160629

Termination date: 20210514

CF01 Termination of patent right due to non-payment of annual fee