KR102196299B1 - System and method for offering personal customized cosmetic information - Google Patents

Abstract

A system and method for providing personalized cosmetic information are provided. The system for providing personalized cosmetic information according to an embodiment of the present invention includes: a skin-sensibility knowledge base storing a plurality of integrated emotion maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition; A product-sensibility database storing related information on cosmetics, review data related to the cosmetics, and skin care methods; And extracting a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps by deriving a user skin palette from the plurality of skin palettes from the skin-sensibility knowledge base based on the input skin information of the user, And an integrated management server for extracting cosmetics matching the important emotion of the user emotion map from the product-sensibility database, and guiding the extracted cosmetics to the user.

Description

Personalized cosmetics information provision system and method {SYSTEM AND METHOD FOR OFFERING PERSONAL CUSTOMIZED COSMETIC INFORMATION}

The present invention relates to a system and method for providing personalized cosmetic information.

In general, cosmetics are developed according to several skin types, such as oily, neutral, and dry. Since each person has a different skin condition, it is necessary to provide cosmetics suitable for each individual's skin characteristics. For example, if a person with oily skin uses cosmetics for dry skin, it may not fit well or cause side effects.

However, it is difficult for an individual to know exactly his or her skin type, and the skin condition changes according to the environment in which the individual is located, such as the season, hormones, air pollution, and eating habits. Because it is difficult to do, it is difficult to select cosmetics that fit the skin characteristics and conditions with an individual's normal information processing ability, and because each person has various and subjective preferences for cosmetics, it is possible to provide cosmetics by grasping the potential needs and pursuit of cosmetics consumers. It should be reflected in the actual cosmetics selection and consumption.

Accordingly, a multi-modal analysis should be performed on changes in the skin type and condition of the consumer, the ingredients of cosmetics, and the consumer's emotions, and then used for cosmetic recommendations.

Republic of Korea Patent Publication No. 2015-0134455 (published on 12.02.2015) Republic of Korea Patent Publication No. 2018-0031209 (published on March 28, 2018) Republic of Korea Patent Publication No. 2018-0064963 (published on June 15, 2018)

The present invention is to solve the above problem, and personally tailored cosmetic information for identifying the skin characteristics of each individual and guiding cosmetics suitable for each individual based on the emotion map for the cosmetics corresponding to the identified individual skin characteristics Provides a delivery system and method.

The problems to be solved by the present invention are not limited to the problems mentioned above, and other problems that are not mentioned will be clearly understood by those skilled in the art from the following description.

The system for providing personalized cosmetics information according to an embodiment of the present invention for achieving the above object is configured to store a plurality of integrated emotion maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition. Skin-sensibility knowledge base; A product-sensibility database storing related information on cosmetics, review data related to the cosmetics, and skin care methods; And extracting a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps by deriving a user skin palette from the plurality of skin palettes from the skin-sensibility knowledge base based on the input skin information of the user, And an integrated management server for extracting cosmetics matching the important emotion of the user emotion map from the product-sensibility database, and guiding the extracted cosmetics to the user.

In addition, the integrated management server classifies the skin sensitivity as one of sensitive or non-sensitive, and classifies the skin type into one of oily, partially oily, neutral, partially dry, dry, and combination skin types. , A skin palette generator for classifying the skin condition into at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles to generate a skin palette; Information that collects review data on cosmetics from at least one of a web server or the product-sensibility database, and collects skin survey information about the skin sensitivity, skin type, and skin condition through a network from the subjects of the skin survey Collection unit; An information classification unit for extracting emotional information related to the cosmetic experience from the review data collected by the information collecting unit and classifying it into a plurality of categories; Classify and group the subjects of the skin survey according to the skin sensitivity, skin type, and skin condition to correspond to the plurality of skin palettes, respectively, and the plurality of categories through the network to the grouped skin survey subjects A journey group generation unit that presents the emotional information classified as, and generates a plurality of experience journey groups for each group, as the emotional information for each category of the plurality of categories becomes journey information for each stage; A sentiment map generator configured to generate an integrated sentiment map for each group based on a plurality of experience journey groups generated for each group by the journey group generator; A server communication unit for guiding the extracted cosmetics to the user; And controlling the skin palette generation unit, information collection unit, information classification unit, itinerary group generation unit, emotion map generation unit, and server communication unit, based on the input user’s skin information, from the skin-sensibility knowledge base. Derive a user's skin palette from among the skin palettes of, extract a user's emotion map corresponding to the user's skin palette from the plurality of integrated emotion maps, and extract cosmetics matching the important emotions of the user's emotion map from the product-sensibility database And a server control unit for guiding the extracted cosmetics to the user through the server communication unit.

In addition, the server control unit may generate a plurality of skin palettes generated by the skin palette generation unit, a plurality of experience travel groups generated by the travel group generation unit, and a plurality of integrated emotion maps generated by the emotion map generation unit. It can be stored in the skin-sensibility knowledge base.

In addition, a product-additional database for storing information on a plurality of cosmetic supplements added to cosmetics according to skin sensitivity, skin type, and skin condition classified based on the user's skin information may be further included.

In addition, the server control unit selects at least one type of cosmetic supplement from the product-additional database according to skin sensitivity, skin type, and skin condition classified based on the user's skin information. Can be extracted.

