KR20230053134A - A circulating platform system for investment in product combination using art transactions - Google Patents

Abstract

The present invention relates to a product-combined investment virtuous cycle platform system using an artwork transaction, which can create an environment capable of an investment virtuous cycle, comprising: an artist terminal for transmitting artwork sales desiring information; a gallery server for relaying one or more transactions; a customer terminal for requesting the transactions; and a dealer server for directly performing an artwork transaction.

Description

Product combination investment virtuous cycle platform system using art trade {A CIRCULATING PLATFORM SYSTEM FOR INVESTMENT IN PRODUCT COMBINATION USING ART TRANSACTIONS}

The present invention relates to a product combination investment virtuous cycle platform system, and more specifically, it supports the creative activities of artists by recognizing the value of artists' artworks to customers as a means of investing in artworks after the trading period through activating art trades. It is about a product combination investment virtuous cycle system using art trades that can create an environment in which a virtuous cycle of investment following art trades and purchases can be created.

As civilization continues to evolve, the quality of human life is becoming more and more relaxed and affluent, and creative activities to satisfy human mental needs are being actively conducted in various culture and art-related fields by riding on this atmosphere.

In addition, in modern society, artworks are not limited to works of art that simply satisfy human mental needs, but as they can have considerable economic value in conjunction with commercialism for the purpose of profit-seeking, various artistic and cultural contents are developed. The market for commercialization and sales is also expanding.

However, since artworks created by a single creator are unique in the world, they inevitably have scarce value, and as a means of investment that has been continued by high-net-worth people for the past hundreds of years, it causes an increase in value that is difficult to achieve at cost.

In addition, only those with high net worth have enough money to buy expensive art, have enough capital to keep the money tied up for a long time, and have enough information to resell it later at an increased price. Because assets can be called through, art investment is recognized as a huge barrier to ordinary people who are not rich in assets.

In addition, it is almost impossible for works of art created through various creative activities of artists to be known to an unspecified number of people unless they are the works of middle-aged artists who are widely known due to the current distribution structure. In the case of sales and exhibitions, artists themselves have to spend excessive money to prepare space for exhibition and sales, as well as additional cost and time for publicity. There is a very burdensome aspect.

On the other hand, in recent years, with the rapid spread of high-speed Internet networks and the rapid development of communication media, there are various opportunities to expose one's personal artwork online to an unspecified number of people regardless of time, space, or specific qualifications. Web contents are being used, but these online art exposure services are only advertised on a small scale through homepages opened by artists, internet portal sites for each field, and SNS, etc., but systematic services for the main purpose of art transaction are not provided. .

Accordingly, outside of the art trading environment in which only high net worth individuals can purchase and own, anyone can easily grasp the value of art or recognize it as a means of investment to activate the art trading market, enabling a virtuous cycle of investment following active art trading followed by purchase. There is a demand for development as a virtuous cycle system for product combination investment using art trades that can create an environment.

Republic of Korea Patent Publication No. 10-2011-0009401 Republic of Korea Patent Publication No. 10-2014-0094685

The present invention was made to solve the problems of the prior art, and promotes the activation of the creative trading market by recognizing artists' artworks to customers as a means of investment to support the creative activities of artists and at the same time purchase after active art trades. Its purpose is to provide a virtuous cycle system for product combination investment using art trades that can create an environment where a virtuous cycle of investment can be created according to the

However, the technical problem to be achieved by the present embodiment is not limited to the technical problems described above, and other technical problems may exist.

The product combination investment virtuous cycle system using art transactions according to an embodiment of the present invention includes at least one piece of art information, desired sales amount and sales of at least one of the name of the artist, the characteristics of the work, the introduction of the work, and the introduction of the artist. an artist's terminal for transmitting one or more of the conditions for wishing to sell works of art; a gallery server for relaying at least one transaction among investment, purchase, rental, and redemption of the artworks received with the artwork information and sale desired information from the artist terminal; a customer terminal for requesting at least one transaction among investment, purchase, rental, and redemption of works of art to the gallery server; and a dealer server for requesting at least one transaction among investment, purchase, rental, and redemption of artworks to the gallery server, and directly performing the requested artwork transaction with a customer terminal; Connects to a home appliance sales server that introduces and sells home appliances through the server, receives and manages information on home appliances sold from the server, and selects home appliances by providing managed home appliance information to the customer terminal that requested art transaction It is characterized in that it includes a home appliance management module to support this.

In addition, the home appliance management module supports payment of the home appliance in connection with a plurality of financial servers when the managed appliance is a home appliance purchased in at least one of rental, lump sum payment, and installment payment methods. It is characterized by doing.

