CN105873102B - Mobile network moves shifting method and system - Google Patents
Mobile network moves shifting method and system Download PDFInfo
- Publication number
- CN105873102B CN105873102B CN201610197091.1A CN201610197091A CN105873102B CN 105873102 B CN105873102 B CN 105873102B CN 201610197091 A CN201610197091 A CN 201610197091A CN 105873102 B CN105873102 B CN 105873102B
- Authority
- CN
- China
- Prior art keywords
- mobile network
- user
- moves
- ready
- carry out
- 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.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 27
- 230000003542 behavioural effect Effects 0.000 claims abstract description 58
- 239000013598 vector Substances 0.000 claims abstract description 18
- 235000012054 meals Nutrition 0.000 claims description 12
- 230000004907 flux Effects 0.000 claims description 10
- 238000012546 transfer Methods 0.000 claims description 9
- 230000017105 transposition Effects 0.000 claims description 5
- 230000005540 biological transmission Effects 0.000 claims description 4
- 238000000605 extraction Methods 0.000 claims description 4
- 238000004364 calculation method Methods 0.000 claims description 3
- 238000010586 diagram Methods 0.000 description 4
- 239000000203 mixture Substances 0.000 description 3
- 238000012790 confirmation Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 241000208340 Araliaceae Species 0.000 description 1
- 235000005035 Panax pseudoginseng ssp. pseudoginseng Nutrition 0.000 description 1
- 235000003140 Panax quinquefolius Nutrition 0.000 description 1
- 238000005284 basis set Methods 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000009472 formulation Methods 0.000 description 1
- 235000008434 ginseng Nutrition 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/02—Arrangements for optimising operational condition
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- User Interface Of Digital Computer (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
The present invention provides a kind of mobile network and moves shifting method and system, belongs to mobile network and moves and turns technical field, can solve the problems, such as that existing mobile network moves that shifting method accuracy is poor, low efficiency.It includes: the mobile Internet access data for acquiring user that mobile network of the invention, which moves shifting method,；The behavioral parameters x of potential user is extracted from mobile Internet access datai, the potential user is the user that most high speed mobile network online is not used, the behavioral parameters xiFor a dimensional vector；According to the behavioral parameters x of potential user iiJudge whether it is ready that progress mobile network moves and turns, moves the information turned if being then sent to it and recommending to carry out mobile network.
Description
Technical field
It is moved the invention belongs to mobile network and turns technical field, and in particular to a kind of mobile network moves shifting method and system.
Background technique
With the arrival of mobile internet era, user starts more and more to use mobile terminal Internet access.For this purpose, operation
Quotient increases the dynamics of mobile network's construction, and the coverage rate of high-speed mobile network (such as 4G network) is continuously improved, obtains for user
Better mobile Internet access experience provides basis.
But the user that present many possesses high-speed mobile network terminal (such as 3G mobile) is still using low-speed mobile network
(such as 2G network) online, causes the utilization rate of high-speed mobile network low, ability cannot be fully utilized.For this purpose, guidance user
It is moved from low-speed mobile network to high-speed mobile network progress mobile network and turns just to become an important problem.
It is existing guidance user carry out mobile network move turn method mainly carry out rate it is preferential, increase advertisement intensity a surname
Pass etc..But these methods are without specific aim, be all towards the public or whole users, and can not accurately be to truly having
It is pushed using the user of high-speed mobile network demand, therefore its accuracy is poor, low efficiency.
Summary of the invention
The present invention provides a kind of accuracy aiming at the problem that existing mobile network moves poor shifting method accuracy, low efficiency
Good, high-efficient mobile network moves shifting method and system.
Solving technical solution used by present invention problem is that a kind of mobile network moves shifting method comprising:
Acquire the mobile Internet access data of user；
The behavioral parameters x of potential user is extracted from mobile Internet access data, the potential user is that most high speed is not used to move
The user of dynamic network online, the behavioral parameters x are a dimensional vector；
According to the behavioral parameters x of potential user iiJudge whether it is ready that progress mobile network moves and turns, if then Xiang Qifa
It send and progress mobile network is recommended to move the information turned.
Preferably, the potential user is to be surfed the Internet using the mobile terminal of First Speed and the mobile network of second speed
User, the First Speed be greater than second speed；The recommendation carries out mobile network and moves the information that turns to recommend to move and going to the
The information of the mobile network of one speed.