In addition, it may further include an ingredient database for storing an ingredient verification table for comparing ingredient information of the cosmetics extracted from the product-sensibility database.

In addition, the server control unit extracts ingredient information of the extracted cosmetics from the product-sensibility database, checks cosmetics containing dangerous ingredients through an ingredient verification table stored in the ingredient database, and excludes cosmetics containing the dangerous ingredients. Thus, it can be guided through the server communication unit.

In addition, the sentiment map generator selects core sentiment information from the itinerary information based on the frequency rate of the itinerary information of a plurality of experience itinerary groups for each group, and presents the core sentiment information to the subjects of each group. Thus, by integrating individual maps generated by each of the subjects, an integrated emotional map may be derived for each group.

And, the emotion map generation unit, except for the first step core emotional information of the individual map that is directly connected to the cosmetics by extracting each subject from the core emotional information and the core emotional information of the first step of the individual map In the entire individual map consisting of the second-stage core emotional information of the individual map that is extracted from the emotional information and directly connected to the first-stage core emotional information of the individual map, the integrated emotional based on the first-stage core emotional information of the individual map Calculate the first-stage core emotional information of the map, and convert the first-stage core emotional information and the second-stage core emotional information of the individual map excluding the first-stage core emotional information of the integrated emotional map into the second-stage core emotional information of the integrated emotional map. Can be calculated.

The method for providing personalized cosmetic information according to an embodiment of the present invention for achieving the above task is to generate a plurality of integrated emotion maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition. Storing the skin-sensibility knowledge base; Deriving a user skin palette based on the user's skin information input from the plurality of skin palettes; Extracting a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps; Extracting cosmetics matching the important emotions of the user emotion map from a product-sensibility database; And guiding the extracted cosmetics to the user.

In addition, in the storing of the skin-sensibility knowledge base, the skin sensitivity is classified as one of sensitive or non-sensitive, and the skin type is classified as one of oily, partially oily, neutral, partially dry, dry, and combination. And classifying the skin condition into at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles, and generating the plurality of skin palettes.

In addition, the storing of the skin-sensibility knowledge base in the skin-sensibility knowledge base includes collecting review data on cosmetics from at least one of a web server or the product-sensibility database, extracting emotional information related to the cosmetic experience, and classifying them into a plurality of categories. Step to do; Collecting skin survey information regarding the skin sensitivity, skin type, and skin condition from the skin survey subjects through a network; Classifying and grouping subjects of the skin survey according to the skin sensitivity, skin type, and skin condition so as to correspond to the plurality of skin palettes, respectively; An experience in which the emotional information classified into the plurality of categories is presented to the subjects of the grouped skin questionnaire through the network, and the emotional information of each category of the plurality of categories becomes step-by-step itinerary information, and is composed of the step-by-step itinerary information. Generating a plurality of itinerary groups for each group; And generating the plurality of integrated emotion maps for each group based on the plurality of experience journey groups generated for each group.

In addition, the generating the integrated emotion map may include: selecting core emotion information based on a frequency rate of the travel information of the plurality of experience travel groups; Presenting the core emotion information to each group of subjects through the network, and obtaining an individual map of each of the subjects through the network; And integrating the individual maps to derive an integrated emotion map for each group.

In addition, the obtaining of the individual map may include excluding the first step core emotional information of the individual map and the first step core emotional information of the individual map, each of the subjects extracted from the core emotional information and directly connected to the cosmetics. And acquiring an individual map consisting of the second-level core emotional information of the individual map, which is extracted from the core emotional information and directly connected to the first-level core emotional information of the individual map.

In addition, the step of deriving the integrated emotion map for each group includes calculating the first step core emotion information of the integrated emotion map based on the first step core emotion information of the individual map from the entire individual map, and the integrated emotion map It may include calculating the first step core emotion information of the individual map and the second step core emotion information of the individual map as the second step core emotion information of the integrated emotion map excluding the first step core emotion information of the map.

In addition, in the deriving of the user's skin palette, the skin sensitivity is classified as either sensitive or non-sensitive based on the input user's skin information, and the skin type is classified as oily, partially oily, neutral, or partial. One skin palette from among the plurality of skin palettes by classifying the skin condition into at least one of acne, pores, pigmentation, dead skin cells, elasticity/wrinkles, and classifying the skin condition into one of dry, dry, and combination skin types. It may include the step of selecting.

In addition, the extracting from the product-sensibility database may include extracting a skin care method according to a skin sensitivity, a skin type, and a skin condition classified based on the input user's skin information.

In addition, the extracting the skin care method may include determining whether the skin sensitivity is sensitive skin or non-sensitive skin; Determining whether the skin condition corresponds to at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles; Determining that the skin type is one of oily, partially oily, neutral, partially dry, dry, and complex; And selecting one of 24 skin care methods according to determination of the skin sensitivity, skin condition, and skin type.

In addition, the step of extracting from the product-additional database by selecting at least one type of cosmetic supplement added to the cosmetics according to the skin sensitivity, skin type, and skin condition classified based on the user's skin information may be further included. .

In addition, the step of guiding the cosmetics may include extracting ingredient information of the cosmetics from the product-sensibility database and comparing them with an ingredient verification table stored in the ingredient database, excluding cosmetics containing dangerous ingredients. .

Other specific details of the present invention are included in the detailed description and drawings.

