TWM588830U - Recommendation device based on activity behavior - Google Patents

Abstract

A recommendation device based on activity behavior includes a facility database, a customer behavior database, a data collection module, a processing module, and a transmission module. The processing module calculates a list of recommended objects relative to the client code based on the service items of the plurality of living facilities in the first interactive message sent by the client code, and transmits the list of recommended objects relative to the client code to the client device through the transmission module.

Description

Recommendation device based on activity behavior

The present disclosure relates to a display processing device, and particularly to a recommendation device based on activity behavior.

According to a survey of home purchase intentions, the public is concerned about the convenience around the house. The needs of living facilities that buyers want to consider include: close to living consumer business districts, close to park green spaces, close to MRT/HSR/stations, etc. House objects with good living facilities can increase the convenience of the residents.

Nowadays, the Internet is popular, so people are accustomed to searching for the desired information online. Regarding the supply of real estate objects, some real estate object providers will present the photos, layout and housing information of the objects on the website. Some real estate object providers will use maps to show the school districts, hospitals and other living facilities around the object.

Some real estate electronic devices integrate and display real estate objects/service information and/or living facility information and/or geographic image information. The living facility information includes text and/or pictures and/or signs and/or multimedia files. Buyers want to be able to obtain more specific information about living facilities.

However, in many cases, users can only search for a certain number of objects in a large range, and then see whether they match Own needs, and included in the collection, but the efficiency of finding objects in this way is still too low, it will take a lot of time and spirit to find objects of the same nature (for example, they are also in Taipei City, all have close hospitals and close to parks Etc.).

In order to solve too many objects and don't know where to choose, one purpose of this creation is to provide a recommendation device based on activity behavior. A recommendation device based on activity behavior includes a facility database, a customer behavior database, a data collection module, a processing module, and a transmission module. The processing module calculates a list of recommended objects relative to the client code based on the service items of the plurality of living facilities in the first interactive message sent by the client code, and transmits the list of recommended objects relative to the client code to the client device through the transmission module.

10‧‧‧Living facilities system

111, 112, 113, 114

111A, 112A, 113A, 114A‧ actual distance

111P, 112P, 113P, 114P ‧‧‧ service items

121‧‧‧ Extra Living Facilities

121A‧‧‧Actual distance

121P‧‧‧ Extra service items

131‧‧‧Recommended living facilities

131A‧‧‧Actual distance

131P‧‧‧Recommended service items

15‧‧‧Customer code

15P‧‧‧Customers are often located

20‧‧‧Display system

21‧‧‧Data processing device

211‧‧‧Facility database

212‧‧‧Processing module

2121‧‧‧Search component

2122‧‧‧Map generator component

2123‧‧‧Recommended components

213‧‧‧Data collection module

22‧‧‧Client device

221‧‧‧Display screen

26‧‧‧ database group

28‧‧‧Recommended device based on activity behavior

31‧‧‧Transmission module

91‧‧‧ user

D111, D112, D113, D114 ‧‧‧ Living Facilities Information

D111A, D112A, D113A, D114A

D111A1, D112A1, D113A1, D114A1

D111A2, D112A2, D113A2, D114A2 ‧‧‧ quantity string

D111A3, D112A3, D113A3, D114A3 ‧‧‧ Interactive content words

D111H, D112H, D113H, D114H ‧‧‧ facility category indicator

D111P, D112P, D113P, D114P

D121‧‧‧ Extra Living Facilities Information

D121A‧‧‧Additional activity range data unit

D121A1‧‧‧ additional attribute words

D121A2‧‧‧ extra string

D121A3‧‧‧ Additional interactive content words

D121H‧‧‧ Extra Living Facilities Type Indicator

D121P‧‧‧Additional location information

D131‧‧‧Recommended Living Facilities Information

D131A‧‧‧actual distance data unit

D131A1‧‧‧ Recommended attribute words

D131A2‧‧‧ recommended quantity string

D131A3‧‧‧ recommended interactive content words

D131H‧‧‧ Recommended facility type indicator

D131P‧‧‧Recommended location information

D15‧‧‧Real Estate Information Unit

D15H‧‧‧Real estate category indicator

D15P‧‧‧Real estate location information

D1A‧‧‧Activity Range Information Unit

D5‧‧‧Geographic Information

D51‧‧‧Character data

D52‧‧‧Map data block

D53‧‧‧Second map data block

D54‧‧‧ third map data block

D55‧‧‧The fourth map data block

D61‧‧‧ Living facility attribute image data block

D62‧‧‧ Living facility attribute image data block

DA1‧‧‧First Living Facilities Information

DHA1, DHA2 ‧‧‧ living facility type indicator

DL1‧‧‧Activity range value

EA1, EA2, EA3, EA4 ‧‧‧ living facilities candidate category projects

EL1, EL2, EL3, EL4 ‧‧‧ candidate distance items

H111, H112, H113, H114

HA1, HA2‧‧‧ Living facilities category

HB1‧‧‧ Extra Living Facilities

HC1‧‧‧Recommended living facilities category

HD1‧‧‧Real estate category

K111, K112, K113, K114

K121‧‧‧Icon

KA2‧‧‧Second icon

KA3‧‧‧ third icon

KB3‧‧‧ third icon

KA4‧‧‧ fourth icon

L1‧‧‧ activity radius

Map of M1‧‧‧

M111P, M112P, M113P, M114P

M121P‧‧‧Additional mark location

M131P‧‧‧Recommended marking location

M15P‧‧‧Real estate marked location

M2‧‧‧Second Map

M3‧‧‧ Third Map

M4‧‧‧ Fourth Map

M5‧‧‧ fifth map

MA1‧‧‧ First marked position

MA2‧‧‧Second marked position

MA3‧‧‧The third marked position

MA4‧‧‧The fourth marked position

MA5‧‧‧The fifth marked position

MR1‧‧‧ specific map area

Q1‧‧‧optional icon

R1‧‧‧Range of activity

S11‧‧‧First interactive message

S12‧‧‧Second interactive message

S13‧‧‧The third interactive message

S14‧‧‧ Fourth interactive message

U1‧‧‧picture

This disclosure can be understood in greater depth through the detailed description of the following figures: Figure 1: A schematic diagram of a display system in various embodiments of this disclosure.

Figure 2: A schematic diagram of a living facility system in various embodiments of the present disclosure.

Figure 3: Schematic diagram of a facility database in Figure 1.

Fig. 4: A schematic diagram of a map in various embodiments of the present disclosure.

FIG. 5 shows a schematic diagram of a specific embodiment of the recommended device according to the category of facilities mentioned in this creation.

Please refer to Figure 1, Figure 2 and Figure 3. FIG. 1 is a schematic diagram of a display system 20 in various embodiments of the present disclosure. FIG. 2 is a schematic diagram of a living facility system 10 in various embodiments of the present disclosure. FIG. 3 is a schematic diagram of the structure of a facility database in a database group 26 in FIG. 1. As shown in FIG. 1, the display system 20 includes a data processing device 21 and a client device 22 coupled to the data processing device 21. The data processing device 21 includes a facility database 211, a processing module 212 coupled to the data unit 211, and a data collection module 213 coupled to the processing module 212. The facility database 211 includes the database group 26, and the database group 26 is further divided into a facility database and a customer behavior database. The client device 22 includes a display screen 221. For example, there is a transmission module 31 between the data collection module 213 and the client device 22, and the transmission module 31 is coupled therebetween.

As shown in FIG. 2, the living facility system 10 includes a plurality of living facilities 111, 112, 113, and 114. For example, the living facility system 10 may further include at least one additional living facility 121, a recommended living facility 131, and a client code 15. The client code 15 and the plurality of living facilities 111, 112, 113, and 114 have a plurality of interactive relationships 111A, 112A, 113A, and 114A, respectively. The plurality of living facilities 111, 112, 113, and 114 have a plurality of service items 111P, 112P, 113P, and 114P, respectively. The additional living facility 121 has an additional activity range 121A and an additional service item 121P. The recommended living facility 131 has an actual distance 131A and a recommended service item 131P. The customer code 15 has a location 15P where a real estate customer is often located. The processing module 212 calculates the An actual distance between the plurality of living facilities within the first request message and the location where the customer is often located.

The plurality of living facilities 111, 112, 113, and 114 belong to a plurality of facility categories H111, H112, H113, and H114, respectively, and each of the plurality of facility categories H111, H112, H113, and H114 is a plurality of living facility categories HA1 and One of HA2. The additional living facility 121 belongs to an additional living facility category HB1, and the additional living facility category HB1 is different from any one of the plurality of living facility categories HA1 and HA2. The recommended living facility 121 belongs to a recommended living facility category HC1. The customer code 15 belongs to a real estate category HD1.

For example, the plurality of living facility categories HA1 and HA2 are a hospital category and a store category, respectively, and the additional living facility category HB1 is a restaurant category. For example, the two living facilities 112 and 113 belong to the hospital category and the store category respectively, so that the actual distance 112A of the living facility 112 and the actual distance 113A of the living facility 113 are 10 meters and 100 meters, respectively.

In FIG. 1, the data collection module 213 receives a first interactive message S11 or a second interactive message S12 from a user 91. The first request message S11 includes the customer code and a plurality of service requirements of the customer code, and the service demand is mainly for the living facilities 111, 112, 113, and 114. The service demand is mainly for the living facility. Issued to obtain the service items provided by the living facilities 111, 112, 113, and 114, the second request message indicates the customer code, and a second geographic location of the customer code.

For example, in order to order a meal, the user 91 will at least mention the relative living facilities and the service item (that is, the desired meal) in the first interactive message S11 sent by him. The location of the customer. Among them, in the customer behavior database, the position of the customer mentioned in the first interactive message S11 of the relative customer code with high repeatability is defined as the frequent location of the customer.

The processing module 212 calculates a list of recommended objects relative to the client code based on the service items of the plurality of living facilities in the first interactive message sent by the client code. More specifically, the processing module calculates the list of recommended objects based on the comparison table between the facility category and the corresponding theme as shown in FIG. 5.

To achieve this, the system needs to first create an object database, and each object data in the object database has an object index code, and a plurality of object attributes to which the object index code belongs. Among them, the property of the object includes selected from the abbreviation, price, community name, address, floor, building registration area, land registration area, unit price per unit area, type, pattern, age, parking space, seat direction, elevator , Management fee, pattern map, life function. Each object attribute in the plurality of object attributes has a priority. The higher the priority, the higher the overlap, which affects the objects presented in the recommended object list.

The facility category database 211 stores a plurality of facility category data, each facility category data has a facility index code, and the facility; the plurality of facility attributes to which the index code belongs, and each facility attribute is mainly a single object attribute or multiple Object property definition. For example, facilities are The sex is three generations in the same room, the relative object attribute is the big room (more than 3 rooms and more than 30 pings), and the other corresponding relationships are shown in Figure 5 for example.

The processing module 212 uses a weight calculation formula, and obtains the service items of the plurality of living facilities in the first interactive message sent by the customer code, and obtains the living facilities and their relative facility categories, and then In the facility attribute of the facility category, the content defined by a single object attribute or a plurality of object attributes finds plural real estate information whose conditions meet each other, and generates a list of recommended objects containing a specific number of plural real estate information. For example, if the main affected facility category is three generations in the same hall (for example, a facility suitable for three generations to go together, such as an IKEA furniture store), the processing module 212 uses object attributes of 3 rooms or more and 30 pings or more in the object database 101 search. In this way, the user only needs to select a specific facility, and the system can search the relative objects for selection.

In order to collect more information about the activities of the user 91, the system can also place special devices in specific physical locations, and can discover the presence of the device used by the user 91, for example, recording once the mobile phone WIFI signal is detected That is to say, the user 91 may also send the second interactive message S12 in a passive state. The second request message S12 indicates the client code and a second geographic location of the client code (that is, the location of the special device).

In some embodiments, the living facility system 10 further includes a range of activity R1. The activity range R1 is centered on the customer code 15 and has an activity range radius L1 calculated from the customer code 15 as the center. The activity range radius L1 indicates the activity range related to the customer code 15 Wai R1.

In addition, an actual distance L between the customer code 15 and the plurality of living facilities 111, 112, 113, and 114 can also be expressed based on the distance information of the streets and lanes, and the added walking distance.

As shown in FIGS. 1 and 3, the facility database in the database group 26 includes geographic information D5, and a plurality of living facility data D111, D112 representing the plurality of living facilities 111, 112, 113, and 114, respectively. , D113 and D114, may further include at least one additional living facility data D121 indicating the at least one additional living facility 121, may further include a recommended living facility data D131 indicating the recommended living facility 131, and may further include indicating the customer code 15 a real estate information unit D15.

In FIG. 3, the plurality of living facility data D111, D112, D113 and D114 respectively contain the first plurality of location information D111P, D112P, D113P and D114P representing the service items 111P, 112P, 113P and 114P, respectively indicating the A plurality of facility category indicators D111H, D112H, D113H and D114H of a plurality of facility categories H111, H112, H113 and H114, and a plurality of activity range data units D111A, which represent the plurality of interactive relationships 111A, 112A, 113A and 114A, D112A, D113A and D114A.

The additional living facility data D121 includes an additional location information D121P representing the additional service item 121P, an additional living facility category indicator D121H indicating the additional living facility category HB1, and an additional activity range data representing the additional activity range 121A Unit D121A. The recommended living facility information D131 contains the representative service item 131P A recommended location information D131P, a recommended facility category indicator D131H indicating the recommended living facility category HC1, and an actual distance data unit D131A representing the actual distance 131A. The real estate data unit D15 includes a real estate location information D15P representing the location 15P where the real estate client is often located, and a real estate category indicator D15H indicating the real estate category HD1.

As shown in FIGS. 2 and 3, the plurality of interactive relationships 111A, 112A, 113A, and 114A in FIG. 2 are respectively represented by a plurality of attribute words D111A1, D112A1, D113A1, and D114A1, and are formed by The plurality of interactive relationships 111A, 112A, 113A and 114A respectively correspond to the plurality of numbers, and the plurality of interactive relationships corresponding to the plurality of interactive relationships 111A, 112A, 113A and 114A respectively.

The customer behavior database in the database group 26. The customer behavior database is used to store a plurality of customer behavior data. Each customer behavior data mainly includes a customer code, a customer's frequent location, and a first request message S11 or a second request message S12, wherein the first request message S11 includes the client code and a plurality of service requirements of the client code, and the service requirements are mainly issued for the living facility, and the second request message S12 indicates the client code and the A second geographic location of the customer code.

The data collection module 213 receives the first interactive message S11 and the second interactive message S12 at different times, and sends the second map data block D53 and the third map data block D54 to the client at different times The device 22 transmits so that the client device 22 The second map M2 and the third map M3 are displayed on the display screen 221. For example, the data collection module 213 is coupled to the client device 22 via the transmission module 31.

In some embodiments, the user 91 has issued a meal order record (ie, the first request message) for the living facilities 111 and 114, and the user 91 has passed a special device near the living facilities 112 and 113, and the user The existence of the device used in 91 (ie, the second request message), and through these several geographic locations, the activity range R1 can be surrounded on the map. In other words, if the user 91 requests a house purchase in the future, the object of his interest falls within the activity range R1, and the system will mark the user 91 as a local guest. However, the system can flexibly expand the range covered by the range of activities R1, so that local guests can judge more accurately, because it may be that just the behavior trajectory information left by the user 91 in the system is not enough, resulting in the system Misjudgment. In contrast, if the object of interest of user 91 falls into the activity range R1, the system will mark the user 91 as a non-local guest.

However, sometimes the user 91 only happens occasionally and runs to an area where he is not often active, for which the processing module 212 first deletes the plurality of living facilities in the first request message S11 issued by the client code Only when the predetermined deviation value is exceeded in the second geographic location in the service item or the second request message S12, the relative activity range of the client code is calculated. On the contrary, if the amount of data is too small, it may cause the system to misjudge and need to set a threshold, so the processing module 212 first confirms the plurality of living devices in the first request message S11 sent by the client code Only after the service item or the second geographic location in the second request message S12 exceeds a predetermined number, the relative activity range of the client code is calculated.

In addition, the processing module 212 can display the related information of the living facilities that the user 91 has interacted with on the electronic map, and transmit the activity range and the second map to the client through the transmission module 31端装置22。 End device 22. Specifically, the processing module 212 will also filter out the plurality of living facilities that fall within the first request message sent, and then generate the second map data block representing a second map, where the first The second map is a map in which a plurality of icons are respectively displayed at the plurality of marked positions on the map, and the plurality of icons respectively mark the plurality of living facilities.

Please refer to FIG. 4, the second interactive message S12 indicates that a second icon KA2 (such as the icon K112) selected among the plurality of icons K111, K112, K113, and K114 is located, and the second icon KA2 is located in the A first marked location MA1 (such as marked location M112P) in the second map M2, and corresponding to a first living facility data DA1 (such as living facility data) in the plurality of living facility data D111, D112, D113, and D114 D112), and the second map M2 has a second marked position MA2 corresponding to the first marked position MA1.

The system can selectively display related information between the user 91 and living facilities based on the user's choice. Please refer to FIG. 1, FIG. 3, and FIG. 4, the client device 22 is operated by the user 91 to generate an interactive operation at a first time and a second time after the first time, and in The interactive operation is transmitted to the data processing device 21 at different times. For example, the data processing device 21 can calculate the plurality of living facilities An actual distance between the location where the customer is often located. By receiving a user input from the user 91, when the second icon KA2 displayed on the display screen 221 is selected, the actual distance in the first living facility data DA1 is presented on the first Near the second icon KA2.

Most of the variations and other embodiments of the present disclosure presented here will be of benefit to those skilled in the art to have the teachings presented in the above description and related drawings. Therefore, I should understand that the present disclosure is not limited to the specific embodiments disclosed, and that variations and other embodiments are intended to be included within the scope of the following patent applications.

20‧‧‧Display system

21‧‧‧Data processing device

211‧‧‧Facility database

212‧‧‧Processing module

2121‧‧‧Search component

2122‧‧‧Map generator component

2123‧‧‧Recommended components

213‧‧‧Data collection module

22‧‧‧Client device

221‧‧‧Display screen

26‧‧‧ database group

28‧‧‧Recommended device based on activity behavior

31‧‧‧Transmission module

91‧‧‧ user

D111, D112, D113, D114 ‧‧‧ Living Facilities Information

D121‧‧‧ Extra Living Facilities Information

D131‧‧‧Recommended Living Facilities Information

D15‧‧‧Real Estate Information Unit

D1A‧‧‧Activity Range Information Unit

D5‧‧‧Geographic Information

D53‧‧‧Second map data block

D54‧‧‧ third map data block

D55‧‧‧The fourth map data block

D61‧‧‧ Living facility attribute image data block

D62‧‧‧ Living facility attribute image data block

DA1‧‧‧First Living Facilities Information

DHA1, DHA2 ‧‧‧ living facility type indicator

DL1‧‧‧Activity range value

M2‧‧‧Second Map

M3‧‧‧ Third Map

M4‧‧‧ Fourth Map

M5‧‧‧ fifth map

S11‧‧‧First interactive message

S12‧‧‧Second interactive message

S13‧‧‧The third interactive message

S14‧‧‧ Fourth interactive message

U1‧‧‧picture

Claims (5)

An activity-based recommendation device for transmitting information to a client device, including: a facility database, the facility database includes geographic information, and a plurality of living facility data representing a plurality of living facilities, respectively, the Each of the multiple living facilities has a service item, and the multiple living facilities belong to one of the multiple facility categories; a customer behavior database, which stores multiple customer behavior data, each customer behavior data It mainly includes a customer code, and a first interactive message, and the service item relative to the first user message, wherein the first interactive message includes the customer code, and a plurality of service requirements of the customer code, and the The service demand is mainly issued for the living facility to obtain the service item provided by the living facility; a data collection module, coupled with the customer behavior database, receives the first item from the client device through a communication module An interactive message, and store the first interactive message in the customer behavior database; a processing module, coupled with the data collection module, the facility database, and the customer behavior database, based on the customer code The service items of the plurality of living facilities in the first interactive message calculate a recommended object list relative to the customer code; and a transmission module, which is coupled to the data collection module, the facility database, and the customer behavior database To send the list of recommended objects to the client device. The activity-based recommendation device according to claim 1, wherein the living facility data in the facility category database includes a plurality of facility attributes, and each facility attribute is mainly defined by a single facility attribute or multiple facility attributes, The facility attribute is related to the service item; wherein, the processing module finds a plurality of object data that meet the conditions according to the content of the facility attribute defined by the single facility attribute or multiple facility attributes in the facility category, to Calculate the list of recommended items relative to the customer code. The activity-based recommendation device according to claim 1, wherein the processing module calculates an actual between the plurality of living facilities and the location where a customer is often located within the first interactive message sent out Distance; wherein, when a second icon displayed on a display screen is selected, the actual distance is presented near a second icon. The activity-based recommendation device according to claim 1, wherein the processing module first removes the location of the plurality of living facilities in the first interactive message sent by the customer code before exceeding a predetermined deviation value before Calculate a range of activities surrounded by multiple living facilities relative to the client code. The activity-based recommendation device according to claim 1, wherein the processing module first confirms the reply in the first interactive message sent by the client code When several living facilities exceed a predetermined number, an activity range surrounded by multiple living facilities relative to the client code is calculated.

Images