Preferably, the vector of the behavioral parameters x includes the one or more of the following contents: the online in predetermined period
Flow；Online duration in predetermined period；High the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period
Ratio；Set meal external flux expense accounts for the ratio of total flow expense in predetermined period.
Preferably, in the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns it
Before, further includes:
It takes n to have confirmed that and is ready to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turned
It takes m to have confirmed that and is reluctant to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to be moved
Network moves the distribution density of the user turned
Wherein, t indicates transposition, | σ | it is the value of σ, σ-1For the inverse of σ.
It may further be preferable that the behavioral parameters x according to potential user iiJudge whether it is ready to carry out mobile network
Network move turn include:
User i is calculated according to the following formula is ready that carrying out mobile network moves the probability P (W turned1|xi) and be unwilling to be moved
Dynamic network moves the probability P (W turned2|xi):
Wherein P (W1) and P (W2) it is parameter preset；
Compare P (W1|xi) and P (W2|xi), if P (W1|xi) it is greater than P (W2|xi) then think that potential user i is ready to move
Network, which moves, to be turned.
It may further be preferable that the behavioral parameters x according to potential user iiJudge whether it is ready to carry out mobile network
Network move turn include:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
Solving technical solution used by present invention problem is that a kind of mobile network moves and transfers from one department to another to unite comprising:
Acquisition unit, for acquiring the mobile Internet access data of user；
Extraction unit, for extracting the behavioral parameters x of potential user from mobile Internet access data, the potential user is not
The user to be surfed the Internet using most high speed mobile network, the behavioral parameters x are a dimensional vector；
Judging unit, for the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns；
Transmission unit, for be ready carry out mobile network move turn potential user send recommend carry out mobile network move turn
Information.
Preferably, the vector of the behavioral parameters x includes the one or more of the following contents: the online in predetermined period
Flow；Online duration in predetermined period；High the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period
Ratio；Set meal external flux expense accounts for the ratio of total flow expense in predetermined period.
Preferably, the mobile network move transfer from one department to another system further include pre-calculation unit, be used for:
It takes n to have confirmed that and is ready to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turned
It takes m to have confirmed that and is reluctant to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to be moved
Network moves the distribution density of the user turned
Wherein, t indicates transposition, | σ | it is the value of σ, σ-1For the inverse of σ.
It may further be preferable that the behavioral parameters x according to potential user iiJudge whether it is ready to carry out mobile network
Network move turn include:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
Mobile network of the invention moves in shifting method, and first acquisition is possible to carry out the behavior ginseng that mobile network moves the user turned
Number, further according to behavioral parameters analyze each user be ready carry out mobile network move turn probability, and only to be ready carry out mobile network
Network, which moves the higher user of the probability turned and sends, recommends progress mobile network to move the information turned, thus the accuracy for pushing information
It is good, high-efficient.
Detailed description of the invention
Fig. 1 is that a kind of mobile network of the embodiment of the present invention moves the flow diagram of shifting method；
Fig. 2 is that another mobile network of the embodiment of the present invention moves the flow diagram of shifting method；
Fig. 3 is that a kind of mobile network of the embodiment of the present invention moves the composition schematic block diagram for transfering from one department to another system.
Fig. 4 is that another mobile network of the embodiment of the present invention moves the composition schematic block diagram for transfering from one department to another system.
Specific embodiment
Technical solution in order to enable those skilled in the art to better understand the present invention, with reference to the accompanying drawing and specific embodiment party
Present invention is further described in detail for formula.
Embodiment 1:
The present embodiment provides a kind of mobile networks to move shifting method comprising:
S101, the mobile Internet access data for acquiring user.
S102, the behavioral parameters x that potential user is extracted from mobile Internet access data, the potential user are that highest is not used
The user of fast mobile network's online, the behavioral parameters x are a dimensional vector.
S103, the behavioral parameters x according to potential user iiJudge its whether be ready carry out mobile network move turn, if then to
It, which sends, recommends progress mobile network to move the information turned.