According to the present invention, it is possible to provide personalized cosmetic information by identifying the skin characteristics of each individual and guiding cosmetics suitable for each individual based on an emotional map of the corresponding cosmetic according to the identified individual's skin characteristics. .

1 is a conceptual diagram of a system for providing personalized cosmetic information according to an embodiment of the present invention.
2 is a block diagram of an integrated management server of the system for providing personalized cosmetics information of FIG. 1.
3 is an example of a table in which emotion information extracted from collected review data is classified into four categories.
4A and 4B are diagrams for explaining a process of generating an experience journey group and an emotion map based on emotion information.
5 is an embodiment of a component verification table stored in a component database.
6 is a flowchart of a method for providing personalized cosmetic information according to an embodiment of the present invention.
7 is a detailed flowchart of a method of generating the emotion map of FIG. 6 and storing it in the skin-sensibility knowledge base.
8 is a detailed flowchart of a method of generating an integrated emotion map by processing the emotion information of FIG. 7.
9 is a detailed flowchart of a method of extracting a skin care method.

Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings. Advantages and features of the present invention, and a method of achieving them will become apparent with reference to the embodiments described below in detail together with the accompanying drawings. However, the present invention is not limited to the embodiments disclosed below, but will be implemented in various forms different from each other, and only these embodiments make the disclosure of the present invention complete, and common knowledge in the technical field to which the present invention pertains. It is provided to completely inform the scope of the invention to those who have it, and the invention is only defined by the scope of the claims. The same reference numerals refer to the same components throughout the specification.

Although the first, second, etc. are used to describe various elements, components and/or sections, of course, these elements, components and/or sections are not limited by these terms. These terms are only used to distinguish one element, component or section from another element, component or section. Therefore, it goes without saying that the first element, the first element, or the first section mentioned below may be a second element, a second element, or a second section within the technical scope of the present invention.

The terms used in the present specification are for describing exemplary embodiments and are not intended to limit the present invention. In this specification, the singular form also includes the plural form unless specifically stated in the phrase. As used in the specification, "comprises" and/or "made of" a referenced component, step, operation and/or element is one or more of the other elements, steps, operations and/or elements. It does not exclude presence or addition.

Unless otherwise defined, all terms (including technical and scientific terms) used in the present specification may be used as meanings that can be commonly understood by those of ordinary skill in the art to which the present invention belongs. In addition, terms defined in a commonly used dictionary are not interpreted ideally or excessively unless explicitly defined specifically.

In this case, the same reference numerals refer to the same elements throughout the specification, and it will be understood that each configuration of the flowchart diagrams and combinations of the flowchart diagrams may be executed by computer program instructions. Since these computer program instructions can be mounted on the processor of a general purpose computer, special purpose computer or other programmable data processing equipment, the instructions executed by the processor of the computer or other programmable data processing equipment are described in the flowchart configuration(s). It creates a means to perform functions.

In addition, it should be noted that in some alternative embodiments, the functions mentioned in the configurations may occur out of order. For example, two configurations shown in succession may in fact be performed substantially simultaneously, or the configurations may sometimes be performed in reverse order depending on the corresponding function.

Hereinafter, the present invention will be described in more detail with reference to the accompanying drawings.

1 is a conceptual diagram of a system for providing personalized cosmetic information according to an embodiment of the present invention.

Referring to FIG. 1, a system for providing personalized cosmetic information according to an embodiment of the present invention includes a skin-emotional knowledge base 92, a product-emotional database 94, a product-additional database 96, and an ingredient database ( 98), the integrated management server 100, and includes a user terminal 60, a web server 70, etc. connected through the network 50.

It goes without saying that the network 50 includes not only a wired network but also a wireless network. The network 50 may include the Internet, and the user terminal 60 may have a web browser (Netscape, Internet Explorer, Chrome, etc.) capable of displaying the contents of web pages such as HTML and XML.

The user terminal 60 transmits the information input by the user to the integrated management server 100 to the integrated management server 100 and the like, and is processed by the integrated management server 100 to receive and output the generated information. The user terminal 60 is a general mobile communication terminal such as a cellular phone, PCS phone (Personal Communications Services phone), synchronous/asynchronous International Mobile Telecommunication-2000 (IMT-2000), 2G/3G/ 4G, WiBro wireless network service terminal, Palm Personal Computer (PDA), personal digital assistant (PDA), smart phone, WAP phone (Wireless application protocol phone), etc. ) May mean all wired/wireless home appliances/communication devices having a user interface for accessing), and may be a device equipped with an interface for wireless LAN access, such as an IEEE 802.11 wireless LAN network card. In addition, the external terminal 30 may be an information communication device such as a computer or a notebook computer, or a device including the same, in addition to a mobile communication terminal.

The web server 70 is a server for providing a web to a user. When a user requests a service on the web, the web server 70 provides a web page composed of HTML through the network 50. The integrated management server 100 may collect review data on cosmetics from the web server 70. For example, the integrated management server 100 may collect review data on cosmetics published on SNS (Social Network Services), blogs, and the like.

The skin-sensibility knowledge base 92 stores a plurality of integrated emotion maps each corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition.

