KR20150121944A - System for processing usage information of users and method for processing usage information of users using the same - Google Patents

Abstract

In an embodiment of the present invention, disclosed is a method for processing usage information of a user comprising the following steps: acquiring multiple usage information of a user accessing a web site; preprocessing the multiple usage information of the user to convert the preprocessed usage information into graph data; storing the graph data to a graph database; and processing particular data of the data stored in the graph database by loading and calculating the data.

Description

[0001] The present invention relates to a system and a method for processing information for use by a user,

Embodiments of the present invention relate to a user-using information processing system and a method for processing user-used information using the same.

Due to the rapid growth of e - commerce, consumers often judge online stores at the same level as well as in - store stores, and in some cases they prefer online shops.

In addition, due to the development of such electronic commerce technology, online auction sites, open markets, social commerce, and various other types of purchase sites are being implemented on-line in addition to simple online shopping malls.

The online purchase method using the e-commerce can easily access the goods, the tickets and other items, and can easily visit and purchase without any need of the user to visit the in-store, so that the time is getting longer And the method is also expanding.

However, online purchases using e-commerce can not be viewed by the user directly by eyes, and since the user visits the site and contacts only the information provided on the screen, it is easy for the user to easily receive various information not. This is especially true for users who are not frequent visitors to a particular site or who are not familiar with e-commerce purchases.

In particular, in recent years, the number of stores that can be purchased online, for example, the number of users who use the websites, increases exponentially, and the number of items handled by the websites increases, making it difficult to provide specific information to users .

In other words, there is a practical limit to the smooth handling and processing of information about the users who visit the website and the items provided by the website.

Embodiments of the present invention provide a user-using information processing system for smoothly handling and processing information on items provided by users who visit a web site and a web site, and a method for processing user-used information using the system.

In one embodiment of the present invention, a user information storage unit for storing a plurality of information of a user accessing a web site, a user utilization information preprocessing unit for preprocessing the information stored in the user information storage unit and converting the information into graph data, A graph data base for storing the graph data converted by the preprocessing unit and processed by the preprocessing unit; and a data processing unit for computing and processing specific data among the data stored in the graph database, .

In the present embodiment, the user information storage unit may include a user information first storage unit and a user information second storage unit for storing different information.

In the present embodiment, the user use information first storage unit may store basic information of a user and one or more information related to a user's activity.

In this embodiment, one or more pieces of information related to the activity of the user may include purchase information or shopping cart information.

In the present embodiment, the user-use-information second storage unit may store user's visit information.

In this embodiment, a real-time processing unit for updating the user visit information in real time may be further included.

In the present embodiment, the real-time processing unit may be configured to determine whether the visit of the user is the first visit.

In the present embodiment, the user-use-information storage unit may further include a temporary storage unit, and the temporary storage unit may receive the information stored in the first user-information storage unit and the second user- To the user use information preprocessing unit.

In the present exemplary embodiment, the temporary storage unit may temporarily store information in the form of a message queue.

In this embodiment, the user use information preprocessing unit forms a relation between the users and a plurality of items provided in the website, and converts the relation into graph data based on the relation.

According to another embodiment of the present invention, there is provided a method of browsing a web site, comprising: acquiring a plurality of usage information of a user accessing a web site; converting a plurality of usage information of the user into preprocessed graph data; And computing and processing specific data of data stored in the graph database.

In the present embodiment, the step of acquiring the user use information may include storing and using one or more pieces of information related to the user's basic information and the user's activities.

In this embodiment, one or more pieces of information related to the activity of the user may include purchase information or shopping cart information.

In the present embodiment, the step of acquiring the user use information may include a step of storing and using the visit information of the user.

In the present embodiment, the step of acquiring the user use information may further include updating the user visit information in real time.

In the present embodiment, the step of updating the user visit information in real time may further include a step of determining whether the visit of the user is a first visit.

The step of acquiring a plurality of utilization information of a user connected to the web site and storing the plurality of utilization information in the temporary storage unit in the present embodiment, wherein the step of preprocessing the plurality of utilization information of the user into graph data And the information stored in the temporary storage unit may be used.

The step of storing the usage information in the temporary storage unit after acquiring a plurality of usage information of the user connected to the website may include acquiring a plurality of usage information of the user and temporarily storing the information in the form of a message queue As shown in FIG.

In the present embodiment, the step of converting the plurality of usage information of the user into the graph data by preprocessing may form a relation between the users and a plurality of items provided in the website, And converting the data into data.