The mobile network of the present embodiment moves in shifting method, and first acquisition is possible to carry out the behavior that mobile network moves the user turned
Parameter analyzes each user further according to behavioral parameters and is ready that carrying out mobile network moves the probability turned, and only to being ready to be moved
Network, which moves the higher user of the probability turned and sends, recommends progress mobile network to move the information turned, thus the accuracy for pushing information
It is good, high-efficient.
Embodiment 2:
The present embodiment provides a kind of mobile networks to move shifting method comprising:
S201, the mobile Internet access data for acquiring user.
That is, knowing that whole users are surfed the Internet by mobile network by the acquisition node disposed in carrier network
Related data.For example, data mode can be as shown in table 1 below, comprising: subscriber phone number (user distinguishes user), user make
Mobile network's class that mobile terminal style (i.e. mobile terminal highest supports what kind of mobile network), user use
Type, online time started, online end time, online duration, surfing flow, internet business type etc..
Table 1, user mobile Internet access data
Preferably, it can also be obtained according to the above mobile Internet access data in conjunction with the charge system (business support system) of operator
Know the consumption of user account, it specifically can be as shown in table 2 below, comprising: subscriber phone number, of that month spending amount, basis set
Dinner cost with, set meal external flux, set meal external flux expense, set meal external flux packet, set meal external flux cover all expenses.
The consumption of table 2, user account
S202, potential user is found out from mobile Internet access data, potential user is that most high speed mobile network online is not used
User.
Obviously, the user of only current and unused most high speed mobile network (temporarily by taking 4G network as an example) online could be after
Continuing to move to the mobile network of higher speed progress mobile network and turn, mobile network can potentially be can be carried out by, which just belonging to, moves the user turned,
Therefore these users can be screened as potential user according to the type for the mobile terminal that user uses.
Preferably, potential user is the use using mobile network's online of the mobile terminal and second speed of First Speed
Family, First Speed are greater than second speed.
Obviously, user will use to the mobile network of higher speed, it is necessary to while using mobile terminal (such as hand of higher speed
Machine), and the user of the terminal type for using and mobile network's type matching (as used 3G mobile network on 3G mobile terminal),
It is general to be less likely to move and go to 4G network and specially replace 4G mobile terminal.Therefore, the mobile end of currently used fair speed
It end and just most possibly carries out mobile network and moves to turn compared with the user that surfs the Internet of mobile network of low velocity, therefore can be used by user
The comparison of mobile terminal style and mobile network's type screens these preferred potential users.
Wherein, it can also can also be classified again according to the type of mobile terminal to potential user here, such as use 4G mobile terminal
But with the user of 2G or 3G mobile network, and using 3G mobile terminal but with the user of 2G mobile network.Because these two types are used
Mobile terminal style that family is held is different, thus they carry out mobile networks move the tendency turned may also be different, can be used as not
Same model is handled (only design parameter is different) in the same manner respectively.
S203, the behavioral parameters x that potential user is extracted from mobile Internet access data, behavioral parameters x are a dimensional vector.
That is, extracting some projects in its mobile Internet access data after selecting potential user, potential user is formed
Behavioral parameters x, wherein if having chosen a project, x is a dimensional vector.
Preferably, the vector of behavioral parameters x includes the one or more of the following contents:
Surfing flow Q in predetermined period: (such as one month) user is carried out with mobile network i.e. in a certain period of time
The total flow of online.
Online duration T in predetermined period: (such as one month) user actually uses mobile network i.e. in a certain period of time
The total time that network is surfed the Internet.
The ratio S of high the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period: obviously, relative to
The general business such as webpage are accessed, the requirements of the business for network speed such as viewing video, access electric business, access map are higher, lead to
Better usage experience could be often obtained under the mobile network of higher speed, therefore can be by flow used in this kind of business
The ratio for accounting for total flow, which is found out, to be come.Certainly, the partial example of only high network speed demand business provided above, high network speed demand industry
What business, which specifically includes, according to circumstances to be decided in its sole discretion by operator.
Set meal external flux expense accounts for the ratio C of total flow expense in predetermined period: when carrying out mobile Internet access, generally having
The expense of a part is included in the inevitable expense in original set meal, but when the time of mobile Internet access, flow etc. exceed, then needs
It buys flow packet or pays the additional mobile Internet access expense outside set meal, it at this time can be by this part expense and whole mobile Internet accesses
The proportional recording of expense (not including the expense of phone, short message etc.) gets off.