Here, the skin palette is classified according to skin sensitivity, skin type, and skin condition, and refers to a skin characteristic group to which each individual belongs. Specifically, the skin sensitivity is 2, the skin type is 5, and the skin condition is 2, and the skin sensitivity, skin type, and skin condition are mutually exclusive factors, and each of the skin sensitivity, skin type, and skin condition is 1 When categorized into dog skin sensitivity, skin type, and skin condition, 20 skin palettes can be created. For example, a skin palette may exhibit skin characteristics defined as (sensitivity)-(oily)-(acne/pores).

In addition, the integrated emotion map is a map corresponding to the skin palette, and is a related network structure in which emotion information related to cosmetics desired by a user is extracted, and each emotion information is connected and displayed. The process of generating such an emotion map will be described later.

The product-sensibility database 94 stores information related to cosmetics, review data related to cosmetics, emotional information related to experiences of cosmetics, and skin care methods. Relevant information about cosmetics is information on product information, ingredients, and efficacy of cosmetics. In addition, the review data is review data that expresses the user's experience, feeling, and evaluation of using cosmetics. In addition, emotional information is extracted from the collected review data and is classified by category. In addition, the skin care method relates to routine skin care, cleansing method, massage method, etc. according to the user's skin type. In particular, the product-sensibility database 94 stores information on cosmetics that match the emotion information by using review data on cosmetics.

The product-additional database 96 stores information on a plurality of cosmetic supplements added to cosmetics according to skin sensitivity, skin type, and skin condition classified based on the user's skin information. Here, the cosmetic additives are mixed with cosmetics and serve to strengthen the ingredients of the cosmetics. Specifically, the product-additional database 96 may store components of a cosmetic supplement to be added, efficacy of a cosmetic supplement to be added, and cosmetic recipe information using the cosmetic supplement to be added.

Here, the cosmetic additive may be a general cosmetic product sold on the market, or may be a special cosmetic product in which a specific ingredient is strengthened. For example, cosmetic additives may include oil/sebum control ampoule, elasticity ampoule, moisturizing ampoule, keratin care ampoule, brightening ampoule, pore care ampoule, and the like. By mixing cosmetic products with cosmetic products, users can construct their own cosmetic recipes. Since it is impossible to produce cosmetics that are 100% suitable for each individual, each individual can use cosmetic supplements such as oil/sebum control ampoule, elasticity ampoule, moisturizing ampoule, keratin management ampoule, brightening ampoule, and pore management ampoule. You can compose cosmetics that fit your skin. These cosmetic additives are mixed with other cosmetics, but can be used alone according to the needs of the user.

The ingredient database 98 stores an ingredient verification table for comparison with ingredient information of cosmetics. The ingredient verification table serves as a criterion for judging the risk of cosmetic ingredients, such as whether it is an ingredient to be careful about, whether it is an ingredient that should be noted for oiliness, dryness, sensitivity, etc., whether it is a skin irritant ingredient, and whether it is an ingredient that affects disease. . Dangerous ingredients can be determined through the ingredient verification table, and cosmetics containing dangerous ingredients can be excluded and recommended to users.

The integrated management server 100 derives a user skin palette from among a plurality of skin palettes from the skin-sensibility knowledge base 92 based on the input user's skin information, and the user's emotions corresponding to the user's skin palettes in a plurality of integrated emotion maps. The map is extracted, cosmetics matching the important emotion of the user emotion map are extracted from the product-sensibility database 94, and the extracted cosmetics are guided to the user.

Here, the user skin palette is a skin palette that is matched among a plurality of skin palettes based on the input user's skin information. In addition, the user emotion map is an integrated emotion map corresponding to a user skin palette in each integrated emotion map. Also, the important emotion of the user emotion map is emotion information displayed on the user emotion map. These important sensibility can be ordered by giving weights in consideration of the location or connection relationship in the user sensibility map. At this time, cosmetics matching the important sensibility of the user sensibility map are stored in the skin-sensibility knowledge base 92, so that cosmetics matching the important sensibility of the user sensibility map may be listed.

The integrated management server 100 manages the skin-sensibility knowledge base 92, the product-sensibility database 94, the product-additional database 96, the ingredient database 98, and the like. A detailed configuration of the integrated management server 100 will be described later.

2 is a block diagram of an integrated management server of the system for providing personalized cosmetics information of FIG. 1.

Referring to FIG. 2, the integrated management server 100 includes a skin palette generation unit 110, an information collection unit 120, an information classification unit 130, a journey group generation unit 140, and an emotion map generation unit 150. , A server communication unit 160, a server control unit 170, and a server storage unit 180.

The skin palette generation unit 110 classifies the skin sensitivity as either sensitive or non-sensitive, and determines the skin type as one of oily, partially oily, neutral, partially dry, dry, and combination skin types. The skin condition is classified into at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles, and a skin palette is created.

Here, 372 (=2X6X31) skin palettes may be generated by the skin palette generation unit 110. Specifically, skin sensitivity, skin type, and skin condition are mutually exclusive. In addition, in skin sensitivity, sensitivity and insensitivity are exclusive factors, and in skin type, oily, partially oily, neutral, partially dry, dry and complex are also exclusive factors. In addition, in the skin condition, acne, pores, pigmentation, dead skin cells, elasticity/wrinkles do not exist, but are factors that can manifest multiple.