In addition, the gallery server is characterized in that it is provided with a rental information management module for managing at least one or more rental information of a period, rental fee, and obligations for a particular rented artwork and guiding the information to a customer terminal. .

In addition, the gallery server guides the purchase cost of the art work at the time of initial rental of the customer terminal, and supports the purchase of the art work by paying the actual purchase price excluding the total rental cost from the purchase cost after the rental period expires. It is characterized by having a purchase cost management module.

In addition, the gallery server includes a repurchase management module for proposing the purchase of the art to a plurality of customer terminals or supporting the gallery server to process the purchase of the art when a customer terminal that has purchased the art works requests purchase. do.

Further, the gallery server may include a re-rental support module for supporting re-rental of a specific artwork rented by a customer terminal to a plurality of customer terminals excluding the corresponding customer terminal under the relay of the gallery server.

In addition, the gallery server sets the re-rental cost of a plurality of customer terminals excluding the customer terminal higher than the rental cost of the customer terminal, and distributes the revenue generated by the re-rental of art works of the customer terminal to the customer terminal and the gallery server It is characterized by having a re-rental cost module for

In addition, the gallery server is characterized by having a communication module for supporting a plurality of customer terminals and consultant terminals to communicate with each other about at least one transaction among investment, purchase, rental, and redemption of artworks.

The product combination investment virtuous cycle system using art trade according to the present invention promotes the activation of the creative trading market by recognizing artists' art works as a means of investment to customers, supports the creative activities of artists, and at the same time, It is possible to provide a virtuous cycle system for product combination investment using art trades that can create an environment where a virtuous investment cycle is possible.

In addition, based on the above effect, it is possible to make active transactions between artists and customers by recognizing artworks of artists as a means of investment to customers.

In addition, based on the above effect, demand for re-rental can be activated through art trade or provision of home appliances when rented.

In addition, based on the above effect, since the artwork can be purchased at the initial rental market price after the rental period expires, a trade profit can be generated due to the nature of the artwork whose value increases as time passes.

In addition, based on the above effect, stability can be secured as direct possession and resale of artworks through in-kind purchase are possible.

However, the effects of the present invention are not limited to the above-mentioned effects, and effects not mentioned will be clearly understood by those skilled in the art from this specification and the accompanying drawings.

1 is a diagram schematically showing a product combination investment virtuous cycle system using art trading according to an embodiment of the present invention
2 is a diagram schematically showing a gallery server in a product combination investment virtuous cycle system using art transactions according to an embodiment of the present invention.
3 is a view for explaining a method of virtuous cycle of product combination investment using art trading according to an embodiment of the present invention.
4 is a diagram for explaining a virtuous cycle business structure of product combination investment using art trading according to an embodiment of the present invention

The terms or words used in this specification and claims should not be construed as being limited to ordinary or dictionary meanings, and the inventors may appropriately define the concept of terms in order to explain their invention in the best way. It should be interpreted as a meaning and concept consistent with the technical idea of the present invention based on the principle that there is.

Therefore, the embodiments described in this specification and the configurations shown in the drawings are only one of the most preferred embodiments of the present invention, and do not represent all the technical ideas of the present invention, so that they can be substituted at the time of this application. It should be understood that there may be many equivalents and variations.

Hereinafter, a product combination investment virtuous cycle system using art trading according to the present invention will be described with reference to the drawings.

1 is a diagram schematically showing a product combination investment virtuous cycle system using art trading according to an embodiment of the present invention.

The product combination investment virtuous cycle system using art transactions according to the present invention basically includes an artist terminal, a gallery server, and a customer terminal.

Referring to FIG. 1, more specifically, the present invention provides information on at least one or more of the artist's art work name, work characteristics, work introduction, and artist introduction, desired sales amount, and sales conditions (eg, lump sum payment). / installment payment, redemption possibility, compensation in case of infringement of moral rights, etc.) in an artist terminal for transmitting one or more pieces of art product sales hope information, and an art product that has received the art piece information and sale hope information from the artist terminal. , a gallery server for relaying at least one transaction of purchase, rental, and redemption, a customer terminal for requesting at least one transaction of investment, purchase, rental, and redemption of artworks to the gallery server, and to the gallery server It includes a dealer server for requesting at least one transaction among investment, purchase, rental, and redemption of artworks, and directly executing the requested artwork transaction with the customer terminal.