As it can be seen that when the above items content difference, represents user and is ready to carry out mobile network to move the probability turned also different,
Therefore they can be used as the optional project of behavioral parameters x.It is to be said for 4 dimensional vectors of this 4 contents according to x below
It is bright, i.e. x=[D, T, S, C], and for specific user i, then xi=[Di,Ti,Si,Ci].Certainly, example above is not to row
For the restriction of the project of parameter x.
S204, n are taken to have confirmed that the behavioral parameters x for being ready that progress mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turnedWherein, t indicates to turn
It sets, | σ | it is the value of σ, σ-1For the inverse of σ.
It has been investigated that, it is believed that if using behavioral parameters x as variable, user be ready carry out mobile network move turn
Probability meets normal distribution (Gaussian Profile), that is, is ready that carrying out mobile network moves the user W turned1Distribution density p (x | W1)
~N (μ1,σ1), the p (x | W1) specifically meet following formula:
But the μ in formula at this time1And σ1Also all not
Know.
For this purpose, can choose n has been acknowledged that being ready to carry out mobile network moves the user turned (as completed mobile network before
Network moves the user turned) behavioral parameters x, and calculate μ with the x of these users according to above formula1And σ1, and for subsequent
In calculating.Obviously, the user's sample chosen at this time is more (i.e. n is bigger), then resulting μ1And σ1Accuracy it is higher.Wherein,
Since x is 4 dimensional vectors, therefore its corresponding σ is then 4*4 covariance matrix, and | σ | and σ-1It is then the value of corresponding determinant and inverse.
Obviously, once calculating μ1And σ1, then the μ can be used directly in when all potential users of post analysis1And σ1, and
Without individually calculating every time.
Specifically, as previously mentioned, if think using 4G mobile terminal but with the user of 2G or 3G mobile network, and use
It 3G mobile terminal but is different with the user of 2G mobile network, then it at this time can selected part be from both users respectively
Confirmation is ready that carrying out mobile network moves the user turned as sample, calculates separately out two sets of different μ1And σ1.Correspondingly, with
Under in each step, also two kinds of users can be respectively calculated with different parameters in the same manner, due to its calculating
Method is identical (only specific data, parameter are different), therefore no longer describes respectively below.
S205, m are taken to have confirmed that the behavioral parameters x for being reluctant that progress mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to be moved
Network moves the distribution density of the user turned
It is similar with step S204, it is believed that being unwilling, carrying out mobile network moves the user W turned2Also comply with normal distribution (Gauss
Distribution), therefore m can be chosen and had been acknowledged and be unwilling to carry out mobile network and move the user turned (to push recommendation as before to move
Dynamic network moves the information turned but the user that is clearly refused) behavioral parameters x, calculate corresponding parameter by the same way and go out μ2
And σ2。
S206, the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns.
That is, judge whether each potential user is ready that progress mobile network moves and turns one by one according to the above behavioral parameters x,
Judge that it is ready and is unwilling to carry out mobile network and moves the probability turned.
Preferably, as a kind of mode of the present embodiment, this step is specific can include:
User i is calculated according to the following formula is ready that carrying out mobile network moves the probability P (W turned1|xi) and be unwilling to be moved
Dynamic network moves the probability P (W turned2|xi):
Wherein, P (W1) and P (W2) it is parameter preset；
Compare P (W1|xi) and P (W2|xi), if P (W1|xi) it is greater than P (W2|xi) then think that potential user i is ready to move
Network, which moves, to be turned.
As before, be ready and be unwilling to carry out mobile network move the potential user turned distribution density meet more than normal state
Distribution (has been found out) before parameter, is had thus directed towards some and is determined behavioral parameters xi=[Di,Ti,Si,Ci] user i, be willing to
Meaning progress mobile network, which moves, turns and is unwilling to carry out the value P (W that mobile network moves the probability turned1|xi) and P (W2|xi) can lead to respectively
Above formula is crossed to find out.As a result, by comparing P (W1|xi) and P (W2|xi) size, that is, may know that the user i is to be ready to carry out
Mobile network moves the probability turned and is still unwilling to carry out mobile network greatly to move the probability turned big.