At this time, among the skin types, partially oily, partially dry, and complex are two or more skin types coexisting. For partial oiliness, the T zone (forehead and nose) represents the shape of oily skin, and the U zone (the area connected by cheek and chin line) represents neutral skin with stable oil and moisture balance. For partial dryness, the T zone is in the form of neutral skin, and the U zone is in the form of dry skin with less sebum secretion and less moisture content. The combination is oily in the T zone and dry complex skin in the U zone.

The skin palette generation unit 110 may derive a user skin palette based on the skin information of the user input to the user terminal 60 and collected in the integrated management server 100 through the network 50. The user skin palette matches one of a plurality of skin palettes stored in the skin-sensibility knowledge base 92.

Here, the user's skin information is acquired through the network 50 based on a questionnaire survey provided to the user terminal 60. Skin information of a user may be obtained based on survey items related to skin sensitivity, skin type, and skin condition.

First, the following questionnaire items may be included to determine skin sensitivity.

-How does the skin react to the external environment?

-How does the skin react when the room temperature changes?

-What is the state of the skin's capillaries (thread veins)?

-How about the redness of the skin?

-Are skin problems easily caused by cosmetics?

-Are skin rashes common?

Next, the following questionnaire items may be included to determine the skin type.

-How is your facial skin after 2-3 hours after applying only moisturizers (lotion, moisturizing cream, etc.) in the fall and winter?

-How many times a day do you apply corrective makeup?

-In the afternoon, what is the condition of color makeup or sunscreen?

-What is the overall amount of oil (greasy) in the skin?

-How many times a day do you use oil paper in spring or fall?

-If I wash my hair for a day, will the scalp feel oil soon?

-Do you think you have severe oily skin?

-What is the pore size of your skin?

-Does your skin stretch and keratin more especially during the changing seasons or winter?

-How many times a day do you use mist in spring or fall?

-Is your skin thick?

-Are your cheeks and mouth area dry?

-Do you think your skin pulls frequently a day?

-How much oil is in the T zone (forehead and nose) without makeup?

-What is the condition of the U zone (both cheeks and chin) after 4 hours without color makeup after applying only lotion or cream?

Next, the following questionnaire items may be included to determine the skin condition.

-How many acne do you have on your face?

-How is the acne condition on your skin?

-What is the blackhead's condition?

-How is the whitehead's condition?

-What is the pore size of your skin?

-Are you very oily skin?

-Do the pores appear even with color makeup?

-Does color makeup get stuck in the pores and remain after washing?

-How many freckles are there (congenital, created before 5 years of age or during puberty, less than 0.5m, oval spots)?

-What is the degree of melasma (due to the influence of acquired hormones, produced after age 20, different sizes, unclear boundaries)?

-After the spot where the acne is healed, is the pigment well formed on the spot?

-How is your skin tone?

-After an injury to the skin, how long does the mark last?

-Do you have severe dead skin cells?

-How often do you use the exfoliator?

-How elastic was your skin?

-What about the wrinkles around the eyes?

-Have you ever burned your skin continuously?

-Skin age spots (elasticity/wrinkles and stains on the skin associated with exposure to UV rays from sunlight. Colors vary from light brown to red or black, and are frequent on the hands, face, shoulders, arms, forehead, and scalp that are frequently exposed to sunlight. ) How is the state?

- How old are you?

-What is the condition of the lower eyelid (fat under the eyes)?

-What is the depth of the nasolabial folds?

-How deep is the neck wrinkle?

The user skin palette is derived according to the results of the above-described survey items related to skin sensitivity, skin type, and skin condition. For example, if there are 6 to 5 or more survey items for determining skin sensitivity, it can be determined as sensitive skin. In addition, in the survey item 15 to determine the skin type, it is defined as a survey item to determine oiliness (8), dryness (5), and combination (2), respectively, and whether it is oily according to the number of oily and dry items. It can be judged if it is dry, and if it is neutral to the intellectual and dry items, it can be judged as neutral. In addition, the complexity, partial dryness, and partial intelligence can be judged in the complexity category. In addition, if the number of survey items corresponding to acne, pores, pigmentation, dead skin cells, and elasticity/wrinkle in the questionnaire survey items related to the skin condition is greater than or equal to the reference number, the skin condition may be determined.

At this time, it is preferable to conduct a questionnaire survey based on several months of skin experience for skin sensitivity and skin condition, and a questionnaire survey for skin type based on several years of skin experience is preferable. For example, skin sensitivity and skin condition may be answered based on skin experience for the last 3 months, and skin type may be answered based on skin experience for the last 3 years.

The information collection unit 120 collects review data on cosmetics from at least one of the web server 70 or the product-sensibility database 94, and receives skin sensitivity and skin through the network 50 from the subjects of the skin survey. Collect skin survey information on type and skin condition. In addition, the information collection unit 120 may collect emotional information on cosmetics for each group through the network 50 from subjects of the skin survey.

The information collection unit 120 delivers the collected data, information, etc. to the server control unit 150 for processing, and adapts the processed data, information, etc. to the characteristics of the skin-emotional knowledge base 92, the product-emotional database (94), product-additional database 96, ingredient database 98, etc. are distributed and stored.

The information classification unit 130 extracts emotional information related to the experience of cosmetics from the review data collected by the information collection unit 120 and classifies it into a plurality of categories. Here, a plurality of categories may be classified according to the stages of use of cosmetics. For example, it can be classified into emotional information until purchasing cosmetics, emotional information while applying cosmetics (while using), emotional information after applying cosmetics (after use), and evaluation of cosmetics.

