CN107346494A - A kind of method and system for law mining of going on a journey - Google Patents
A kind of method and system for law mining of going on a journey Download PDFInfo
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- CN107346494A CN107346494A CN201610293450.3A CN201610293450A CN107346494A CN 107346494 A CN107346494 A CN 107346494A CN 201610293450 A CN201610293450 A CN 201610293450A CN 107346494 A CN107346494 A CN 107346494A
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Abstract
The invention provides a kind of method and system for law mining of going on a journey, this method includes：The origin and/or the first location information of destination that acquisition goal-selling is gone on a journey in the first preset time period；The place of occurrence number in first location information more than the first preset times is filtered out, using the conventional stationary point as the goal-selling.This method obtains the place that personal or crowd often goes, the popularization of product is carried out for these places by the data mining of the destination and/or origin gone on a journey to personal or crowd.Compared to the popularization that product is rule of thumb carried out in conventional art, technical scheme provided by the invention can avoid falsely dropping in ground point selection in the extension process of product.
Description
Technical field
The invention belongs to data mining technology field, and in particular to one kind is used for law mining of going on a journey
Method and system.
Background technology
Personal or colony trip rule is great to the dissemination of product in business and business,
For example, products propaganda can be done in the personal place that either colony often occurs or business pushes away
Extensively, or, after the place of working or homeplace of individual is learnt, related service can be made
Push.
However, because the place of trip usually has privacy, it is impossible to personal by direct access inquiry
Or colony and obtain.Due to the analysis side currently without rule of being gone on a journey for personal or colony
Method, traditional experience can only be relied on to carry out in the popularization of business, the erroneous judgement to actual conditions be present,
On the other hand, the waste of the data on the trip of personal or colony is also caused.
The content of the invention
The technical problems to be solved by the invention are how to excavate the rule of personal or crowd trip.
For the technical problem, the invention provides a kind of method for the law mining that is used to going on a journey,
Including：
Obtain the origin gone on a journey in the first preset time period of goal-selling and/or destination
First location information；
The place of occurrence number in first location information more than the first preset times is filtered out,
Using the conventional stationary point as the goal-selling.
It is preferably, described that to filter out in first location information occurrence number default more than first
The place of number, included using the conventional stationary point as the goal-selling：
Occurrence number in place in first location information is less than the second preset times
Ground point deletion, to obtain the second location information；
Calculate the number that each place occurs in second location information and account for second place
First ratio of the total degree that all places occur in information；
First ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point.
Preferably, it is described that the ratio is more than the place of preset ratio as the goal-selling
Conventional stationary point include：
Each place is calculated in second location information before first preset time period
Last time occur time point with its occur first in first preset time period when
Between point away from time interval before；
The time complexity curve factor in each place is generated according to the time interval, and is calculated eachly
The product of its corresponding time complexity curve factor of the first ratio of point, to obtain the second ratio；
Second ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point；
Wherein, the time complexity curve factor reduces with the increase of the time interval.
Preferably, it is described that second ratio is more than the place of preset ratio as described default
The conventional stationary point of target includes：
Each place in second location information is traveled through, is calculated in second location information
The first place and the distance between other places, obtain the distance between described first place
Less than at least one second place of pre-determined distance；
The 3rd place is merged into at least one second place and first place, it is described
3rd place is located at the place where first place, and second ratio in the 3rd place
For the second ratio sum at least one second place and first place；
Second ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point.
It is preferably, described that to filter out in first location information occurrence number default more than first
The place of number, included using the conventional stationary point as the goal-selling：
Obtain second preset time of the goal-selling before first preset time period
The location information of the first location information the 3rd of the origin of trip and/or destination in section；
Occurrence number is filtered out in first location information more than the first preset times and
Occurrence number in 3rd location information more than the 3rd preset times place, as described
The long-term conventional stationary point of goal-selling.
On the other hand, the invention provides a kind of system for law mining of going on a journey, including：
Acquisition module, the origin gone on a journey for obtaining goal-selling in the first preset time period
And/or the first location information of destination；
Screening module, it is pre- more than first for filtering out occurrence number in first location information
If the place of number, using the conventional stationary point as the goal-selling.
Preferably, the screening module includes：
Unit is deleted, for occurrence number in the place in first location information to be less than into the
The ground point deletion of two preset times, to obtain the second location information；
Computing unit, accounted for for calculating the number that each place occurs in second location information
First ratio of the total degree that all places occur in second location information；
As a result determining unit, for first ratio to be more than to the place of preset ratio as institute
State the conventional stationary point of goal-selling.
Preferably, the computing unit is additionally operable to calculate each place in second location information
The time point occurred for the last time before first preset time period is with it described first
The time point occurred first in preset time period is away from time interval before；
And the time complexity curve factor in each place is generated according to the time interval, calculate every
The product of its corresponding time complexity curve factor of first ratio in one place, to obtain the second ratio
Example；
The result determining unit is additionally operable to the place that second ratio is more than to preset ratio
Conventional stationary point as the goal-selling；
Wherein, the time complexity curve factor reduces with the increase of the time interval.
Preferably, the computing unit be additionally operable to travel through in second location information eachly
Point, the distance between the first place and other places in second location information are calculated, are obtained
The distance between described first place is taken to be less than at least one second place of pre-determined distance；
And the 3rd ground is merged into at least one second place and first place
Point, the 3rd place are located at the place where first place, and the 3rd place
Second ratio is the second ratio sum at least one second place and first place；
The result determining unit is additionally operable to the place that second ratio is more than to preset ratio
Conventional stationary point as the goal-selling.
Preferably, it is default described first to be additionally operable to obtain the goal-selling for the acquisition module
First ground of the origin of trip and/or destination in the second preset time period before period
The point location information of information the 3rd；
The screening module is additionally operable to filter out the occurrence number in first location information and surpassed
Cross the first preset times and the occurrence number in the 3rd location information is preset more than the 3rd
The place of number, the long-term conventional stationary point as the goal-selling.
Provided by the present invention for the method and system for law mining of going on a journey, by personal or people
The data mining of the destination and/or origin of group's trip, obtain what personal or crowd often went
Place, the popularization of product is carried out for these places.Rule of thumb enter compared in conventional art
The popularization of row product, technical scheme provided by the invention can avoid in the extension process of product
Falsely dropping in ground point selection.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below
The required accompanying drawing used in embodiment or description of the prior art will be briefly described, shown
It is general for this area and easy insight, drawings in the following description are some embodiments of the present invention
, on the premise of not paying creative work, can also be attached according to these for logical technical staff
Figure obtains other accompanying drawings.
Fig. 1 is that the flow of the method provided in an embodiment of the present invention for law mining of going on a journey is shown
It is intended to；
Fig. 2 is that the structure of the system provided in an embodiment of the present invention for law mining of going on a journey is shown
It is intended to.
Embodiment
, below will knot to make the purpose, technical scheme and advantage of the embodiment of the present invention clearer
Close the embodiment of the present invention in accompanying drawing, the technical scheme in the embodiment of the present invention is carried out it is clear,
It is fully described by, it is clear that described embodiment is part of the embodiment of the present invention, rather than
Whole embodiments.Based on the embodiment in the present invention, those of ordinary skill in the art are not having
The every other embodiment obtained under the premise of creative work is made, belongs to protection of the present invention
Scope.
Fig. 1 is the schematic flow sheet of the method for the law mining that is used to go on a journey that the present embodiment provides,
Referring to Fig. 1, this method, including：
S1：Obtain origin and/or the purpose that goal-selling is gone on a journey in the first preset time period
First location information on ground；
S2：Occurrence number is filtered out in first location information more than the ground of the first preset times
Point, using the conventional stationary point as the goal-selling.