Wherein, P (W1) and P (W2) it is scale parameter, it can be according to having determined that being ready and be unwilling to carry out mobile network moves
The user turned is for statistical analysis to obtain, can also rule of thumb set.
Or, it is preferred that as the another way of the present embodiment, this step be may also comprise:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
Obviously, with P (W1|xi) subtract P (W2|xi), then its result means that user i is ready that carrying out mobile network moves greater than 0
On the contrary the probability turned is bigger, then be that be unwilling to carry out the probability that mobile network moves turn bigger.As before, P (W1|xi) and P (W2|xi)
Formula difference it is as follows:
As it can be seen that the denominator of the two is identical, therefore whether the difference for comparing the two is greater than 0, is also just equivalent to and comparesWhether 0 is greater than.Wherein, P (W1) and P (W2) it is parameter preset, thereforeIt is also predetermined value,
AndIt can then be calculated.Obviously, according to the method, as long as practical calculate p (xi|W1) and p (xi|W2) two values are
Can, it is fairly simple, it is easy to accomplish.
Turn if S207, user are ready that progress mobile network moves, is sent to it and progress mobile network is recommended to move the information turned.
That is, by the calculated result of above step S206, if obtaining, user i is ready to carry out mobile network and moves to turn
Probability is bigger, then judges that it is ready that progress mobile network moves and turns, and be sent to it and progress mobile network is recommended to move the information turned (such as
Advertisement), it guides its progress mobile network to move and turns.
Conversely, if judging, user i is unwilling to carry out mobile network and moves to turn, and terminates the processing to the potential user, no longer
It is sent to it and progress mobile network is recommended to move the information turned.
Wherein, it is preferred that mobile network's online of mobile terminal and second speed for First Speed used above
Potential user, then it is above to recommend to carry out mobile network to move the information turned being the letter for recommending to move the mobile network for going to First Speed
Breath.
That is, the mobile terminal using fair speed and the mobile network compared with low velocity for the foregoing description are surfed the Internet
User, it may be that recommend it to move the mobile network for going to its mobile terminal by the mobile network compared with low velocity, that is, recommend hold
The user of 3G mobile terminal, which moves, goes to 3G network, and recommends the user for holding 4G mobile terminal to move and go to 4G network.
S208, carrying out mobile network, which moves the potential user turned, is ready for confirmation, moves and turns by its requirement progress mobile network.
That is, after issuing recommendation progress mobile network to potential user and moving the information turned, if receiving its reply, really
Recognize its be ready carry out mobile network move turn, then moved by the requirement of the potential user and go to corresponding mobile network.
The mobile network of the present embodiment moves in shifting method, and discovery user is ready/is unwilling to carry out mobile network and move to turn general
Rate all meets normal distribution, and proposes to can be used specific formulation to calculate user and be ready/be unwilling to carry out mobile network to move and turn general
Rate, so as to keep the accuracy of information push more preferable, more efficient.
Embodiment 3:
Transfer from one department to another to unite as shown in figure 3, moving the present embodiment provides a kind of mobile network comprising:
Acquisition unit, for acquiring the mobile Internet access data of user.
Extraction unit, for extracting the behavioral parameters x of potential user from mobile Internet access data, potential user is unused
The user of most high speed mobile network online, behavioral parameters x are a dimensional vector.
Judging unit, for the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns.
Transmission unit, for be ready carry out mobile network move turn potential user send recommend carry out mobile network move turn
Information.
It is moved the present embodiment provides a kind of mobile network and transfers from one department to another to unite, can moved and turn according to above method progress mobile network,
To which its accuracy is good, high-efficient.
Embodiment 4:
Transfer from one department to another to unite as shown in figure 4, moving the present embodiment provides a kind of mobile network comprising:
Acquisition unit, for acquiring the mobile Internet access data of user.
Extraction unit, for extracting the behavioral parameters x of potential user from mobile Internet access data, potential user is unused
The user of most high speed mobile network online, behavioral parameters x are a dimensional vector.
Judging unit, for the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns.
Transmission unit, for be ready carry out mobile network move turn potential user send recommend carry out mobile network move turn
Information.
Preferably, the vector of behavioral parameters x includes the one or more of the following contents:
Surfing flow in predetermined period；
Online duration in predetermined period；
The ratio of high the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period；
Set meal external flux expense accounts for the ratio of total flow expense in predetermined period.