The itinerary group creation unit 140 classifies and groups the subjects of the skin survey according to the skin sensitivity, skin type, and skin condition so as to correspond to a plurality of skin palettes, respectively, and the grouped skin survey targets the The sentiment information classified into the plurality of categories is presented through a network, and the sentiment information of each category of the plurality of categories becomes step-by-step itinerary information, and a plurality of experience itinerary groups comprising the step-by-step itinerary information are generated for each group. At this time, the review data presented to the subjects of the skin survey are displayed on the user terminals 60 of each subject through the network 50.

The emotion map generation unit 150 generates an integrated emotion map for each group based on a plurality of experience travel groups generated for each group by the travel group generation unit 140. Specifically, the sentiment map generator 150 selects core sentiment information from the itinerary information based on the frequency of the itinerary information in a plurality of experience itinerary groups for each group, and selects the core sentiment information to target subjects for each group. The individual maps generated by each of the subjects may be integrated by presenting them to each group to derive an integrated emotional map for each group.

A process of generating an emotion map by the emotion map generator 150 will be described later.

The server communication unit 160 communicates with the user terminal 60, the web server 70, etc. through the network 50, and the skin-emotional knowledge base 92, the product-emotional database 94, and the product-additional database 96 ), the component database 98 and data and/or information are transmitted and received.

The server control unit 170 includes a skin palette generation unit 110, an information collection unit 120, an information classification unit 130, a journey group generation unit 140, an emotion map generation unit 150, a server communication unit 160, Controls the server storage unit 180. In addition, the server controller 170 controls and manages the skin-sensibility knowledge base 92, the product-sensibility database 94, the product-additional database 96, and the ingredient database 98.

Specifically, the server controller 170 derives a user skin palette from among a plurality of skin palettes from the skin-sensibility knowledge base 92 based on the input user's skin information, and corresponds to the user skin palette in a plurality of integrated emotion maps. The extracted user emotion map is extracted, cosmetics matching the important emotion of the user emotion map are extracted from the product-sensibility database 94, and the extracted cosmetics are guided to the user through the server communication unit 160.

For example, the server control unit 170 lists the extracted cosmetics and transmits them to the user terminal 60 connected to the network 50 through the server communication unit 160, and the user terminal 60 You can display a list of cosmetics. At this time, the server control unit 170 transmits the skin care method stored in the product-emotional database 94 together with the list of cosmetics to the user terminal 60 connected to the network 50 through the server communication unit 160, and The terminal 60 may display the transmitted list of extracted cosmetics.

In addition, the server control unit 170 generates a plurality of skin palettes generated by the skin palette generation unit 110, a plurality of experience journey groups generated by the itinerary group generation unit 140, and the emotion map generation unit 150 The plurality of integrated emotion maps are stored in the skin-sensibility knowledge base 92.

In addition, the server control unit 170 selects at least one type of cosmetic supplement from a plurality of cosmetic supplements from the product-additional database 96 according to the skin sensitivity, skin type, and skin condition classified based on the user's skin information. Can be extracted. At this time, the server control unit 170 selects and extracts a cosmetic supplement suitable for the user by referring to components and efficacy of the cosmetic supplement according to the skin sensitivity, skin type, and skin condition classified based on the user's skin information.

The server storage unit 180 stores data and/or information transmitted and received by the server communication unit 160, and serves to store data and/or information processed by the server controller 170.

3 is an example of a table in which emotion information extracted from collected review data is classified into four categories.

Referring to FIG. 3, a classification table of emotional information in which review data collected by the information collection unit 120 is extracted from the information classification unit 130 and classified into four categories A, B, C, and D is shown. The four categories were classified into until purchasing cosmetics (A), while applying cosmetics (B), after applying cosmetics (C), and evaluating cosmetics (D). . Of course, it is possible to classify more or less than the four categories.

In FIG. 3, emotional information for each category is only an example, and may change according to trends in the cosmetic industry. As shown in FIG. 3, by presenting emotional information classified and organized into four categories to subjects of a grouped skin survey, a plurality of experience journey groups consisting of four stages of journey information may be generated for each group. That is, emotional information for each category becomes journey information for each stage, and journey information for four stages becomes a set to create an experience journey group consisting of stage journey information. Accordingly, the itinerary information can be said to be a redefined in a time-series sense of emotional information according to the stage of use of cosmetics.

4A and 4B are diagrams for explaining a process of generating an experience journey group and an emotion map based on emotion information.

First, referring to FIG. 4A, the itinerary group generation unit 140 presents emotion information classified into four categories for cosmetics to subjects of the grouped skin survey through the network 50, and As the emotional information for each category becomes information on a staged journey, a plurality of experience journey groups comprising the information on the staged journey may be generated. Here, the experience journey group consisting of step-by-step journey information can be viewed as step-by-step emotional information according to the usage period of cosmetics, and an experience journey group can be obtained for each user of each group.

In addition, the emotion map generator 150 may select the core emotion information based on the frequency mentioned in the plurality of experience journey groups for each group. For example, when an experience journey group is presented in FIG. 4A, the emotional information (Sentiment 1 to Emotion 9) in which the frequency rate of the itinerary information in a plurality of experience journey groups for each group is higher than a predetermined standard is used as core emotional information It can be extracted as 1~9). For example, in Fig. 4A, the key is that these days, trendy, cost-effective, spreads well when applied, convenient to apply, comfortable after application, long-lasting, trouble-free, suitable for my skin, and can be used for a long time. It can be extracted as emotional information.

Next, referring to FIG. 4B, the emotion map generation unit 150 presents core emotion information to the subjects of each group, and integrates the individual maps generated by each of the subjects to generate an integrated emotion map for each group. Can be derived.

Here, the emotion map generation unit 150 generates an integrated emotion map by integrating individual maps generated by each of the subjects of each group.

At this time, the individual map is the first step core emotional information in which each of the subjects of each group directly connects the core emotional information to the cosmetics, and the second step core is connected to the first step core emotional information, as shown in FIG. 4B. It consists of emotional information.

Specifically, the emotion map generation unit 150 calculates the first step core emotion information of the integrated emotion map based on the first step core emotion information of the individual map from the entire individual map, and calculates the first step core emotion information of the integrated emotion map. The first step core emotion information and the second step core emotion information of the individual map, excluding the emotion information, may be calculated as the second step core emotion information of the integrated emotion map.

For example, if the frequency of the first step core sentiment information displayed as the first step core sentiment information in the entire individual map generated by each target group for each group is more than a predetermined frequency, Can be extracted. In addition, the remaining core emotional information excluding the first stage core emotional information of the integrated emotional map may be extracted as the second stage core emotional information of the integrated emotional map. In this case, the predetermined frequency may be an average frequency selected by selecting an average value of the total frequencies obtained by adding all frequencies, or an intermediate frequency selected by sorting all frequencies in order of size.

And, the emotion map generation unit 150 is based on the connection relationship between the core emotion information of step 1 and step 2 of each individual map, the connection relationship between the core emotion information of step 1 of the integrated emotion map and step 1 and step 2 of the integrated emotion map It represents the connection relationship of core emotional information. For example, on the basis of all the connection relationships that appear in the entire individual map created by each of the subjects of each group, the first step of the integrated emotion map according to the number of the selected subjects, selecting each connection relationship of all the connection relationships as the criteria. It can represent the connection relationship between the core emotional information and the connection relationship between the first and second stages of the integrated emotional map. That is, when a predetermined number of targets (for example, two or more) of all individual maps are connected between core emotion information, the connection may be made in the integrated emotion map. In addition, the strength of the connection relationship can be appropriately indicated according to the number of subjects who select the connection in the individual map. For example, when the number of subjects is three compared to that of two subjects, the line representing the connection relationship can be expressed 1.5 times larger.

Since this integrated emotion map corresponds to the skin palette and is stored in the skin-sensibility knowledge base 92, when skin information input by the user is transmitted to the integrated management server 100, the user skin palette is automatically derived, and the The user emotion map corresponding to the user skin palette is extracted from the skin-emotional knowledge base 92. In addition, cosmetics matching the emotion information are derived from the product-sensibility database 94 according to the important emotion of the user emotion map, for example, the core emotion information of the first and second steps of the user emotion map and the connection relationship, and provided to the user. can do. In addition, information on skin care may be provided together with matching cosmetics, and cosmetic supplements may be selected and provided from the product-additional database 96 for a user's own cosmetic recipe.

5 is an embodiment of a component verification table stored in a component database.

Referring to FIG. 5, a component verification table stored in the component database 98 is shown. Even if cosmetics containing ingredients displayed in the ingredient verification table are extracted by matching the important sensitivity of the user's emotion map, cosmetics including cautionary ingredients are excluded according to the user's skin sensitivity, skin type, and skin condition. Although not shown in FIG. 5, the component verification table also includes components that can cause symptoms on the user's skin, such as hair loss, cancer induction, dryness, digestive tract, eye disease acne, moisture evaporation, skin dryness, skin irritation, and pore clogging. It can also be judged by

By using the ingredient verification table, the server control unit 170 extracts ingredient information of cosmetics extracted by matching the important emotion of the user's emotion map from the product-sensibility database 94, and stores the ingredient verification table in the ingredient database 98. Cosmetics including dangerous ingredients are checked through and notified to the user through the server communication unit 160 by excluding cosmetics including the dangerous ingredients.

6 is a flowchart of a method of providing personalized cosmetic information according to an embodiment of the present invention. In addition, FIG. 7 is a detailed flowchart of a method of generating the emotion map of FIG. 6 and storing it in the skin-sensibility knowledge base. In addition, FIG. 8 is a detailed flowchart of a method for generating an integrated emotion map by processing the emotion information of FIG. 7. And, FIG. 9 is a detailed flowchart of a method of extracting a skin care method.

Referring to FIG. 6, a method for providing personalized cosmetic information according to an embodiment of the present invention generates a plurality of integrated emotion maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition. Stored in the skin-emotional knowledge base (S100), derive a user skin palette based on the user's skin information input from the plurality of skin palettes (S200), and correspond to the user skin palette in the plurality of integrated emotion maps The user's emotion map is extracted (S300), cosmetics matching the important emotions of the user's emotion map are extracted from the product-sensibility database (S400), and the extracted cosmetics are guided to the user (S500).