Each of the artist terminal and the customer terminal connects to the gallery server and the dealer server through an online network and transmits information related to the request for selling the artwork (eg, the desired selling price of the artwork, image, etc.), or under the relay of the gallery server and the dealer server. It is for transmitting and receiving information related to rental and purchase of art works by customer terminal, including various communication means such as tablet, netbook, PDA (personal digital assistant), PMP (portable multimedia player), smart phone, wearable smart device, etc. It should be interpreted as doing, and may be provided with software, applications, etc. for executing various functions provided by the manufacturer server and the cloud server.

In addition, the gallery server and the dealer server may be built to serve as a kind of web server, database server, and mobile server. Here, the webpage should be interpreted as including software for performing specific tasks such as web applications in addition to simple text, images, sounds, and videos, and also includes desktops, laptops, smartphones, tablet PCs, etc. It can also be built to provide interfaces with installed applications.

In addition, the online network referred to in the present invention may be a core network integrated with a wired public network, a wireless mobile communication network, or a mobile Internet, etc. Protocol), HTTPS (Hyper Text Transfer Protocol Secure), Telnet, FTP (File Transfer Protocol), DNS (Domain Name System), SMTP (Simple Mail Transfer Protocol), etc. , It comprehensively means a data communication network capable of transmitting and receiving data in various forms without being limited to these examples.

Hereinafter, specific details related to the artist terminal and the customer terminal will be described.

<Main components, functions and effects of artist terminals and customer terminals>

* input module

The artist terminal and the customer terminal may input contents and information corresponding to the process to be performed in the virtuous cycle platform system through at least one input method among a text input method, a touch input method, and a voice input method.

In addition, the input module may include a plurality of input keys and function keys for receiving numeric or character information and setting various functions. The function keys include direction keys, side keys, and shortcut keys set to perform specific functions. And, the input module may generate a key signal related to function control of the artist terminal and the customer terminal and transmit it to the artist terminal and the customer terminal.

In addition, QWERTY keypad, 3*4 keypad, 4*3 keypad, ball joystick, optical joystick, wheel key, touch key, touch pad and It may be formed with any one or a combination of input means such as a touch-screen.

For example, when an artist terminal and a customer terminal support a full touch screen, they may include only a volume key for volume control formed on the side of the case of the corresponding terminal, and a power key for screen on/off and mobile terminal on/off. In particular, various inputs such as an input signal instructing access to a gallery server and a dealer server, an input signal corresponding to authentication information input, an input signal instructing a specific sandbox selection, and an input signal instructing a change in color or transparency of content. A signal or the like may be generated and transmitted to the gallery server and the dealer server.

* Terminal control module

It may also perform a data processing function of controlling the overall operation of the virtuous cycle platform system to receive transmission from the artist terminal and the customer terminal and the signal flow between internal blocks of the artist/customer terminal, and processing data.

For example, the terminal control module includes a GPS (Global Positioning System)-based measurement sensor for generating real-time location information of artist/customer terminals such as a central processing unit (CPU) and an application processor. You may.

FIG. 2 is a diagram schematically illustrating a gallery server in a product combination investment virtuous cycle system using art trading according to an embodiment of the present invention.

Hereinafter, specific details related to the gallery server will be described.

<Main Components, Functions and Effects of Gallery Server>

* Appliance management module

It connects to the home appliance sales server and receives and manages information about the home appliances sold in the corresponding server.

As an example, the information on home appliances refers to information classified as a list of manufacturers, prices, product serial numbers, etc. for each home appliance (eg, washing machine, refrigerator, dryer, TV, etc.), operated by each home appliance manufacturer. Corresponding information may also be received from the selling server.

In addition, managed home appliance information is provided to the customer terminal requesting rental to support selection of the home appliance.

For example, the information classified as the list may be guided to the customer terminal, and the information may be visualized so that the customer terminal can select the corresponding information.

In addition, as an example, if the artwork selected by the customer terminal is a grouped artwork, a list of electronic products corresponding to the trading price of the grouped artwork may be provided to the customer terminal to assist the customer in selecting the corresponding electronic product.

In addition, if the managed home appliance is a home appliance purchased through at least one of rental and installment payment methods, payment for the corresponding home appliance is supported in connection with a plurality of financial servers.

In addition, as an example, when a customer selects a work of art and a home appliance according thereto through a customer terminal, a product code in which A and B are combined based on the work of art A and the home appliance B selected by the customer terminal (e.g., a series of Codes combined with numbers, barcodes, QRs, etc.) can be generated, and based on the generated product codes, payment for the home appliance can be processed in connection with a plurality of financial servers.

In addition, as an example, the gallery server borrows an amount excluding financial fees (eg, 23%, etc.) from a plurality of external financial company servers through the home appliance management module, and provides 10 months to the company that provided the home appliance based on the amount. It may be paid in installments according to a specific period selected from 70 to 70 months, or a partial amount may be paid in a lump sum and the remaining amount may be paid in installments.

For example, a gallery server purchases a home appliance by rental or installment payment, and the home appliance may be delivered by selection of a specific customer terminal requesting rental, and payment for the home appliance is linked with multiple financial servers and can be paid from the gallery server.

* Rental information management module

At least one or more rental information of the period, rental fee, and obligations for a specific art piece that has been rented is managed, and the corresponding information is notified to the customer terminal.

For example, as one of the obligations for the rental period, if the rental contract period is 10 years in total, the contract cannot be canceled for a certain period (eg, 3 years, etc.) from the contract date. It may also include an obligation for the customer to pay for the used appliances.

Also, as an example, from the perspective of the gallery server, if the rental contract period is 10 years in total, the payment for home appliances during the mandatory period may be paid directly by the gallery server (by the electronic product management module), and after the mandatory period may include an obligation that payment may be made in the gallery server (by the electronic product management module) in connection with a plurality of financial servers.

In addition, as an example, the gallery may divide and pay the payment for electric appliances through the gallery server according to a specific period selected from 10 to 70 months, or pay a part of the amount in a lump sum and pay the remaining amount in installments. .

In addition, according to the above example, the electronic product provider who has received the payment may provide overall services including product installation and after-sales service.

In addition, the gallery server does not directly rent the customer terminal and the artwork or does not perform rental relay between the artist terminal and the artwork, and the gallery server may directly rent the customer terminal and the artwork through the dealer server.

Here, the dealer server is an external server of the gallery server, and refers to a server that is directly connected to a customer terminal and provides art rental and related services.

In addition, as an example, the gallery delivers the artwork to the dealer based on the artist's artwork information, etc., and the dealer server temporarily pays the gallery server a fee for the artist's artwork (e.g., 50% of the artwork price, excluding financial costs). Payment, etc.), and the rental fee for the delivered artwork can be paid in installments (e.g., 50% of the artwork price for 60 months, etc.).

In addition, as an example, the gallery server sends the dealer server financial costs (e.g., 23% for 60 months, etc.) and a certain percentage of the rental amount (e.g., 5.5% of the rental amount (card company payment fee 2.7% + financial management fee 2.8%), etc.) Accordingly, the gallery may provide services such as installation of works and after-sales service for the works of art delivered to the dealer.

In addition, as an example, the dealer may conclude a rental contract with the customer through the customer terminal based on the delivered artwork and provide accompanying services and the like accordingly.

In addition, it may be supported so that the customer terminal can check the remaining rental period, the changed rental fee, etc. according to the flow of the period in real time.

* Purchase cost management module

When the customer terminal is first rented, the purchase cost of the art work is provided, and after the rental period expires, the art work purchase is supported by payment of the actual purchase price minus the total rental cost from the purchase cost.

In addition, when a customer rents a work of art through the gallery server, it is possible to check the sale price (market price) of the work of art, and after the end of the rental period, the work of art can be purchased at an amount equal to the formula below.

Equation 1: Actual art purchase amount = Purchase cost (sale price, market price) announced at the time of initial rental - Total rental cost

For example, if the first customer is notified that the art purchase cost (sale price, market price) is 100 million won at the time of initial rental, and the rental cost of 30 million won is spent during the 3-year rental contract period, at the expiration of the rental period, the first customer If you check the current market price of the artwork you rented and determine that it is worth buying because it is higher than the initial rental, you will directly own the artwork you rented after going through the process of paying 70 million won.

In addition, as it is common for the value of artworks to increase over time due to the nature of artworks, customers can expect profits through re-rental of artworks, and market profit due to purchase of artworks after the rental period expires.

* Repurchase management module

When a customer terminal that has purchased an artwork requests purchase, the purchase of the artwork is proposed to a plurality of customer terminals or supported by the gallery server.

In addition, when a customer who purchases an artwork requests to purchase the artwork for personal reasons, the purchasing process can proceed quickly by proposing the purchase of the artwork through a plurality of customer terminals excluding the customer who requested the purchase.

Alternatively, in a situation where a customer sells an art work as a quick sale, the gallery allows the customer to purchase the art work directly through the purchase cost processing process.

Also, as an example, if the price of an artwork is 10 million won at the time of first rental, if the price is less than 10 million won at the end of the 10-year rental period, the gallery purchases the artwork through the gallery server, and the 10-year rental period expires If the corresponding price is 10 million won or more, the gallery may request the customer terminal to sell the corresponding artwork through the gallery server.