Preferably, the above mobile network move transfer from one department to another system further include pre-calculation unit, be used for:
It takes n to have confirmed that and is ready to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turned
It takes m to have confirmed that and is reluctant to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to be moved
Network moves the distribution density of the user turned
Wherein, t indicates transposition, | σ | it is the value of σ, σ-1For the inverse of σ.
It is further preferred that above according to the behavioral parameters x of potential user iiJudge whether it is ready to carry out mobile network
Move turn include:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
It is understood that the principle that embodiment of above is intended to be merely illustrative of the present and the exemplary implementation that uses
Mode, however the present invention is not limited thereto.For those skilled in the art, essence of the invention is not being departed from
In the case where mind and essence, various changes and modifications can be made therein, these variations and modifications are also considered as protection scope of the present invention.
Claims (8)
1. a kind of mobile network moves shifting method characterized by comprising
Acquire the mobile Internet access data of user；
The behavioral parameters x of potential user is extracted from mobile Internet access data, the potential user is that most high speed mobile network is not used
The user of network online, the behavioral parameters x are a dimensional vector；
According to the behavioral parameters x of potential user iiJudge whether it is ready that progress mobile network moves and turns, if being then sent to it recommendation
It carries out mobile network and moves the information turned；
In the behavioral parameters x according to potential user iiJudge its whether be ready carry out mobile network move turn before, further includes:
It takes n to have confirmed that and is ready to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turned
It takes m to have confirmed that and is reluctant to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to carry out mobile network
Network moves the distribution density of the user turned
Wherein, t indicates transposition, | σ | it is the value of σ, σ-1For the inverse of σ.
2. mobile network according to claim 1 moves shifting method, which is characterized in that
The potential user is using the user of mobile network's online of the mobile terminal and second speed of First Speed described the
One speed is greater than second speed；
The recommendation carries out mobile network and moves the information turned to be the information for recommending to move the mobile network for going to First Speed.
3. mobile network according to claim 1 moves shifting method, which is characterized in that the vector of the behavioral parameters x includes
The following contents it is one or more:
Surfing flow in predetermined period；
Online duration in predetermined period；
The ratio of high the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period；
Set meal external flux expense accounts for the ratio of total flow expense in predetermined period.
4. mobile network according to claim 1 moves shifting method, which is characterized in that the behavior according to potential user i
Parameter xiJudge its whether be ready carry out mobile network move turn include:
User i is calculated according to the following formula is ready that carrying out mobile network moves the probability P (W turned1|xi) and be unwilling to carry out mobile network
Network moves the probability P (W turned2|xi):
Wherein P (W1) and P (W2) it is parameter preset；
Compare P (W1|xi) and P (W2|xi), if P (W1|xi) it is greater than P (W2|xi) then think that potential user i is ready to carry out mobile network
It moves and turns.
5. mobile network according to claim 1 moves shifting method, which is characterized in that the behavior according to potential user i
Parameter xiJudge its whether be ready carry out mobile network move turn include:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
Transfer from one department to another to unite 6. a kind of mobile network moves characterized by comprising
Acquisition unit, for acquiring the mobile Internet access data of user；
Extraction unit, for extracting the behavioral parameters x of potential user from mobile Internet access data, the potential user is unused
The user of most high speed mobile network online, the behavioral parameters x are a dimensional vector；
Judging unit, for the behavioral parameters x according to potential user iiJudge whether it is ready that progress mobile network moves and turns；
Transmission unit, for be ready carry out mobile network move turn potential user send recommend carry out mobile network move turn letter
Breath；
Pre-calculation unit is used for:
It takes n to have confirmed that and is ready to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ1And σ1, then it is ready to carry out mobile network
Network moves the distribution density of the user turned
It takes m to have confirmed that and is reluctant to carry out the behavioral parameters x that mobile network moves the user turned, according to formula:Calculating parameter μ2And σ2, then it is reluctant to be moved
Network moves the distribution density of the user turned
Wherein, t indicates transposition, | σ | it is the value of σ, σ-1For the inverse of σ.