In the present embodiment, the step of preprocessing the plurality of utilization information of the user and forming the graph data into graph data and the step of storing the graph data in the graph database do not perform the calculation operation through the data, And can perform the calculation operation selectively using the information about the desired user or the items forming the relationship with the user at a desired time in real time.

Other aspects, features, and advantages will become apparent from the following drawings, claims, and detailed description of the invention.

The user utilization information processing system and the user utilization information processing method using the same according to the present embodiment can easily improve the information handling and processing ability of the users who visit the website and the items provided in the website.

1 is a schematic view showing a user-used information processing system according to an embodiment of the present invention.
FIG. 2 is a view for schematically explaining the operation of the user utilizing information processing system of FIG. 1; FIG.
FIG. 3 is a view showing an alternative embodiment of the user-used information storage unit of the user-utilized information processing system of FIG. 1;
4 is a schematic flowchart sequentially illustrating a method of processing user-use information using the system of FIG.
5 is a graph that is transformed through a preprocessing step to store user utilization information using the system of FIG.

BRIEF DESCRIPTION OF THE DRAWINGS The present invention is capable of various modifications and various embodiments, and specific embodiments are illustrated in the drawings and described in detail in the detailed description. The effects and features of the present invention and methods of achieving them will be apparent with reference to the embodiments described in detail below with reference to the drawings. The present invention may, however, be embodied in many different forms and should not be construed as limited to the embodiments set forth herein.

Hereinafter, exemplary embodiments of the present invention will be described in detail with reference to the accompanying drawings, wherein like reference numerals refer to like or corresponding components throughout the drawings, and a duplicate description thereof will be omitted .

In the following embodiments, the terms first, second, and the like are used for the purpose of distinguishing one element from another element, not the limitative meaning.

In the following examples, the singular forms "a", "an" and "the" include plural referents unless the context clearly dictates otherwise.

In the following embodiments, terms such as inclusive or possessive are intended to mean that a feature, or element, described in the specification is present, and does not preclude the possibility that one or more other features or elements may be added.

In the drawings, components may be exaggerated or reduced in size for convenience of explanation. For example, the size and thickness of each component shown in the drawings are arbitrarily shown for convenience of explanation, and thus the present invention is not necessarily limited to those shown in the drawings.

In the following embodiments, the x-axis, the y-axis, and the z-axis are not limited to three axes on the orthogonal coordinate system, and can be interpreted in a broad sense including the three axes. For example, the x-axis, y-axis, and z-axis may be orthogonal to each other, but may refer to different directions that are not orthogonal to each other.

If certain embodiments are otherwise feasible, the particular process sequence may be performed differently from the sequence described. For example, two processes that are described in succession may be performed substantially concurrently, and may be performed in the reverse order of the order described.

1 is a schematic view showing a user-used information processing system according to an embodiment of the present invention.

Referring to FIG. 1, the user utilization information processing system 100 includes a user utilization information storage unit 110, a user utilization information preprocessing unit 120, a graph database 130, and a data processing unit 150 do.

The user use information storage unit 110 includes a user use information first storage unit 101 and a user use information second storage unit 102. The user use information first storage unit 101 and the user use information second storage unit 102 store different user usage related information. Details of this will be described later.

The user use information preprocessing execution unit 120 proceeds to a preprocessing step to transform user usage information stored in the user use information storage unit 110 into a form suitable for storing in the graph database 130. [ More details will be described later.

The graph database 130 stores information appropriately modified through the user-used information preprocessing unit 120. [

The processing unit 150 performs a step of selecting, computing and processing user-use information stored in the graph database 130 when necessary.

FIG. 2 is a view for schematically explaining the operation of the user utilizing information processing system of FIG. 1; FIG.

The user-using information processing system 100 of the present embodiment will be described in detail.

Referring to FIG. 2, a plurality of users U1, U2, U3 ... Un accesses a web site WS via a network NW. The user-using information processing system 100 may be connected to a web site (WS) to receive a plurality of information related to a user. For example, a web site (WS) can be a site including a social commerce site, an online shopping mall, an open market, and various other e-commerce transactions. The network NW may be of various forms capable of connecting a plurality of users U1, U2, U3 ... Un and a web site WS.

In FIG. 2, the user-using information processing system 100 is shown separately from the web site WS, but this is an embodiment. That is, as an alternative embodiment, the user-using information processing system 100 may be formed integrally with the web site WS and may include the user-using information processing system 100 in the web site WS. As another alternative embodiment, it is needless to say that the user-using information processing system 100 and the web site WS may be formed so as to have some functions.

The user use information first storage unit 101 of the user use information storage unit 110 stores basic information of the user and one or more information related to the activity of the user. The basic information of the user stored in the user information first storage unit 101 may be information for identifying the user. For example, the user's basic information may be a user's name, a user's ID, a nickname, a password, or an e-mail account. One or more pieces of information related to the activity of the user stored in the user-used information first storage unit 101 may be real-time activity information of the user. For example, one or more pieces of information associated with a user's activity may be purchase information or shopping cart information. That is, one or more pieces of information related to a user's activity may be an item purchased by a user through a web site (WS) or an item stored by a user in a shopping cart through a web site (WS). Of course, the above example is one example for explaining the present embodiment, and it is possible to store various real-time activity information of the user.

The user use information second storage unit 102 of the user use information storage unit 110 may store the visit information of the user. That is, the visiting information may be stored in the user-used information second storage unit 102 when the user visits the web site WS via the network NW.

The user use information storage unit 110 may have various forms. FIG. 3 is a view showing an alternative embodiment of the user-used information storage unit of the user-utilized information processing system of FIG. 1; For the sake of convenience of explanation, different things from those described in the above embodiments will be mainly described.

Referring to FIG. 3, the user use information storage unit 110 'of the alternative embodiment of the present invention includes a user usage information first storage unit 101', a user usage information second storage unit 102 ', a real time processing unit (SR) And a temporary storage unit (MQ).

The user use information first storage unit 101 'stores basic information of a user and one or more information related to a user's activity. The user use information first storage unit 101 'may include a Relational Data Base Management System (RDBMS) to easily store such information. In addition, as an alternative embodiment, the user use information first storage unit 101 'can easily process a large amount of data including the mongo DB.

The user use information second storage unit 102 'may store the visit information of the user. For example, the user use information second storage unit 102 'stores visit information of a user in the form of a weblog.

(The description of the strom and MQ that the inventor explained in the second consultation.)

The real-time processing unit SR updates the visit information of the user stored in the user-used information second storage unit 102 'in real time. In addition, the real-time processing unit SR judges whether the user U1, U2, U3 ... Un has no existing visit record as shown in FIG. 2, and if the user has no visit record, The visiting information of the user is processed so as to know that it is the first visitor and then stored in a temporary storage unit (MQ) to be described later.

The temporary storage unit MQ receives information stored in the user-used information first storage unit 101 ', that is, one or more pieces of information related to the user's basic information and the user's activities. Also, the temporary storage unit (MQ) receives the information processed through the real-time processing unit (SR) of the visit information of the user stored in the second user storage unit 102 '.

The temporary storage unit (MQ) makes it easy to perform preprocessing in the user-used information preprocessing unit 120 by using information of the user. For example, the temporary storage unit MQ may temporarily store user information in the form of a message queue.

The user-used information storage unit 110 'as an optional embodiment of the present invention described in FIG. 3 is one of various examples that the user-using information processing system 100 of the present invention can include. That is, it may include structures that share some configurations with those shown in FIG. 3, or embodiments that further include additional additional configurations in addition to those shown in FIG. 3.

Referring to FIGS. 1 and 2, the user-used information preprocessing unit 120 may be connected to the user-used information storage unit 110.

The user use information preprocessing execution unit 120 performs preprocessing to fetch user use information from the user use information storage unit 110 and store the user use information in the graph database 130. [

The user use information preprocessing execution unit 120 forms a relation between a plurality of users U1, U2, U3 ... Un shown in FIG. 2 and a plurality of users U1 , U2, U3 ... Un) and a relation between a plurality of items.

The graph database 130 stores graph data transformed by the user-use-information preprocessing unit 120, that is, data representing graphs of relationships between users and a plurality of items. The graph data stored in the graph database 130 may display the relationship between users and items as nodes, relations, and properties.

Specific details will be described with reference to FIGS. 4 and 5. FIG.

The graph database 130 can use various databases, for example, Neo4J which is an open type DB based on Java.

In addition, the user-used information preprocessing unit 120 may be configured independently of the graph database 130 as shown in FIG. However, the present embodiment is not limited to this, and the user utilization information preprocessing unit 120 may be formed integrally with the graph database 130.

The data processing unit 150 loads specific desired data among the graph data stored in the graph database 130 at a desired time. Then, this is calculated to perform the machining step. In particular, the data processor 150 can perform various operations in real time by calculating data stored in the graph database 130.

For example, the data processing unit 150 extracts items related to a user based on a specific user, and can also specify the relationship between the specific user and other users through the extracted items.

As another example, the data processor 150 may select specific items stored in the graph database 130 and then extract related users.

As another example, in the above two examples, it is possible to generate another information by combining the extracted and processed data.

However, as an example, the data processing unit 150 of the present embodiment computes the graph data stored in the graph database 130 in various ways, generates various information through various processing steps, and performs various operations Of course.

FIG. 4 is a schematic flowchart sequentially illustrating a method of processing user-used information using the system of FIG. 1, and FIG. 5 is a schematic flowchart for explaining one step for storing user- Fig.

Referring to FIG. 4, the method for processing information for user use of the present embodiment includes acquiring user information (S1), a preprocessing step (S2), a storing step (S3), and a processing step (S4).

The user utilization information acquisition step S1 proceeds in the user utilization information storage unit 110 of the user utilization information processing system 100 of FIG. 1 as described above. That is, the information of the user, for example, the purchase information of the user, the shopping cart information, or the information of the user is stored by using the user information first storage unit 101 and the user information second storage unit 102 of the user information storage unit 110 And acquires the visit information.

For example, in the form shown in Table 1 below, the user-use-information storage unit 110 may store user's usage information.

I ( ₁ ) I ( ₂ ) I ( ₃ ) I ( ₄ ) U1 purchase visit U2 visit purchase purchase U3 purchase visit

In Table 1, U1, U2, and U3 indicate different users who access the Web site, respectively. I ( ₁ ), I ( ₂ ), I ( ₃ ), and I ( ₄ ) in Table 1 refer to the different items provided on the website, respectively.

That is, Table 1 will be described in detail as follows.

The user U1 purchases the item I ( ₁ ) and visits the item I ( ₂ ). User (U2) was purchased a landing with respect to the item (I _(1)), the item (I ₍₂₎₎ and the item (I _(4)). Then, the user U3 purchases the item I ( ₃ ) and visits the item I ( ₄ ).

In addition, when the user-use-information storage unit 110 'shown in FIG. 3 is applied as an alternative embodiment, the information can be stored in the temporary storage unit MQ.

Table 1 above illustrates an exemplary three users and four items. In addition, two kinds of user utilization information, namely purchase and visit information, are disclosed. It is needless to say that information for a plurality of users and a plurality of items can be acquired and stored in the user use information acquisition step S1 for convenience of explanation. It is also possible to use other information such as shopping cart information, storage box information, wish list information, and the like in addition to purchase and visit as user use information.

The content related to storing other user-used information is as described in the above embodiments.

In the preprocessing step S2, the user-information-information preprocessing unit 120 acquires and stores the acquired and stored information in the user-used information obtaining step S1 to form a relationship between users and items, and transforms the graph into a graph. I.e., a storage step S3 to be described later.

FIG. 5 is a graph that is changed through a preprocessing step S2 to store user utilization information using the system of FIG.

For the sake of convenience of explanation, FIG. 5 shows graph data obtained by pre-processing using the information of Table 1 as it is.

Referring to FIG. 5, the graph data includes a plurality of nodes, and a relation is formed between the plurality of nodes. Each node has properties U1, U2, U3 and items I ( ₁ ), I ( ₂ ), I ( ₃ ), I ( ₄ ) As an attribute. Relationships also have attributes (p) and (v) as attributes.

In Fig. 5, the relation is shown only in one direction. However, it goes without saying that a bi-directional relation may be formed between each node as an example.

Referring to FIG. 5, all of the data shown in Table 1 are shown. That is, the user (U1) the item (I ₍₁₎₎ to buy and to visit with respect to item (I ₍₂₎₎ visit information, the user (U2) the item (I ₍₁₎₎ with respect to a and the item (I ₍₂ ) And the item I ( ₄ ) purchased by the user U3 and the information that the user U3 purchased the item I ( ₃ ) and visited on the item I ( ₄ ) are displayed as one graph data do.

That is, in the preprocessing step S2, the user utilization information preprocessing unit 120 processes the information shown in Table 1 to generate graph data corresponding to Table 1. [

Information between each user U1, U2, U3 and each item I ( ₁ ), I ( ₂ ), I ( ₃ ), I ( ₄ ) can be easily known through the graph data. In addition, through the information for each user (U1, U2, U3) and for each item _{(I (1), I (} 2), I (3), I (4)) relationship (relation) between each user ( U1, U2, and U3.

In the storage step S3, the graph data formed using the user-used information preprocessing unit 120 is stored in the graph database 130. [ As described in the above embodiments, the user-utilization-information preprocessing unit 120 and the graph database 130 may be separate independent members, or may be in one integrated form as another alternative embodiment.

The processing step S4 may perform various operations by calculating graph data stored in the graph database 130, that is, information on the relationship between users and items.

That is, it is possible to perform a machining step using information related to a specific user at a desired time. For example, information about items with a relation to a particular user can be selectively retrieved.

As another example, it is possible to retrieve information about a specific item, that is, users who have a relation with respect to a specific item.

As another example, a relation between a specific user, a user U1 and a specific example is called up, and information about users having a relationship with a item I ( ₃ ) And then select item I ( ₄ ) that has no relationship with user U1, among items having a relationship with user U3. The selected item I ( ₄ ) may be selected as an item capable of forming a relationship with the future user U1 and the relationship between the item I ( ₄ ) and the user U1 may be arbitrarily formed can do. Of course, at this time, the relation may have an attribute indicating that it is a preliminary relation, not a purchase (p) and a visit (v). In addition, it is possible to positively provide information on the item I ( ₄ ) to the user U1 using such a preliminary relationship. For example, information can be provided in a variety of ways, including e-mail, pop-up windows, and automatic posting on a website.

As described above, the user-using information processing system 100 and the processing method using the same according to the embodiments of the present invention can easily store user-used information through the user-used information storage unit 110, And the first visitor can be displayed and stored.

Then, the information stored in the user-use-information storage unit 110 is processed in the user-use-information preprocessing unit 120 to transform the relation between the user and the items into simplified graph data. The graph data is stored in the graph database 130.

The information between the user and the items is not a big problem when the user and the items are small. However, when the number of users and the number of items are increased and the relation type (for example, purchase, visit) increases, It is not easy to use such stored information.

However, in the present embodiment, information between the user and the items is stored in the graph database 130 in the form of graph data. Through this, the relationship between users and items can be easily grasped and analyzed. In particular, only the graph data is stored in the graph database 130, and no separate operation is performed on the relationship between users and items. It is possible to improve the utilization ability of the user-utilized information through the graph database 130 because unnecessary calculation operations are not performed.

In addition, the data processor 150 performs various operations by performing computation operations using the relationships between users and items identified in the easy-to-understand manner at the processing step. In other words, rather than computing all the data stored in the form of graph data, only the information including a relation related to a necessary user or a required item is performed, and the operation is performed by performing only the operation related thereto.

In this way, it is possible to perform a quick operation in real time, so that it is possible to easily carry out a processing operation using the latest information at a desired time, for example, sorting relationship information of each user and items, sorting relationship information among users, have.

While the present invention has been particularly shown and described with reference to exemplary embodiments thereof, it is evident that many alternatives, modifications and variations will be apparent to those skilled in the art . Accordingly, the true scope of the present invention should be determined by the technical idea of the appended claims.

Embodiments may be represented by functional block configurations and various processing steps. These functional blocks may be implemented in a wide variety of hardware and / or software configurations that perform particular functions. For example, embodiments may include integrated circuit components such as memory, processing, logic, look-up tables, etc., that may perform various functions by control of one or more microprocessors or other control devices Can be employed.

Similar to the components of the present invention may be implemented with software programming or software components, embodiments may include various algorithms implemented in a combination of data structures, processes, routines, or other programming constructs, such as C, C ++ , Java (Java), assembler, and the like. Functional aspects may be implemented with algorithms running on one or more processors. The embodiments may also employ conventional techniques for electronic configuration, signal processing, and / or data processing. Terms such as "mechanism", "element", "means", "configuration" may be used broadly and are not limited to mechanical and physical configurations. The term may include the meaning of a series of routines of software in conjunction with a processor or the like.

The specific implementations described in the embodiments are, by way of example, not intended to limit the scope of the embodiments in any way. For brevity of description, descriptions of conventional electronic configurations, control systems, software, and other functional aspects of such systems may be omitted. Also, the connections or connecting members of the lines between the components shown in the figures are illustrative of functional connections and / or physical or circuit connections, which may be replaced or additionally provided by a variety of functional connections, physical Connection, or circuit connections. Also, unless explicitly mentioned, such as "essential "," importantly ", etc., it may not be a necessary component for application of the present invention.

The use of the terms "above" and similar indication words in the description of the embodiments (in particular in the claims) may refer to both singular and plural. In addition, in the embodiment, when a range is described, it includes the invention to which the individual values belonging to the above range are applied (if there is no description to the contrary), the individual values constituting the above range are described in the detailed description . Finally, the steps may be performed in an appropriate order, unless explicitly stated or contrary to the description of the steps constituting the method according to the embodiment. The embodiments are not necessarily limited to the description order of the steps. The use of all examples or exemplary terms (e.g., etc.) in the examples is for the purpose of describing the embodiments in detail and is not intended to be limited by the scope of the claims, It is not. It will also be appreciated by those skilled in the art that various modifications, combinations, and alterations may be made depending on design criteria and factors within the scope of the appended claims or equivalents thereof.

100: User utilization information processing system
110, 110 ': User-use information storage unit
101, 101 ': user use information first storage unit
102, 102 ': user use information second storage unit
120: user use information preprocessing performing unit
130: graph database
150: Data processing unit
MQ: Temporary storage unit
SR: real-time processing unit

Claims (20)

A user use information storage unit for storing a plurality of information of a user accessing a web site;
A user utilization information preprocessing unit for preprocessing the information stored in the user utilization information storage unit and converting the information into graph data;
A graph database for storing pre-processed and transformed graph data in the user utilization information preprocessing unit; And
And a data processing unit for computing and processing specific data among data stored in the graph database. The method according to claim 1,
Wherein the user information storage unit comprises a user information first storage unit and a user information second storage unit for storing different information from each other. 3. The method of claim 2,
Wherein the user use information first storage unit stores basic information of a user and at least one information related to a user's activity. The method of claim 3,
Wherein the at least one information related to the activity of the user includes purchase information or shopping cart information. 3. The method of claim 2,
And the user use information second storing unit stores the visit information of the user. 6. The method of claim 5,
And a real-time processing unit for updating the user visit information in real time. The method according to claim 6,
Wherein the real-time processing unit processes the user's information so as to determine whether the user's visit is the first visit. 3. The method of claim 2,
Wherein the user use information storage unit further comprises a temporary storage unit,
Wherein the temporary storage unit receives the information stored in the first user information storage unit and the second user information storage unit, temporarily stores the information, and transmits the temporarily stored information to the user information preprocessing unit. 9. The method of claim 8,
Wherein the temporary storage unit temporarily stores information in the form of a message queue. The method according to claim 1,
Wherein the user use information preprocessing unit forms a relation between the user and a plurality of items provided in the website and converts the relation into graph data based on the relation. Acquiring a plurality of usage information of a user accessing a web site;
Preprocessing a plurality of utilization information of the user and converting the utilization information into graph data;
Storing the graph data in a graph database; And
And calculating and processing specific data among data stored in the graph database. 12. The method of claim 11,
Wherein the step of acquiring the user use information includes storing one or more pieces of information related to a user's basic information and a user's activity and using the selected information. 13. The method of claim 12,
Wherein the at least one information related to the activity of the user includes purchase information or shopping cart information. 12. The method of claim 11,
Wherein the step of acquiring the user use information includes storing the visit information of the user and using the visit information. 15. The method of claim 14,
Wherein the step of acquiring the user use information further includes updating the user visit information in real time. 16. The method of claim 15,
Wherein the step of updating the user visit information in real time further includes processing the user visit information so as to determine whether the visit is the first visit. 12. The method of claim 11,
Further comprising storing the usage information in a temporary storage unit after acquiring a plurality of usage information of a user accessing the web site,
Wherein the step of preprocessing the plurality of utilization information of the user and forming the user information as graph data uses the information stored in the temporary storage unit. 18. The method of claim 17,
Wherein the step of storing the usage information in the temporary storage unit after acquiring a plurality of usage information of a user accessing the web site comprises the steps of temporarily storing information in the form of a message queue after acquiring a plurality of usage information of the user Containing user information processing method. 12. The method of claim 11,
The step of preprocessing a plurality of utilization information of the user and forming the same into graph data includes forming a relation between the users and a plurality of items provided by the website and converting the same into graph data based on the relation And processing the user information. 12. The method of claim 11,
Processing the plurality of pieces of usage information of the user as graph data, and storing the graph data in a graph database,
Wherein in the processing step, a calculation operation using information on a desired user or items forming a relationship with the user is selectively performed in real time at a desired time.

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