In addition, as an example, a customer who purchases an artwork after the exemplified rental period may request a consignment sale to the gallery server through a customer terminal at the current price of the artwork one year after the purchase.

* Art price notification module

The current market price of the artwork rented by the customer terminal is disclosed in real time.

For example, through the art price disclosure server that can be operated by the Korea Art Association, multiple customers can transparently check the art price before and after renting or re-renting the art.

In addition, it can have a significant impact on the customer's decision to own the artwork that was rented after the end of the rental period through the purchase process or to terminate the rental agreement.

In addition, it can help to activate the trading market by recognizing the purchase value of art works.

* Re-rental support module

Re-rental of a specific artwork rented by a customer terminal is supported by a plurality of customer terminals excluding the corresponding customer terminal under the relay of the gallery server.

For example, if a customer who is already renting wants to generate economic profit or re-rent a new artwork, the customer requests relaying the rented artwork to the gallery server (re-rental support module), and the gallery server (re-rental support module) ) Receive the intention of re-rental of artworks requested from multiple customers excluding the customer under the relay so that re-rental can be done.

In addition, each of the customer and the gallery can secure profits and brokerage fees according to the re-rental of art works.

* Re-rental cost module

The re-rental cost of a plurality of customer terminals excluding the customer terminal is set higher than the rental cost of the customer terminal, and the profit generated by the re-rental of artworks in the customer terminal is distributed to the customer terminal and the gallery server.

As an example, assuming that after purchasing an artist's artwork from a gallery, 8% of the sales price (market price) for the artwork is set as a rental fee for 3 years through the gallery server and billed to the customer terminal to be paid in monthly installments. Among a plurality of customer terminals excluding , a specific customer terminal that has requested re-rental is charged 10% as a re-rental cost for three years to be paid in installments.

In addition, each of the customer and the gallery can secure profits and brokerage fees according to the re-rental of art works.

* Communication module

A plurality of customer terminals and consultant terminals support communication with each other about at least one transaction among investment, purchase, rental, and redemption of artworks.

In addition, a person with professional knowledge of art or a person with a license related to art sales can be a consultant (eg curator, docent, gallerist, critic, art consultant, art conservator, etc.).

In addition, a plurality of customer terminals may communicate with each other about investment, redemption, rental, re-rental, purchase, and potential economic value of artworks with the gallery.

In addition, real-time communication between customers, artists, and consultants is possible through text, video, voice, etc., so that real-time Q&A is possible for various contents such as the artistic value and economic value of the artwork, and information on the artist who created the artwork.

In addition, real-time communication between customers and galleries or consultants is possible through text, video, voice, etc., so that real-time Q&A is possible for various contents such as matters related to art investment, redemption, rental, re-rental, and purchase.

* VR video providing module

It supports customer terminals to select, check, rent, and apply for purchase of artworks in VR (Virtual Reality).

In addition, as it may be difficult for customers to visit the gallery and check the artworks, the gallery server provides VR images of various artworks to be rented, purchased, or re-rented to enlarge, reduce or rotate the size of the artworks in virtual reality. while allowing for detailed observation.

* Temperature and humidity environment module

The temperature and humidity information transmitted by the sensor is received and managed through the temperature and humidity sensor installed in the frame of the rented artwork.

In addition, the temperature and humidity sensor is not limited to a specific temperature and humidity sensor, but means a comprehensive sensor that can measure temperature and humidity in various forms, and since the corresponding sensor corresponds to a known technology, a detailed description thereof will be omitted.

In addition, based on the received temperature and humidity information, a new rental of a predetermined artwork is recommended based on at least one of color, texture, and technique suitable for the temperature and humidity.

In addition, as the predetermined artwork, it is assumed that the artwork is predetermined through a color combination of the artwork classified based on the three primary colors RGB of light corresponding to the temperature and humidity information.

For example, based on temperature and humidity information, discomfort index [(9/5)T-0.55(1-RH){(9/5)T-26}+32 (T: temperature (℃), RH: relative humidity (%) ))], and informs the customer terminal of a new rental for a predetermined artwork through the RGB color combination corresponding to the derived discomfort index range (80 or more, 75 to less than 80, 68 to less than 75, less than 68) You may.

In addition, if the range of the derived discomfort index is less than 68 to 75, a new rental for a coral color-based artwork with an RGB value ((255, 127, 080)) may be provided.

In addition, the artwork previously determined through the color combination of the artwork classified on the basis of the RGB may be an artwork stored and managed in advance in a corresponding module.

In addition, it is assumed that the predetermined artwork is a plurality of artworks among items that are not rented by a specified customer, and the plurality of artworks include an artwork having a corresponding degree of similarity with the rented artwork.

In addition, the degree of similarity corresponding to the rented artwork is the similarity of art technique between different artworks, similarity of theme, similarity of color, similarity of texture, similarity of material of work, similarity of time of activity of work, or by theme (e.g., Green theme, retro sensibility theme, home cafe theme, home office theme) may be followed by similarities in classification.

In addition, the present invention may further include a market price disclosure server operated by a reputable place such as the Korea Art Association to disclose the calculated price per unit of artworks that are rented, re-rented, or purchased through the gallery server. Through the server, it may be possible to issue an electronic confirmation that can objectively prove the market price of art works.

In the present invention, looking at a method for objectively managing information related to rental, re-rental, and market price of artworks, artist terminals, gallery servers, customer terminals, and market price disclosure servers function as blockchain nodes, and these nodes provide rental Encrypted information, including cost, re-rental cost, purchase amount, electronic confirmation, etc., is recorded in a block and multiple blocks are connected in a chain form to verify the integrity of the encrypted information. However, by sharing market price-related information with a third party so that it cannot be forged or altered, a transparent art trading market can be created.

In addition, looking at the gallery server in the present invention in more detail, various information data managed by the server (eg, information related to a request for selling an artwork (eg, desired selling price of an artwork, image, etc.), artwork in the gallery server obtaining statistical data based on the preprocessed data by pre-processing (data pre-processing module) information related to renting, information related to re-renting an artwork by the first customer terminal under the relay of the gallery server, etc.; A mining analysis module that performs mining analysis based on at least one of preprocessed data and acquired statistical data may be provided.

Additionally, looking more specifically at the gallery server in the present invention, the mining analysis performed by the mining analysis module among the gallery servers is time-sequential short-term analysis, that is, real-time data analysis concept, as well as each managed data It may include data analysis from a microscopic point of view.

Data pre-processing, which is performed by the mining analysis module as a preliminary stage of mining analysis, is to process various information data managed by the gallery server to derive more helpful information for analysis, and more specifically, based on the processed data. It may also include the process of reflecting trends and changes, analyzing patterns of continuous data through combined conversion of periodic functions, converting time series data to string form to analyze patterns, and converting time series data to string form to analyze patterns. In addition, the data preprocessing performed by the data preprocessing module is, in more detail, smoothing to remove noise of the data, normalization to trim the data to fit into a smaller range, and It may also include discretization, which is replaced by ranges or higher-level concepts.

Looking at the mining analysis performed in the mining analysis module in detail, based on the preprocessed data, rental history statistical data classified by individual objective factors such as customer's residential area, age, gender, etc. are obtained, and the preprocessed data And based on a single analysis algorithm, Decision Tree, through at least one or more of the acquired statistical data, “customized through at least one or more information among the customer’s region, gender, age, family member, and type of residence. Matching data for deriving art taste information and matching the optimal art according to the corresponding taste information, and at least one or more data of “preferred art type data for each customer, preferred technique data and color data for each customer. After constructing a model to create a model to generate “, or analyzing factors such as evaluation or emotion from data to cluster opinion distributions on related topics or quantifying evaluations and providing them statistically, different single analysis algorithms are run in parallel , the analysis model may be updated in the form of a boosted tree by utilizing a boosting technique, which is a combination/combination form of a plurality of single analysis algorithms. Moreover, a single defective analysis algorithm may be excluded from updating an analysis model in the form of a plurality of single analysis algorithms by analyzing a pattern generated by repetition of a single bad analysis algorithm among single analysis algorithms.

In addition, looking at the mining performed in the mining analysis module, various information data managed by the gallery server are generally stored in the form of text data, and simple text data is unstructured data. This makes automated analysis difficult by itself. Therefore, in order to analyze text data, a formalization (pre-processing) process is required to enable automated analysis.

In addition, based on text mining, there is an opinion mining process in which not only the meaning of a text but also emotional information about a recorded text is found. It is also possible to statistically provide opinion distributions on related topics by analyzing factors such as factors such as clustering or quantifying evaluations.

More specifically, when opinion mining is introduced into the mining analysis module, information contained in data classified by individual objective factors such as customer's residential area, age, and gender, information data transmitted from multiple customer terminals, and overall gallery server It is possible to easily check what kind of evaluation or appraisal you have (e.g., correlation with the art work corresponding to each data/the art work technique preference, etc.) for the data managed in : It is possible to check whether the art object corresponding to all data/relationship with the art work technique preference, etc.) is being made, so that it can be helpful in making decisions through related algorithms.

In addition, based on the preprocessed data, any evaluation of the data classified by individual objective factors such as the customer's residential area, age, gender, etc. You can easily check whether you have the art/artwork technique preference, the customer's art/artwork technique preference by age, etc.), and what evaluation the total statistical data has for each category (eg art work by region/age). / Preference for art work technique, art work/art work technique preference by region/gender, art work/art work technique preference according to region/age/gender, etc.) You may be able to get help.

In addition, the gallery server uses a machine learning method based on at least one of preprocessed data and mining-analyzed data to provide information on at least one of the customer's region, gender, age, family member, and type of residence. An artwork matching module may be provided to generate matching data for optimally matching artworks according to the corresponding taste information by deriving customized artwork taste information.

In addition, the gallery server may receive at least one or more information of the customer's region, gender, age, family member, and type of residence through the customer terminal.

In addition, the gallery server uses a machine learning method based on at least one of preprocessed data and mining-analyzed data to obtain preferred art type data for each customer, preferred technique data for each customer, and An artwork preference generation module for generating at least one or more of color data may be provided.

More specifically, the store matching module and the preference generation module use gradient descent, one of machine learning methods, based on at least one of data analyzed by the mining analysis module and preprocessed data. "Matching data for matching the optimal artwork according to the taste information by deriving customized art taste information through at least one of the customer's region, gender, age, family member, and type of residence" and "for each customer At least one or more data among preferred art type data for each artwork, preferred technique data and color data for each customer” is generated, and machine learning is basically a given environment ( It is a type of machine learning that learns by learning state, determining and executing actions according to a set policy, and modifying the action policy based on the reward obtained according to the action.

Specifically, looking at gradient descent, gradient descent is primarily about estimating a 'function relationship', in other words, from a data set (x, y). It can be said that it is a process of generating a hypothesis using a learning algorithm, inputting data into the generated hypothesis, obtaining predicted value data, and finding out what kind of equation the expression corresponding to the hypothesis is and what the coefficient means.

In addition, in machine learning regression analysis, if the coefficients of the equation are linear, it is called Linear Regression Analysis, and if the coefficients of the equation are multiple, it is called Multiple Linear Regression Analysis, and the test data is y= The data created by mixing a slight error in the x graph shows the result of finding the weight value (w) and bias value (b) that fit the data through learning, and the error with the result value according to the definition of y = wx + b A suitable function can be found through gradient descent.

In addition, when learning hypotheses about data, by calculating the difference between the drawn line and the distribution of each data, it can be known that the line with the smallest difference is the line suitable for this model, and this is called the cost function. It can be used to infer the difference between the actual hypotheses and the expressed values.

Specifically, since the cost function (error function) is composed of two parameters (w, b) and can be expressed in a two-dimensional space, the height of the error function at each point is the error for a straight line, and some straight lines It has a smaller error than other straight lines. For example, when performing the gradient descent algorithm in Tensor Flow, it starts at a point on this plane and moves to find a straight line with a smaller error.

In addition, in order to calculate the gradient of the error function, the error function is differentiated, and whenever there is repetition of the process of finding a straight line, partial differential equations for w and b are required to determine the moving direction.

Multiple regression analysis is defined as y = w1*x1 + x2*x2 + b in the case of multiple regression analysis with two or more variables (x1, x2). And through learning, you can find a plane that fits the data.

Through single and multiple linear regression analysis as above, it can be seen that if there is any data, a function representing the data can be learned.

In addition, the gradient descent method is an optimization algorithm for minimizing the cost cost. Optimization is to select the one that best satisfies a given criterion among several allowable values, and to find the position of the minimum value of the function in the opposite direction of the slope of the cost function. It can be said to be the process of finding the optimal parameter while moving little by little with the step size defined by .

Additionally, the gallery server uses a deep learning method based on at least one or more of pre-processed data, mining-analyzed data, data generated by the artwork matching module, and data generated by the artwork preference generation module. Therefore, an art preference prediction module may be provided to predict the preferences of existing customers for art objects newly rented to the gallery server. Looking at the deep learning algorithms here, some of the deep learning algorithms are convolutional neural networks (CNN) neural network algorithm, and the convolutional neural network algorithm may include one or more convolutional layers, one or more activation functions, and one or more pooling layers, where each convolutional layer consists of one or more convolutional filters. It could be. The structure of such a convolutional neural network may vary according to specific embodiments of the present invention.

3 is a diagram for explaining a method of virtuous cycle of product combination investment using art trades according to an embodiment of the present invention.

On the other hand, the virtuous cycle of investment in consignment sales using art rental according to the present invention basically includes the art information transmission step, the art rental request step, the art rental relay step, the home appliance provision step, the financial support step, and the art purchase support step. It is composed by

More specifically, referring to FIG. 3 , the artist terminal provides at least one piece of artwork information among a title of a middle-aged artist, a feature of the piece, an introduction to the work, and an introduction to the artist, and any one or more of the desired sales price and sales condition. An art product information transmission step of transmitting information to be sold, an art product rental request step in which the customer terminal requests an art product rental transaction from the gallery server, and the gallery server targets the art product receiving the art product information and sale information from the artist terminal an artwork rental relay step of relaying a rental transaction with the home appliance management module, a home appliance provision step in which the home appliance management module provides managed home appliance information to a customer terminal requesting a rental so that it can select the home appliance, and the home appliance management A financial support step in which the payment for home appliances provided with the module can be processed in connection with a plurality of financial servers, and the purchase cost management module informs the customer terminal of the purchase cost of the art work after the rental period and enables the purchase of the art work This includes the step of supporting the purchase of artworks to support

4 is a diagram for explaining a virtuous cycle business structure of product combination investment using art trading according to an embodiment of the present invention.

More specifically, referring to FIG. 4, the gallery may not directly conduct a rental contract with the customer, and accordingly, the gallery may pay the product price to the electronics supplier in installments, and the electronics supplier may provide the product requested by the gallery. It can also provide/install/AS service.

In addition, the gallery does not directly conduct rental contracts with customers, but provides artworks (artworks) through dealers. Accordingly, the gallery is responsible for financial costs, general installment payments, and general services (installation of works, after-sales service, etc.) to dealers. In addition, the dealer may pay the gallery a lump sum and install the rental fee, or perform a rental contract for the work (artwork) and provide services accordingly in relation to the customer.

In the above description of the present invention with reference to the accompanying drawings, the specific shape and direction have been mainly described, but the present invention can be variously modified and changed by a person having ordinary knowledge in the technical field belonging to the invention, and these Modifications and changes should be construed as being included in the scope of the present invention.

Claims (8)

An artist terminal for transmitting at least one piece of artwork information among an artist's artwork name, work characteristics, work introduction, and artist introduction, and desired art sale information including any one or more of desired sales price and sale conditions;
a gallery server for relaying at least one transaction among investment, purchase, rental, and redemption of the artworks received with the artwork information and sale desired information from the artist terminal;
a customer terminal for requesting at least one transaction among investment, purchase, rental, and redemption of works of art to the gallery server; and
A dealer server for requesting at least one transaction among investment, purchase, rental, and redemption of artworks to the gallery server, and directly performing the requested artwork transaction with a customer terminal;
The gallery server,
It connects to a home appliance sales server that introduces and sells home appliances through an online method, receives and manages information on home appliances sold by the server, and provides managed home appliance information to customer terminals that have requested art transactions. Characterized in that it includes a home appliance management module for supporting product selection,
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The home appliance management module,
Characterized in that, when the managed home appliance is a home appliance purchased in at least one of rental, lump sum payment, and installment payment, payment for the home appliance can be processed in connection with a plurality of financial servers.
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The gallery server,
It is characterized by having a rental information management module for managing at least one or more of the rental information of the period, rental fee, and obligations for the specific art object that has been rented, and guiding the information to the customer terminal.
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The gallery server,
Equipped with a purchase cost management module to guide the purchase cost of art works at the time of initial rental for the customer terminal and to support the purchase of art works by paying the actual purchase price excluding the total rental cost from the purchase cost after the rental period has expired. characterized in that,
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The gallery server,
Characterized by having a repurchase management module for proposing the purchase of the art to a plurality of customer terminals or assisting the gallery server to process the purchase of the art when a customer terminal that has purchased the artwork requests purchase.
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The gallery server,
and a re-rental support module for supporting re-rental of a specific artwork rented by a customer terminal to a plurality of customer terminals excluding the corresponding customer terminal under the relay of the gallery server.
Product combination investment virtuous cycle platform system using art trade.
The method of claim 6,
The gallery server,
A re-rental cost module for distributing the revenue generated from the re-rental of artworks in customer terminals to customer terminals and gallery servers by setting the re-rental cost of multiple customer terminals higher than the rental cost of the customer terminal. characterized by providing
Product combination investment virtuous cycle platform system using art trade.
The method of claim 1,
The gallery server,
It is characterized by having a communication module for supporting a plurality of customer terminals and consultant terminals to communicate with each other about at least one transaction among investment, purchase, rental, and redemption of artworks,
Product combination investment virtuous cycle platform system using art trade.

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