Transfer from one department to another to unite 7. mobile network according to claim 6 moves, which is characterized in that the vector of the behavioral parameters x includes
The following contents it is one or more:
Surfing flow in predetermined period；
Online duration in predetermined period；
The ratio of high the consumed total surfing flow of surfing flow Zhan of network speed demand business in predetermined period；
Set meal external flux expense accounts for the ratio of total flow expense in predetermined period.
Transfer from one department to another to unite 8. mobile network according to claim 6 moves, which is characterized in that the behavior according to potential user i
Parameter xiJudge its whether be ready carry out mobile network move turn include:
It calculatesValue, wherein P (W1) and P (W2) it is parameter preset；
Judge g (xi) whether it is greater than 0, think that potential user i is ready that progress mobile network moves and turns if more than 0.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610197091.1A CN105873102B (en) | 2016-03-31 | 2016-03-31 | Mobile network moves shifting method and system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610197091.1A CN105873102B (en) | 2016-03-31 | 2016-03-31 | Mobile network moves shifting method and system |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN105873102A CN105873102A (en) | 2016-08-17 |
| CN105873102B true CN105873102B (en) | 2019-06-21 |
Family
ID=56627527
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201610197091.1A Active CN105873102B (en) | 2016-03-31 | 2016-03-31 | Mobile network moves shifting method and system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN105873102B (en) |
Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104581832A (en) * | 2013-10-21 | 2015-04-29 | 中国移动通信集团北京有限公司 | Method and system for realizing data service shunting |
| CN105430676A (en) * | 2015-11-06 | 2016-03-23 | 中国联合网络通信集团有限公司 | Method and device for reducing GSM network load |
-
2016
- 2016-03-31 CN CN201610197091.1A patent/CN105873102B/en active Active
Patent Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104581832A (en) * | 2013-10-21 | 2015-04-29 | 中国移动通信集团北京有限公司 | Method and system for realizing data service shunting |
| CN105430676A (en) * | 2015-11-06 | 2016-03-23 | 中国联合网络通信集团有限公司 | Method and device for reducing GSM network load |
Non-Patent Citations (1)
| Title |
|---|
| 基于数据挖掘技术构建电信4G客户预测模型的研究;邓博;《中国优秀硕士学位论文全文数据库》;20160215;正文第6、17、26、32页，表3-4 |
Also Published As
| Publication number | Publication date |
|---|---|
| CN105873102A (en) | 2016-08-17 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN103927324B (en) | The method and device that a kind of information is pushed | |
| CN103414600B (en) | Approximate adaptation method and relevant device and communication system | |
| CN105657635B (en) | Terminal flow sharing method and system | |
| CN108550055B (en) | Advertisement information pushing method and system based on geographic position | |
| Byun et al. | 4G LTE network access system and pricing model for IoT MVNOs: spreading smart tourism | |
| CN110766507A (en) | Resource allocation method and device | |
| CN102760170A (en) | Electronic book note-taking method based on screenshot | |
| US20120254229A1 (en) | Determining potential relationships between individuals | |
| CN105335515A (en) | Information recommendation method and information recommendation device | |
| CN104363572A (en) | Redirecting method, charging device, access device and redirecting system | |
| CN107332755A (en) | The method and device that a kind of red packet is sent | |
| US9031083B2 (en) | Communication management system, communication management method, and non-transitory computer readable medium | |
| CN112491564A (en) | Method, device, equipment and medium for detecting bandwidth charging value of network equipment | |
| CN113037510A (en) | Charging method, charging device and computer readable storage medium | |
| KR102320337B1 (en) | Technology for Dynamic Zero-Rated Server Clusters | |
| CN105873102B (en) | Mobile network moves shifting method and system | |
| CN104376304B (en) | A kind of recognition methods of text advertisements image and device | |
| CN110009424A (en) | A kind of service information pushing method, device and storage medium | |
| CN103383703A (en) | Microblog user group recommendation method | |
| CN105099802B (en) | A kind of method for recognizing flux, terminal and network element device | |
| CN106169137B (en) | Resource transfer method, device and system | |
| CN108347355A (en) | A kind of detection method and its equipment of application state | |
| CN115696356B (en) | Cell capacity adjustment method and device, electronic equipment and storage medium | |
| CN102999581B (en) | Measure data access and real-time ordering system for business large user | |
| CN104853333B (en) | The method and system of charging processing is carried out to background advertisement on mobile terminal |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |