CN106910084A - Electronic ticket distribution method and device - Google Patents

Abstract

The invention provides a kind of electronic ticket distribution method and device, the method includes：For all UE in preset range on taxi taking platform, the History Order data of all UE in the first preset time period are obtained；According to the History Order data of all UE in the first preset time period, the consumer group belonging to every UE is determined；For each consumer group, it is the every UE distribution electronic tickets in the consumer group to select the electronic ticket allocation strategy belonging to the consumer group.The present invention can the field of calling a taxi by electronic ticket targetedly, reasonably distribute to user equipment, reduce customer loss on the basis of cut down entreprise cost.

Description

Electronic ticket distribution method and device

Technical field

The present invention relates to computer processing technology field, more particularly to electronic ticket distribution method and dress Put.

Background technology

At present, developing rapidly with internet mobile communication technology and smart machine, various to disappear Expense class application program is also born therewith.

In order to attract more users, enterprise is often by the consumer application program of its operation Provide all kinds of electronic tickets on a large scale to user, including：Cash certificate, minimum price certificate, coupons, Reward voucher and red packet etc., the subsidy of this electronic ticket class for being issued to user, especially in neck of calling a taxi Domain, may be up to billions of.

In the field of calling a taxi, the distribution of existing electronic ticket is that taxi taking platform sets according to the artificial user for determining Standby (User Equipment, abbreviation UE) liveness, Price Sensitive degree and calling a taxi on ordinary days is ordered The strategy of single range formula triplicity provides electronic ticket to UE, its human factor than larger, no Can by electronic ticket targetedly, reasonably distribute to UE.

In consideration of it, the field of calling a taxi how by electronic ticket targetedly, reasonably distribute to use Family equipment, needs to solve to cut down entreprise cost on the basis of customer loss is reduced as current Technical problem.

The content of the invention

For the defect of prior art, the present invention provides a kind of electronic ticket distribution method and device, Can the field of calling a taxi by electronic ticket targetedly, reasonably distribute to user equipment, subtracting Entreprise cost is cut down on the basis of few customer loss.

In a first aspect, the invention provides a kind of electronic ticket distribution method, the method includes：

For all UE in preset range on taxi taking platform, institute in the first preset time period is obtained There are the History Order data of UE；

According to the History Order data of all UE in the first preset time period, every UE institutes are determined The consumer group of category；

For each consumer group, it is the consumption to select the electronic ticket allocation strategy belonging to the consumer group Every UE distribution electronic tickets in group.

Preferably, the History Order data of every UE, including following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, including：Taxi, express, economical special train, comfort type special train, person of outstanding talent Magnificent type special train, bus, non power driven vehicle, ship and aircraft.

Preferably, the History Order data according to all UE in the first preset time period, really Consumer group belonging to fixed every UE, including：

According to the History Order data of all UE, clustered using coarseness, according to different cars All UE are divided into different automobile types consumer group by type；

The different automobile types consumer group is extracted according to preset rules, each vehicle is obtained High consumption group, middle consumer group and low consumption group；

According to multiple consumption feature, using kmeans clustering algorithms, the different automobile types are consumed Group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second；

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value；

The preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

Preferably, the multiple consumption feature, including：The selection percentage of each vehicle, by bus Cost, with certificate ratio, with the certificate amount of money, with certificate accounting and the cross feature of tip and certificate of calling a taxi.

Preferably, the electronic ticket allocation strategy, including：Active stage electronic ticket allocation strategy and Day electronic certificate allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

Preferably, in the History Order data according to all UE in the first preset time period, Determine after the consumer group belonging to every UE, described for each consumer group, select the consumption Before electronic ticket allocation strategy belonging to group is the every UE distribution electronic tickets in the consumer group, institute Stating method also includes：

For the every UE of each consumer group, the History Order data according to the UE, it is determined that described Each vehicle high consumption group, middle consumer group and low consumption group in every UE consuming capacity；

For the every UE of each consumer group, the History Order data according to the UE, it is determined that described First uses certificate with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Tendency；

According to the consuming capacity of every UE, determine each vehicle high consumption group, in Every UE will provide the amount of money of electronic ticket in consumer group and low consumption group；

It is inclined to certificate according to every UE, determines that described first is used with certificate consumer group and second The every UE for putting electronic ticket pending will provide the amount of money of electronic ticket in certificate consumer group；

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

Preferably, it is described for the every UE of each consumer group, the History Order number according to the UE According to, determine each vehicle high consumption group, middle consumer group and low consumption group in every UE Consuming capacity, including：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

Spend is calculated by the second formula, and second formula is：

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

Preferably, it is described for the every UE of each consumer group, the History Order number according to the UE According to determining that described first puts the every of electronic ticket with certificate consumer group and second with pending in certificate consumer group One UE's is inclined to certificate, including：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

Preferably, the consuming capacity according to every UE, determines each vehicle Every UE will provide the amount of money of electronic ticket in high consumption group, middle consumer group and low consumption group, including：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

Preferably, it is described to be inclined to certificate according to every UE, determine that described first is disappeared with certificate Fei Qun and second will provide the gold of electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Volume, including：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.