Goal-selling is personal or colony, the first preset time period, such as is chosen to be nearly three
Month.First location information typically extracts from the database for going on a journey record with people, for example, beating
The information of calling a taxi of client on car software.First location information can need to carry out rule digging of going on a journey
The personal essential information of pick and its origin for being gone on a journey every time in the first preset time period and/
Or place, geographical coordinate and time of destination etc..
Conventional stationary point refers to the place that goal-selling often occurs, in the present embodiment, to occur
Number and the first preset times between comparison as criterion.
The method for the law mining that is used to go on a journey that the present embodiment provides, by going out to personal or crowd
The data mining of capable destination and/or origin, the place that personal or crowd often goes is obtained,
The popularization of product is carried out for these places.Compared to rule of thumb carrying out product in conventional art
Popularization, the technical scheme that the present embodiment provides can be avoided in the extension process of product in place
Falsely dropping in selection.
It is further, described that to filter out occurrence number in first location information pre- more than first
If the place of number, included using the conventional stationary point as the goal-selling：
Occurrence number in place in first location information is less than the second preset times
Ground point deletion, to obtain the second location information；
Calculate the number that each place occurs in second location information and account for second place
First ratio of the total degree that all places occur in information；
First ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point.
Second preset times are used to carry out noise reduction process to the data of the first location information, for example,
Second preset times are set to 2 times, then are deleted the place only occurred in the first location information twice
Remove.
The total degree that all places occur in the second location information obtained using after noise reduction process as
Radix, first ratio of the number of each place appearance in total degree is calculated, passes through the first ratio
The contrast of example determines the conventional stationary point of goal-selling.
After noise reduction process, the influence that the less place of number is judged conventional stationary point is avoided the occurrence of.
Further, it is described that the ratio is more than the place of preset ratio as the default mesh
Target routine stationary point includes：
Each place is calculated in second location information before first preset time period
Last time occur time point with its occur first in first preset time period when
Between point away from time interval before；
The time complexity curve factor in each place is generated according to the time interval, and is calculated eachly
The product of its corresponding time complexity curve factor of the first ratio of point, to obtain the second ratio；
Second ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point；
Wherein, the time complexity curve factor reduces with the increase of the time interval.
Before first preset time period, such as 3 months before the first preset time period.Time
The occurrence number for judging the place before the first preset time period is spaced, for judging this
Place whether be goal-selling in the recent period trip in place.Time complexity curve factor value is in 0-1
Between.
According to the judgement of time interval, first ratio in each place is modified.For example,
Time interval is multiplied by 0.1 at 80-90 days, by first ratio in the place；Time interval is in 70-80
My god, first ratio in the place is multiplied by 0.2；Time interval was at 60-70 days, by the place
The first ratio be multiplied by 0.3；Time interval multiplied first ratio in the place at 50-60 days
With 0.4；0-50 days, first ratio in the place is multiplied by 1.Time interval is longer, the time
Modifying factor is smaller.
The present embodiment combines the travel behaviour of goal-selling before the first preset time period, to first
Ratio is corrected so that result of determination is more accurate.
Further, it is described that second ratio is more than the place of preset ratio as described in
The conventional stationary point of goal-selling includes：
Each place in second location information is traveled through, is calculated in second location information
The first place and the distance between other places, obtain the distance between described first place
Less than at least one second place of pre-determined distance；
The 3rd place is merged into at least one second place and first place, it is described
3rd place is located at the place where first place, and second ratio in the 3rd place
For the second ratio sum at least one second place and first place；
Second ratio is more than to routine of the place as the goal-selling of preset ratio
Stationary point.
The place that distance is less than to pre-determined distance in the present embodiment merges.For two places
Merging, place after merging is positioned at the ground where the more place of occurrence number in two places
Manage opening position；Merging for multiple places, the place behind place after merging are located in more
Geographical location where the place of the center position in individual place.
For example, for several places in table one, during place merging is carried out, by geography
Place of the distance less than 500 meters merges.For example, for literary positioned at Changping District in table 1
The Hua Lu area west gate of Long Yue gardens two and between the area west gate of Changping District Long Teng Jie Longyue gardens two
Distance be less than 500 meters for 343 meters, therefore the two places are merged into one.West Second Qi and
The distance of West Second Qi inscription Science Court has exceeded 500 meters for 858 meters, therefore, without merging.
Table 1：Merge location information and represent example
Further, the occurrence number that filters out in first location information is more than first
The place of preset times, included using the conventional stationary point as the goal-selling：
Obtain second preset time of the goal-selling before first preset time period
The location information of the first location information the 3rd of the origin of trip and/or destination in section；
Occurrence number is filtered out in first location information more than the first preset times and
Occurrence number in 3rd location information more than the 3rd preset times place, as described
The long-term conventional stationary point of goal-selling.
Second preset time period be the first preset time period before period, in the present embodiment
Method, the history trip data of goal-selling is analyzed, will in the first preset time period and
Trip number in second preset time period is respectively greater than the first preset times and the 3rd default time
Conventional stationary point of several places as goal-selling.
On the other hand, a kind of system 200 for law mining of going on a journey is present embodiments provided,
Including：
Acquisition module 201, the beginning gone on a journey for obtaining goal-selling in the first preset time period
Hair ground and/or the first location information of destination；
Screening module 202, for filtering out in first location information occurrence number more than
The place of one preset times, using the conventional stationary point as the goal-selling.
The system for the law mining that is used to go on a journey that the present embodiment provides, by going out to personal or crowd
The data mining of capable destination and/or origin, the place that personal or crowd often goes is obtained,
The popularization of product is carried out for these places.Compared to rule of thumb carrying out product in conventional art
Popularization, the technical scheme that the present embodiment provides can be avoided in the extension process of product in place
Falsely dropping in selection.
Further, the screening module includes：
Unit is deleted, for occurrence number in the place in first location information to be less than into the
The ground point deletion of two preset times, to obtain the second location information；
Computing unit, accounted for for calculating the number that each place occurs in second location information
First ratio of the total degree that all places occur in second location information；
As a result determining unit, for first ratio to be more than to the place of preset ratio as institute
State the conventional stationary point of goal-selling.
Further, the computing unit is additionally operable to calculate each in second location information
The time point that place occurs for the last time before first preset time period is with it described
The time point occurred first in first preset time period is away from time interval before；
And the time complexity curve factor in each place is generated according to the time interval, calculate every
The product of its corresponding time complexity curve factor of first ratio in one place, to obtain the second ratio
Example；
The result determining unit is additionally operable to the place that second ratio is more than to preset ratio
Conventional stationary point as the goal-selling；
Wherein, the time complexity curve factor reduces with the increase of the time interval.
Further, the computing unit is additionally operable to travel through every in second location information
One place, calculate between the first place and the other places in second location information away from
From the distance between acquisition and described first place are less than at least one second ground of pre-determined distance
Point；
And the 3rd ground is merged into at least one second place and first place
Point, the 3rd place are located at the place where first place, and the 3rd place
Second ratio is the second ratio sum at least one second place and first place；
The result determining unit is additionally operable to the place that second ratio is more than to preset ratio
Conventional stationary point as the goal-selling.
Further, the acquisition module is additionally operable to obtain the goal-selling described first
The of the origin of trip and/or destination in the second preset time period before preset time period
The location information of one location information the 3rd；
The screening module is additionally operable to filter out the occurrence number in first location information and surpassed
Cross the first preset times and the occurrence number in the 3rd location information is preset more than the 3rd
The place of number, the long-term conventional stationary point as the goal-selling.
The preferred embodiments of the present invention are the foregoing is only, are not intended to limit the invention,
For those skilled in the art, the present invention can have various modifications and variations.It is all this
Within the spirit and principle of invention, any modification, equivalent substitution and improvements made etc. all should
Within protection scope of the present invention.
Claims (10)
- A kind of 1. method for law mining of going on a journey, it is characterised in that including：Obtain the origin gone on a journey in the first preset time period of goal-selling and/or destination First location information；The place of occurrence number in first location information more than the first preset times is filtered out, Using the conventional stationary point as the goal-selling.
- 2. the method according to claim 1 for law mining of going on a journey, its feature exists In the occurrence number that filters out in first location information is more than the ground of the first preset times Point, included using the conventional stationary point as the goal-selling：Occurrence number in place in first location information is less than the second preset times Ground point deletion, to obtain the second location information；Calculate the number that each place occurs in second location information and account for second place First ratio of the total degree that all places occur in information；First ratio is more than to routine of the place as the goal-selling of preset ratio Stationary point.
- 3. the method according to claim 2 for law mining of going on a journey, its feature exists In the place that the ratio is more than to preset ratio is stayed as the routine of the goal-selling Point includes：Each place is calculated in second location information before first preset time period Last time occur time point with its occur first in first preset time period when Between point away from time interval before；The time complexity curve factor in each place is generated according to the time interval, and is calculated eachly The product of its corresponding time complexity curve factor of the first ratio of point, to obtain the second ratio；Second ratio is more than to routine of the place as the goal-selling of preset ratio Stationary point；Wherein, the time complexity curve factor reduces with the increase of the time interval.
- 4. the method according to claim 3 for law mining of going on a journey, its feature exists In described that second ratio is more than into the place of preset ratio as the normal of the goal-selling Rule stationary point includes：Each place in second location information is traveled through, is calculated in second location information The first place and the distance between other places, obtain the distance between described first place Less than at least one second place of pre-determined distance；The 3rd place is merged into at least one second place and first place, it is described 3rd place is located at the place where first place, and second ratio in the 3rd place For the second ratio sum at least one second place and first place；Second ratio is more than to routine of the place as the goal-selling of preset ratio Stationary point.
- 5. the method according to claim 1 for law mining of going on a journey, its feature exists In the occurrence number that filters out in first location information is more than the ground of the first preset times Point, included using the conventional stationary point as the goal-selling：Obtain second preset time of the goal-selling before first preset time period The location information of the first location information the 3rd of the origin of trip and/or destination in section；Occurrence number is filtered out in first location information more than the first preset times and Occurrence number in 3rd location information more than the 3rd preset times place, as described The long-term conventional stationary point of goal-selling.
- A kind of 6. system for law mining of going on a journey, it is characterised in that including：Acquisition module, the origin gone on a journey for obtaining goal-selling in the first preset time period And/or the first location information of destination；Screening module, it is pre- more than first for filtering out occurrence number in first location information If the place of number, using the conventional stationary point as the goal-selling.
- 7. the system according to claim 6 for law mining of going on a journey, its feature exists In the screening module includes：Unit is deleted, for occurrence number in the place in first location information to be less than into the The ground point deletion of two preset times, to obtain the second location information；Computing unit, accounted for for calculating the number that each place occurs in second location information First ratio of the total degree that all places occur in second location information；As a result determining unit, for first ratio to be more than to the place of preset ratio as institute State the conventional stationary point of goal-selling.
- 8. the system according to claim 7 for law mining of going on a journey, its feature exists Each place is additionally operable to calculate in second location information described in, the computing unit The time point that last time occurs before one preset time period is with it in first preset time The time point occurred first in section is away from time interval before；And the time complexity curve factor in each place is generated according to the time interval, calculate every The product of its corresponding time complexity curve factor of first ratio in one place, to obtain the second ratio Example；The result determining unit is additionally operable to the place that second ratio is more than to preset ratio Conventional stationary point as the goal-selling；Wherein, the time complexity curve factor reduces with the increase of the time interval.
- 9. the system according to claim 8 for law mining of going on a journey, its feature exists In the computing unit is additionally operable to travel through each place in second location information, calculates The distance between first place and other places in second location information, obtain with it is described The distance between first place is less than at least one second place of pre-determined distance；And the 3rd ground is merged into at least one second place and first place Point, the 3rd place are located at the place where first place, and the 3rd place Second ratio is the second ratio sum at least one second place and first place；The result determining unit is additionally operable to the place that second ratio is more than to preset ratio Conventional stationary point as the goal-selling.
- 10. the system according to claim 6 for law mining of going on a journey, its feature exists In, the acquisition module be additionally operable to obtain the goal-selling first preset time period it First location information of the origin of trip and/or destination the in preceding the second preset time period Three location informations；The screening module is additionally operable to filter out the occurrence number in first location information and surpassed Cross the first preset times and the occurrence number in the 3rd location information is preset more than the 3rd The place of number, the long-term conventional stationary point as the goal-selling.
Priority Applications (14)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610293450.3A CN107346494A (en) | 2016-05-05 | 2016-05-05 | A kind of method and system for law mining of going on a journey |
| KR1020187006029A KR20180037015A (en) | 2015-08-20 | 2016-08-22 | System and method for determining information related to a current order based on past orders |
| GB1802571.8A GB2556780A (en) | 2015-08-20 | 2016-08-22 | Method and system for predicting current order information on the basis of historical order |
| SG11201801375UA SG11201801375UA (en) | 2015-08-20 | 2016-08-22 | Systems and methods for determining information related to a current order based on historical orders |
| PCT/CN2016/096222 WO2017028821A1 (en) | 2015-08-20 | 2016-08-22 | Method and system for predicting current order information on the basis of historical order |
| AU2016309857A AU2016309857A1 (en) | 2015-08-20 | 2016-08-22 | Systems and methods for determining information related to a current order based on historical orders |
| EP16836685.4A EP3340092A4 (en) | 2015-08-20 | 2016-08-22 | Method and system for predicting current order information on the basis of historical order |
| JP2018508657A JP2018528535A (en) | 2015-08-20 | 2016-08-22 | System and method for determining information related to a current order based on past orders |
| US15/896,035 US20180181910A1 (en) | 2015-08-20 | 2018-02-13 | Systems and methods for determining information related to a current order based on historical orders |
| PH12018550018A PH12018550018A1 (en) | 2015-08-20 | 2018-02-20 | Systems and methods for determining information related to a current order based on historical orders |
| HK18113333.9A HK1254330A1 (en) | 2015-08-20 | 2018-10-18 | Method and system for predicting current order information on the basis of historical order |
| AU2019101777A AU2019101777A4 (en) | 2015-08-20 | 2019-11-20 | Systems and methods for determining information related to a current order based on historical orders |
| AU2019268117A AU2019268117A1 (en) | 2015-08-20 | 2019-11-20 | Systems and methods for determining information related to a current order based on historical orders |
| JP2020009028A JP6878629B2 (en) | 2015-08-20 | 2020-01-23 | Systems and methods for determining information related to the current order based on past orders |
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| CN201610293450.3A CN107346494A (en) | 2016-05-05 | 2016-05-05 | A kind of method and system for law mining of going on a journey |
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| CN107346494A true CN107346494A (en) | 2017-11-14 |
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| CN201610293450.3A Pending CN107346494A (en) | 2015-08-20 | 2016-05-05 | A kind of method and system for law mining of going on a journey |
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| CN110516017A (en) * | 2019-08-02 | 2019-11-29 | Oppo广东移动通信有限公司 | Location information processing method, device, electronic equipment and storage medium based on terminal device |
| CN112860358A (en) * | 2019-11-27 | 2021-05-28 | 青岛海信移动通信技术股份有限公司 | Application management method and terminal |
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