Second aspect, the invention provides a kind of electronic ticket distributor, the device includes：

Acquiring unit, for for all UE in preset range on taxi taking platform, obtaining first The History Order data of all UE in preset time period；

First determining unit, for the History Order number according to all UE in the first preset time period According to determining the consumer group belonging to every UE；

Allocation unit, for for each consumer group, selecting the electronic ticket point belonging to the consumer group With strategy for the every UE in the consumer group distributes electronic ticket.

Preferably, the History Order data of every UE, including following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, including：Taxi, express, economical special train, comfort type special train, person of outstanding talent Magnificent type special train, bus, non power driven vehicle, ship and aircraft.

Preferably, first determining unit, specifically for：

According to the History Order data of all UE, clustered using coarseness, according to different cars All UE are divided into different automobile types consumer group by type；

The different automobile types consumer group is extracted according to preset rules, each vehicle is obtained High consumption group, middle consumer group and low consumption group；

According to multiple consumption feature, using kmeans clustering algorithms, the different automobile types are consumed Group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second；

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value；

The preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

Preferably, the multiple consumption feature, including：The selection percentage of each vehicle, by bus Cost, with certificate ratio, with the certificate amount of money, with certificate accounting and the cross feature of tip and certificate of calling a taxi.

Preferably, the electronic ticket allocation strategy, including：Active stage electronic ticket allocation strategy and Day electronic certificate allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

Preferably, described device also includes：

Second determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines every in high consumption group, middle consumer group and the low consumption group of each vehicle The consuming capacity of one UE；

3rd determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines that described first is sub with electric discharge pending in certificate consumer group with certificate consumer group and second Every UE's of certificate is inclined to certificate；

4th determining unit, for the consuming capacity according to every UE, determines described each Vehicle high consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket the amount of money；

5th determining unit, for being inclined to certificate according to every UE, determines described first With certificate consumer group and second electronics will be provided with the every UE for putting electronic ticket pending in certificate consumer group The amount of money of certificate；

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

Preferably, second determining unit, specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

Spend is calculated by the second formula, and second formula is：

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

Preferably, the 3rd determining unit, specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

Preferably, the 4th determining unit, specifically for：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

Preferably, the 5th determining unit, specifically for：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.

As shown from the above technical solution, the present invention provides a kind of electronic ticket distribution method and device, By for all UE in preset range on taxi taking platform, obtaining institute in the first preset time period There are the History Order data of UE；According to the History Order number of all UE in the first preset time period According to determining the consumer group belonging to every UE；For each consumer group, select belonging to the consumer group Electronic ticket allocation strategy be in the consumer group every UE distribution electronic ticket, can be in neck of calling a taxi Domain by electronic ticket targetedly, reasonably distribute to user equipment, reducing customer loss On the basis of cut down entreprise cost.

Brief description of the drawings

In order to illustrate more clearly of the embodiment of the present disclosure or technical scheme of the prior art, below The accompanying drawing to be used needed for embodiment or description of the prior art will be briefly described, show and Easy insight, drawings in the following description are only some embodiments of the present disclosure, for this area For those of ordinary skill, on the premise of not paying creative work, can also be according to these Figure obtains other accompanying drawings.

Fig. 1 is a kind of schematic flow sheet of electronic ticket distribution method that the embodiment of the disclosure one is provided；

Fig. 2 is a kind of structural representation of electronic ticket distributor that another embodiment of the disclosure is provided Figure.

Specific embodiment

Below in conjunction with the accompanying drawing in the embodiment of the present disclosure, to the technical side in the embodiment of the present disclosure Case is clearly and completely described, it is clear that described embodiment is only the disclosure one Divide embodiment, rather than whole embodiments.Based on the embodiment in the disclosure, this area is general The every other embodiment that logical technical staff is obtained under the premise of creative work is not made, Belong to the scope of disclosure protection.

The partial words referred in the embodiment of the present invention are illustrated below.

The user equipment (User Equipment, abbreviation UE) referred in the embodiment of the present invention is Refer to calling service side, such as passenger in vehicles dial-a-cab, the mobile terminal for being used or The equipment such as personal computer (Personal Computer, abbreviation PC).Such as smart mobile phone, Personal digital assistant (PDA), panel computer, notebook computer, vehicle-mounted computer (carputer), Handheld device, intelligent glasses, intelligent watch, wearable device, virtual display device or aobvious Show enhancing equipment (such as Google Glass, Oculus Rift, Hololens, Gear VR).

Fig. 1 is a kind of schematic flow sheet of electronic ticket distribution method that the embodiment of the disclosure one is provided, Reference picture 1, the method comprises the following steps：

S1：For all UE in preset range on taxi taking platform, the first preset time period is obtained The History Order data of interior all UE.

Wherein, the History Order data of every UE, it may include following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, it may include：Taxi, express, economical special train, comfort type special train, Luxury special train, bus, non power driven vehicle, ship and aircraft etc..

S2：According to the History Order data of all UE in the first preset time period, determine each Consumer group belonging to UE.

S3：For each consumer group, the electronic ticket allocation strategy belonging to the consumer group is selected to be somebody's turn to do Every UE distribution electronic tickets in consumer group.

A kind of electronic ticket distribution method is present embodiments provided, by presetting model on taxi taking platform The History Order data for enclosing all UE in interior, the first preset time period are analyzed, it is determined that often Consumer group belonging to one UE, for each consumer group, selects the electronic ticket point belonging to the consumer group With strategy for the every UE in the consumer group distributes electronic ticket, can be flat in calling a taxi for the field of calling a taxi Platform by electronic ticket targetedly, reasonably distribute to user equipment, reducing customer loss On the basis of cut down entreprise cost.

In the present embodiment, step S2 may particularly include the sub-step S21-S23 not shown in Fig. 1：

S21：According to the History Order data of all UE, clustered using coarseness, according to All UE are divided into different automobile types consumer group by different automobile types.

It will be appreciated that the difference of consumption can be caused due to the selection of vehicle, (same consumption, One selection special train and distance is shorter, a selection taxi and distance is more long, and real consumption Ability but has certain difference, thus both are distinguished treat) classification while also by car Type is treated with a certain discrimination.

S22：The different automobile types consumer group is extracted according to preset rules, each car is obtained Type high consumption group, middle consumer group and low consumption group.

Wherein, the preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

For example, if the average cost of a certain UE in taxi consumer group is more than 60 yuan, plus Tip and 10% is respectively less than with the ratio of certificate, then the UE belongs to the high consumption group of taxi.

It will be appreciated that the high consumption group of each vehicle, middle consumer group and low consumption group are right respectively The UE of the three classes difference consuming capacity of certificate should be not frequently used, substantially belongs to not influenceed by electronic ticket Rigid demand type UE.

S23：According to multiple consumption feature, using kmeans clustering algorithms, to the different cars Type consumer group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second.

Wherein, the multiple consumption feature, it may include：The selection percentage of each vehicle, by bus Cost, with certificate ratio, with the certificate amount of money, with certificate accounting and the cross feature of tip and certificate of calling a taxi Deng.

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value.

It will be appreciated that first is belonged to certificate sensitiveness UE with certificate consumer group, certificate is substantially only used The consumption overwhelming majority of just calling a taxi and call a taxi is offset with certificate；Second uses certificate consumer group for electronic ticket Rdativery sensitive, can offset a part of fare with certificate, but moderate with certificate ratio, consume nor very It is high.

Specifically, step S23 can obtain the feature description of several clusters of all categories of the present embodiment Vector (cluster centre vector),It is k-th ith feature description vectors (spy of cluster It is above-mentioned multiple consumption feature to levy feature in description vectors), be based ultimately upon these features describe to Amount is classified to unknown sample x (i.e. described different automobile types consumer group), specific sorting technique For：

G is the degree of membership for assigning to that class, calculate x withDistance, take maximum g it is corresponding Classification k is as final sample classification classification.

In a particular application, electronic ticket allocation strategy described in the present embodiment, including：Active stage electricity Sub- certificate allocation strategy and day electronic certificate allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

Further, between step S2 and S3, the present embodiment methods described may also include Fig. 1 Not shown in the step of T1-T4：

T1：For the every UE of each consumer group, the History Order data according to the UE, it is determined that Each vehicle high consumption group, middle consumer group and low consumption group in every UE consuming capacity.

In a particular application, this step T1 can be specially：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

Spend is calculated by the second formula, and second formula is：

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

It will be appreciated that step T1 is to the high consumption of each vehicle group, middle consumer group and low disappears Portraying for the consuming capacity of the every UE of Fei Qunzhong, mainly considers the overall consumption of passenger and averagely disappears The factor such as take, number of times of calling a taxi is higher, and single average consumption is higher, and passenger's consuming capacity is higher. In terms of balance calls a taxi total cost and average cost, the present embodiment employs the mode of exponential weighting, So that cost is more biased towards in total cost, that is to say, that the size of UE consuming capacities is in total cost of calling a taxi With average cost aspect, more influences are always spent, will then have been disappeared by above-mentioned first formula Expense ability is uniformly normalized between (0,1).

T2：For the every UE of each consumer group, the History Order data according to the UE, it is determined that Described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group It is inclined to certificate.

In a particular application, this step T2 can be specially：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

It will be appreciated that being inclined to certificate for UE reflects sensitivitys of the UE for certificate of calling a taxi, Whether just select to call a taxi only in the case where there is certificate using the passenger of the UE；The whether big portions of UE The payment for dividing all is paid using certificate；Call a taxi and whether belong to the rigid demand of the UE, though without Also still can often be called a taxi in the case of certificate, a variety of situations of the above are for having portrayed with certificate level Help us and more reasonably adjust the issue policy of certificate of calling a taxi, so as to preferably optimize going out for people OK.

The present embodiment is main according to every UE certificates number of times ratio with the calculating that certificate is inclined to UE r_couponWith every UE accounting r is consumed with certificate_{coupon_cost}Two aspect factors.

In the present embodiment, first puts electronic ticket with certificate consumer group and second with pending in certificate consumer group Every UE with certificate be inclined to be regressand value of the reduction to (0,1), the bigger representative of score value The tendency of the UE certificates is bigger, using the passenger of the UE substantially only in the case where there is certificate Just call a taxi, and the large percentage consumed with certificate in consumption of calling a taxi.

T3：According to the consuming capacity of every UE, the high consumption of each vehicle is determined Every UE will provide the amount of money of electronic ticket in group, middle consumer group and low consumption group.

In a particular application, this step T3 can be specially：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

T4：Be inclined to certificate according to every UE, determine described first with certificate consumer group and Second will provide the amount of money of electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group.

In a particular application, this step T4 can be specially：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

It will be appreciated that the consuming capacity of every UE from using the UE passenger it is daily go out Capable product selection situation, the frequency of calling a taxi, spend, the service condition and difference of certificate of calling a taxi The means of payment of form, based on big data and multidimensional characteristic, this hair in addition is calculated by machine learning The bright comprehensive situation for considering a plurality of product line, will subsidize the red packet for concentrating on and needing to be subsidized With sensitive users, reduction is obtained to high consumption power and rigid demand method, is capable of self adaptation Reflection data actual conditions and prediction data distribution.The subsidy of crowd, so as to reduce as far as possible Curtailment of subsidy cost on the basis of customer loss

It will be appreciated that the day electronic certificate allocation strategy of the present embodiment is mainly for sensitive with certificate Type user, user's viscosity is increased by the granting of electronic ticket, and then gradually reduces old of subsidy, Data-driven, the pattern of demand orientation are truly realized, and reduce cost as far as possible. The active stage electronic ticket allocation strategy of the present embodiment is in order to stage is adjusted, when the market demand is withered Contracting, when integral level declines, appropriate expansion subsidy scale can activate market, promote Enter the liveness of product.

In the present embodiment, consuming capacity is a process for dynamic change, as UE calls a taxi record Change, including activate, retain, the frequency of calling a taxi, spending limit, the change with certificate situation, Can accordingly be varied from, UE consuming capacities are portrayed result and can be changed, the electricity of the present embodiment Sub- certificate allocation strategy also can be adjusted dynamically therewith.

For example, the present embodiment can carry out statistical analysis using the history data of 100 days, often Day iteration renewal, forms new consuming capacity and portrays result daily, and same UE new datas can be covered Old result, and can retain the newest consuming capacity of history without the UE for portraying result for the same day and carve Draw result.For example：

Small a：Take a taxi always before, the more economical material benefit of express is caught sight of recently, then change Make express.With the renewal of the UE History Order data that small a is used, consuming capacity is portrayed can be from The a certain colony of taxi, is changed into a certain colony of express.The red packet of more expresses can be received Push.

Small c：Typical Cock consumer, the UE that small c is used belongs to first and uses certificate consumer group, Nearest taxi taking platform holds activity, obtains many electronic tickets.The small c of careful calculation and strict budgeting is substantially every Secondary calling a taxi all uses certificate, and certificate of calling a taxi can balance out the most amount of money.Now small c is used UE belongs to first and uses certificate consumer group.Over time, platform subsidy (provides electronic ticket Number of times) reduce, certificate of calling a taxi uses up, and a very long time small c no longer calls a taxi trip. The UE consuming capacities that small c is used portray to fix first use certificate consumer group in newest the belonging to of history, The day electronic certificate allocation strategy of the present embodiment can constantly stimulate him to continue to call a taxi.

Small e：At the beginning with small c, it is defined as Cock consumer, the UE that small e is used belongs to First uses certificate consumer group.But subsequent small e continues to call a taxi under the continuous excitation of electronic ticket, But because the denomination of certificate of calling a taxi is reduced, most fare can be no longer balanced out, then small e makes UE gradually belongs to second and uses certificate consumer group, inclines in the consuming capacity and electronic ticket of taxi taking platform Xiang Douhui is accordingly increased, and the level of consumption is integrally lifted.

In the present embodiment, by the high consumption group of each vehicle, middle consumer group and low consumption group The consuming capacity of every UE, determine each vehicle in day electronic certificate allocation strategy high consumption group, Every UE will provide the amount of money of electronic ticket in middle consumer group and low consumption group, be disappeared with certificate by first Fei Qun and second is inclined to certificate with the every UE for putting electronic ticket pending in certificate consumer group, it is determined that living First uses certificate consumer group and second to use electric discharge pending in certificate consumer group in dynamic phase electronic ticket allocation strategy Every UE of sub- certificate will provide the amount of money of electronic ticket, can will not in the taxi taking platform in the field of calling a taxi With the amount of money electronic ticket targetedly, reasonably distribute to user equipment, reduce user stream Entreprise cost is cut down on the basis of mistake.

Fig. 2 is a kind of structural representation of electronic ticket distributor that another embodiment of the disclosure is provided Figure, reference picture 2, device includes：Acquiring unit 201, the first determining unit 202 and distribution Unit 203.Wherein,

Acquiring unit 201, for for all UE in preset range on taxi taking platform, obtaining The History Order data of all UE in first preset time period；

First determining unit 202, for being ordered according to the history of all UE in the first preset time period Forms data, determines the consumer group belonging to every UE；

Allocation unit 203, for for each consumer group, selecting the electronic ticket belonging to the consumer group Allocation strategy is the every UE distribution electronic tickets in the consumer group.

Wherein, the History Order data of every UE, it may include following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, including：Taxi, express, economical special train, comfort type special train, person of outstanding talent Magnificent type special train, bus, non power driven vehicle, ship and aircraft etc..

In the present embodiment, the first determining unit 202 can be specifically for：

According to the History Order data of all UE, clustered using coarseness, according to different cars All UE are divided into different automobile types consumer group by type；

The different automobile types consumer group is extracted according to preset rules, each vehicle is obtained High consumption group, middle consumer group and low consumption group；

According to multiple consumption feature, using kmeans clustering algorithms, the different automobile types are consumed Group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second；

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value；

The preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

Wherein, the multiple consumption feature, including：The selection percentage of each vehicle, by bus flower Pin, with certificate ratio, with the certificate amount of money, with cross feature of certificate accounting and tip and certificate of calling a taxi etc..

Wherein, the electronic ticket allocation strategy, including：Active stage electronic ticket allocation strategy and day Normal electronic ticket allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

Further, the present embodiment described device may also include not shown in Fig. 2：

Second determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines every in high consumption group, middle consumer group and the low consumption group of each vehicle The consuming capacity of one UE；

3rd determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines that described first is sub with electric discharge pending in certificate consumer group with certificate consumer group and second Every UE's of certificate is inclined to certificate；

4th determining unit, for the consuming capacity according to every UE, determines described each Vehicle high consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket the amount of money；

5th determining unit, for being inclined to certificate according to every UE, determines described first With certificate consumer group and second electronics will be provided with the every UE for putting electronic ticket pending in certificate consumer group The amount of money of certificate；

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

In the present embodiment, the second determining unit can be specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

Spend is calculated by the second formula, and second formula is：

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

In the present embodiment, the 3rd determining unit can be specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

In the present embodiment, the 4th determining unit can be specifically for：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

In the present embodiment, the 5th determining unit can be specifically for：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.

The electronic ticket distributor that the present embodiment is provided, can incite somebody to action in the taxi taking platform in the field of calling a taxi Electronic ticket targetedly, reasonably distribute to user equipment, reduce customer loss basis Upper reduction entreprise cost.

For device embodiment, because it is substantially similar to embodiment of the method, so description It is fairly simple, the relevent part can refer to the partial explaination of embodiments of method.

It should be noted that in all parts of the system of the disclosure, to be realized according to it Function and logical partitioning has been carried out to part therein, but, the present disclosure is not limited thereto, can To be repartitioned to all parts or be combined as needed, for example, can be by some portions Part is combined as single part, or some parts can be further broken into more subassemblies.

The all parts embodiment of the disclosure can realize with hardware, or with one or many The software module run on individual processor is realized, or is realized with combinations thereof.This area It will be appreciated by the skilled person that microprocessor or digital signal processor can be used in practice (DSP) come realize some or all parts in the system according to the embodiment of the present disclosure some Or repertoire.The disclosure be also implemented as perform method as described herein one Partly or completely equipment or program of device are (for example, computer program and computer program Product).Such program for realizing the disclosure can be stored on a computer-readable medium, or There can be the form of one or more signal.Such signal can be from internet website Download is obtained, or is provided on carrier signal, or is provided in any other form.

It should be noted that above-described embodiment is illustrated rather than to the disclosure being carried out to the disclosure Limit, and those skilled in the art without departing from the scope of the appended claims may be used Design alternative embodiment.In the claims, any reference that will should not be located between bracket Symbol construction is into limitations on claims.Word " including " do not exclude the presence of and be not listed in right It is required that in element or step.Word "a" or "an" before element is not excluded for In the presence of element as multiple.The disclosure can be by means of the hardware for including some different elements And realized by means of properly programmed computer.If listing the unit right of equipment for drying It is required that in, several in these devices can be embodied by same hardware branch. The use of word first, second, and third does not indicate that any order.Can be by these words It is construed to title.

Embodiment of above is only suitable to illustrate the disclosure that and limitation not of this disclosure is relevant The those of ordinary skill of technical field, in the case where spirit and scope of the present disclosure are not departed from, Can also make a variety of changes and modification, therefore all equivalent technical schemes fall within the disclosure Category, the scope of patent protection of the disclosure should be defined by the claims.

Claims (20)

1. a kind of electronic ticket distribution method, it is characterised in that methods described includes：

For all UE in preset range on taxi taking platform, institute in the first preset time period is obtained There are the History Order data of UE；

According to the History Order data of all UE in the first preset time period, every UE institutes are determined The consumer group of category；

For each consumer group, it is the consumption to select the electronic ticket allocation strategy belonging to the consumer group Every UE distribution electronic tickets in group.

2. method according to claim 1, it is characterised in that every UE's goes through History order data, including following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, including：Taxi, express, economical special train, comfort type special train, person of outstanding talent Magnificent type special train, bus, non power driven vehicle, ship and aircraft.

3. method according to claim 2, it is characterised in that described default according to first The History Order data of all UE in time period, determine the consumer group belonging to every UE, including：

According to the History Order data of all UE, clustered using coarseness, according to different cars All UE are divided into different automobile types consumer group by type；

The different automobile types consumer group is extracted according to preset rules, each vehicle is obtained High consumption group, middle consumer group and low consumption group；

According to multiple consumption feature, using kmeans clustering algorithms, the different automobile types are consumed Group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second；

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value；

The preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

4. method according to claim 3, it is characterised in that the multiple consumption feature, Including：The selection percentage of each vehicle, by bus cost, with certificate ratio, with the certificate amount of money, use certificate The cross feature of accounting and tip and certificate of calling a taxi.

5. method according to claim 3, it is characterised in that the electronic ticket distributes plan Omit, including：Active stage electronic ticket allocation strategy and day electronic certificate allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

6. method according to claim 5, it is characterised in that described pre- according to first If the History Order data of all UE in the time period, after determining the consumer group belonging to every UE, Described for each consumer group, the electronic ticket allocation strategy belonging to the consumer group is selected for this disappears Before every UE distribution electronic tickets in Fei Qun, methods described also includes：

For the every UE of each consumer group, the History Order data according to the UE, it is determined that described Each vehicle high consumption group, middle consumer group and low consumption group in every UE consuming capacity；

For the every UE of each consumer group, the History Order data according to the UE, it is determined that described First uses certificate with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Tendency；

According to the consuming capacity of every UE, determine each vehicle high consumption group, in Every UE will provide the amount of money of electronic ticket in consumer group and low consumption group；

It is inclined to certificate according to every UE, determines that described first is used with certificate consumer group and second The every UE for putting electronic ticket pending will provide the amount of money of electronic ticket in certificate consumer group；

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

7. method according to claim 6, it is characterised in that described for each consumption The every UE of group, the History Order data according to the UE determine the high consumption of each vehicle The consuming capacity of every UE in group, middle consumer group and low consumption group, including：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

$consume=\frac{2}{1+e^{-\frac{\stackrel{\‾}{spend}}{80}}}-1$

Spend is calculated by the second formula, and second formula is：

$spend=\frac{{\mathrm{cost}}_{all}}{{n_{car}}^{0.6}},$

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

8. method according to claim 6, it is characterised in that described for each consumption The every UE of group, the History Order data according to the UE, determine described first with certificate consumer group and Second with certificate consumer group the every UE for putting electronic ticket pending with certificate be inclined to, including：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

$t_{coupon}=1-{(1-r_{{\mathrm{coupon}}_{\cos t}}*r_{coupon})}^2,$

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

$r_{coupon}=\frac{n_{coupon}}{n_{car}},$

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

$r_{coupon\_\cos t}=\frac{{\mathrm{cost}}_{coupon}}{{\mathrm{cost}}_{all}},$

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

9. method according to claim 6, it is characterised in that described according to described each The consuming capacity of UE, determines high consumption group, middle consumer group and the low consumption group of each vehicle In every UE will provide electronic ticket the amount of money, including：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

10. method according to claim 6, it is characterised in that described according to described every One UE's is inclined to certificate, determine described first with certificate consumer group and second with pending in certificate consumer group Putting every UE of electronic ticket will provide the amount of money of electronic ticket, including：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.

11. a kind of electronic ticket distributors, it is characterised in that described device includes：

Acquiring unit, for for all UE in preset range on taxi taking platform, obtaining first The History Order data of all UE in preset time period；

First determining unit, for the History Order number according to all UE in the first preset time period According to determining the consumer group belonging to every UE；

Allocation unit, for for each consumer group, selecting the electronic ticket point belonging to the consumer group With strategy for the every UE in the consumer group distributes electronic ticket.

12. devices according to claim 11, it is characterised in that every UE's History Order data, including following one or more：

Every UE to the total degree of calling a taxi of each vehicle, it is total spend, actual total amount of money, total of spending Tip, always with certificate the amount of money, every UE are spent to call a taxi number of times and the ratio of each vehicle, each The cost of vehicle and average cost, the ratio for adding tip, average tip amount, tip cost are accounted for Than, with certificate ratio, with the certificate amount of money and with certificate cost accounting；

The vehicle, including：Taxi, express, economical special train, comfort type special train, person of outstanding talent Magnificent type special train, bus, non power driven vehicle, ship and aircraft.

13. devices according to claim 12, it is characterised in that described first determines list Unit, specifically for：

According to the History Order data of all UE, clustered using coarseness, according to different cars All UE are divided into different automobile types consumer group by type；

The different automobile types consumer group is extracted according to preset rules, each vehicle is obtained High consumption group, middle consumer group and low consumption group；

According to multiple consumption feature, using kmeans clustering algorithms, the different automobile types are consumed Group carries out fine granularity cluster, obtains first and uses certificate consumer group with certificate consumer group and second；

Wherein, described first is to be more than default 5th threshold value and use with certificate ratio with certificate consumer group Certificate cost accounting is more than the consumer group of default 6th threshold value；Described second is to use certificate with certificate consumer group Ratio belongs to preset first range and belongs to the consumer group of preset second range with certificate cost accounting； The preset first range is less than institute less than default 5th threshold value, the preset second range State default 6th threshold value；

The preset rules are：

If the average cost of a certain UE is more than preset first threshold value in a certain vehicle consumer group and adds The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the high consumption group of the vehicle；

If in a certain vehicle consumer group the average cost of a certain UE less than or equal to preset first threshold value, And more than or equal to default Second Threshold and add the ratio of tip to be less than default 3rd threshold value and use Certificate ratio is less than default 4th threshold value, then the UE belongs to the middle consumer group of the vehicle；

If the average cost of a certain UE is less than default Second Threshold and adds in a certain vehicle consumer group The ratio of tip is less than default 3rd threshold value and is less than default 4th threshold value with certificate ratio, then should UE belongs to the low consumption group of the vehicle.

14. devices according to claim 13, it is characterised in that the multiple consumption is special Levy, including：The selection percentage of each vehicle, by bus cost, with certificate ratio, with the certificate amount of money, With certificate accounting and tip and the cross feature of certificate of calling a taxi.

15. devices according to claim 13, it is characterised in that the electronic ticket distribution Strategy, including：Active stage electronic ticket allocation strategy and day electronic certificate allocation strategy；

The active stage electronic ticket allocation strategy, including：In active stage to each vehicle The UE of every UE and new registration in high consumption group, middle consumer group and low consumption group is provided Electronic ticket；

The day electronic certificate allocation strategy, including：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide electronic ticket.

16. devices according to claim 15, it is characterised in that described device also includes：

Second determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines every in high consumption group, middle consumer group and the low consumption group of each vehicle The consuming capacity of one UE；

3rd determining unit, for for the every UE of each consumer group, according to the history of the UE Order data, determines that described first is sub with electric discharge pending in certificate consumer group with certificate consumer group and second Every UE's of certificate is inclined to certificate；

4th determining unit, for the consuming capacity according to every UE, determines described each Vehicle high consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket the amount of money；

5th determining unit, for being inclined to certificate according to every UE, determines described first With certificate consumer group and second electronics will be provided with the every UE for putting electronic ticket pending in certificate consumer group The amount of money of certificate；

Correspondingly, the active stage electronic ticket allocation strategy, specifically includes：

High consumption from active stage to each vehicle group, middle consumer group and low consumption group in Every UE provides the electronic ticket of the UE correspondence amount of money, and provides default to the UE of new registration The electronic ticket of the amount of money；

The day electronic certificate allocation strategy, specifically includes：

Gathered around with every UE in certificate consumer group with certificate consumer group and second in daily acquisition described first There are quantity and the period of validity of electronic ticket；

If described first possesses electronics with certificate consumer group and second with a certain UE in certificate consumer group The quantity of certificate is zero, or current time is consumed with certificate consumer group and second to described first with certificate The period of validity that a certain UE in group possesses electronic ticket is less than default second time period, it is determined that should UE be described first with certificate consumer group and second with the UE for putting electronic ticket pending in certificate consumer group, To described first with certificate consumer group and second with the every UE for putting electronic ticket pending in certificate consumer group Provide the electronic ticket of the UE correspondence amount of money.

17. devices according to claim 16, it is characterised in that described second determines list Unit, specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by first Formula, determines every UE in high consumption group, middle consumer group and the low consumption group of each vehicle Consuming capacity consume；

Wherein, first formula is：

$consume=\frac{2}{1+e^{-\frac{\stackrel{\‾}{spend}}{80}}}-1$

Spend is calculated by the second formula, and second formula is：

$spend=\frac{{\mathrm{cost}}_{all}}{{n_{car}}^{0.6}},$

cost_allIt is the actual total cost amount of money of every UE, n_carIt is that every UE calls a taxi total degree.

18. devices according to claim 16, it is characterised in that the described 3rd determines list Unit, specifically for：

For the every UE of each consumer group, the History Order data according to the UE, by the 3rd Formula, determine described first with certificate consumer group and second with electronic ticket of putting pending in certificate consumer group Every UE's is inclined to t with certificate_coupon；

3rd formula is：

$t_{coupon}=1-{(1-r_{{\mathrm{coupon}}_{\cos t}}*r_{coupon})}^2,$

r_couponIt is calculated by the 4th formula, r_{coupon_cost}It is by the 5th formula meter Obtain, the 4th formula is：

$r_{coupon}=\frac{n_{coupon}}{n_{car}},$

n_couponIt is number of times that every UE certificates are called a taxi, n_carIt is that every UE calls a taxi total degree；

5th formula is：

$r_{coupon\_\cos t}=\frac{{\mathrm{cost}}_{coupon}}{{\mathrm{cost}}_{all}},$

cost_couponIt is that every UE always spends the amount of money, cost with certificate_allIt is every UE actual total Spend the amount of money.

19. devices according to claim 16, it is characterised in that the described 4th determines list Unit, specifically for：

According to the consuming capacity of every UE, by the 6th formula, each vehicle is determined High consumption group, middle consumer group and low consumption group in every UE will provide electronic ticket amount of money A；

Wherein, the 6th formula is：

A=int (MAX_price* (1-consume)),

MAX_priceFor preset electronic certificate provides maximum dollar amount, consume is every UE Consuming capacity.

20. devices according to claim 16, it is characterised in that the described 5th determines list Unit, specifically for：

It is inclined to certificate according to every UE, by the 7th formula, determines that described first uses certificate Consumer group and second will provide electronic ticket with the every UE for putting electronic ticket pending in certificate consumer group Amount of money B；

Wherein, the 7th formula is：

B=MAX_price*(1-t_coupon),

MAX_priceFor preset electronic certificate provides maximum dollar amount, t_couponIt is the use of every UE Certificate is inclined to.