When storing in the skin-sensibility knowledge base (S100), the skin sensitivity is classified as either sensitive or non-sensitive, and the skin type is one of oily, partially oily, neutral, partially dry, dry, and combination skin types. By classifying the skin condition into at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles, a plurality of skin palettes may be generated.

In addition, as shown in FIG. 7, when storing in the skin-sensibility knowledge base (S100), review data on cosmetics is collected from at least one of a web server or a product-sensibility database to provide emotional information related to the experience of the cosmetics. Extracted, classified into a plurality of categories (S110), and collected skin survey information on the skin sensitivity, skin type, and skin condition from the skin survey subjects through a network (S120), and the plurality of skin palettes According to the skin sensitivity, skin type, and skin condition, the subjects of the skin survey are classified and grouped (S130), and emotional information classified into the plurality of categories is presented, and each category of the plurality of categories Each group generates a plurality of experience itinerary groups consisting of the stepwise itinerary information as each emotional information becomes stepwise itinerary information (S140), and a plurality of each group is integrated based on the plurality of experience itinerary groups created for each group. An emotion map is generated (S150).

At this time, as shown in FIG. 8, when generating an integrated emotion map, core emotion information is selected based on the frequency rate of the itinerary information of a plurality of experience journey groups (S152), and the core emotion information is selected for each group. The individual maps of each of the subjects are presented through the network, and an individual map of each of the subjects is obtained through the network (S154), and the individual maps are integrated to derive an integrated emotion map for each group (S156).

Specifically, in the case of obtaining an individual map (S154), each of the subjects extracts the core emotional information of the first stage of the individual map directly connected to the cosmetics by extracting from the core emotional information and the core emotional information of the first stage of the individual map. Except for this, an individual map consisting of the second-stage core emotional information of the individual map that is extracted from the core emotional information and directly connected to the first-stage core emotional information of the individual map is obtained.

In addition, in the case of deriving the integrated emotion map (S156), the first step core emotion information of the integrated emotion map is calculated based on the first step core emotion information of the individual map from the entire individual map, and the integrated emotion map The first step core emotion information of the individual map and the second step core emotion information of the individual map excluding the first step core emotion information are calculated as the second step core emotion information of the integrated emotion map.

And, when deriving the user's skin palette (S200), based on the input user's skin information, the skin sensitivity is classified as either sensitive or non-sensitive, and the skin type is classified as oily, partially oily, neutral, or partial. It is classified into one of dry, dry, and combination skin types, and the skin condition is classified into at least one of acne, pores, pigmentation, dead skin cells, elasticity/wrinkles, and one skin palette from among a plurality of skin palettes. Choose. That is, the skin palette generated based on the input user's skin information matches one of the plurality of skin palettes.

In the case of extracting from the product-sensibility database (S300), skin sensitivity classified based on the input user's skin information, skin type, and skin care methods according to skin conditions are also extracted. For example, for sensitive and oily skin, use "moisturizing cream and sunscreen (SPF) and eat foods containing vitamins B, B1, and B2 (chinese cabbage, enzymes, milk, eggs, liver, melon)" and Information on the same skin care method can be extracted from the product-sensibility database and provided to the user.

Specifically, as shown in FIG. 9, in the case of extracting a skin care method, a user skin palette is derived according to the input of user skin information (S210), and based on this, a skin care method is automatically extracted to Together with the guide to the user.

Referring back to FIG. 9, according to the input of user skin information (S210), it is determined whether the skin sensitivity is sensitive skin or non-sensitive skin (S220), and the skin condition is acne, pores, pigmentation, dead skin cells, elasticity/ It is determined whether it corresponds to at least one of the wrinkles (S230, S235). Here, if it is sensitive skin (S220, YES), acne, pores, pigmentation, dead skin cells, and a skin condition having at least one of elasticity/wrinkles (S230, YES), it is defined as a change in sensitivity (S240). In addition, if the skin is sensitive skin (S220, YES), acne, pores, pigmentation, dead skin cells, elasticity/wrinkles (S230, NO), it is defined as no change in sensitivity (S242). In addition, if the skin is non-sensitive (S220, NO), acne, pores, pigmentation, dead skin cells, elasticity/wrinkles (S235, YES), it is defined as a non-sensitive change (S245). In addition, if the skin is non-sensitive (S220, NO), acne, pores, pigmentation, dead skin cells, elasticity/wrinkles (S235, NO), it is defined as non-sensitive change (S247).

Four cases are derived according to the skin sensitivity and skin condition, and since each skin type is determined as one of oily, partially oily, neutral, partially dry, dry, and combination skin, the skin sensitivity and skin condition , According to the determination of the skin type, one of the 24 skin care methods may be selected (S410).

That is, 24 skin care methods are stored in the product-sensibility database 94, and one skin care method according to skin sensitivity, skin type, and skin condition classified based on the input user's skin information is the product. -It is selected from the emotion database 94, and the selected skin care method may be provided to the user along with cosmetics matching important emotions. In addition, by extracting ingredient information of cosmetics from the product-sensibility database 94 and comparing it with an ingredient verification table stored in the ingredient database 98, cosmetics including dangerous ingredients may be excluded and guided.

At this time, at least one cosmetic supplement added to cosmetics is selected according to the skin sensitivity, skin type, and skin condition classified based on the user's skin information, and extracted from the product-additional database, along with information on the skin care method. Can be enhanced to users. For example, in the case of sensitive and oily skin, information on the moisturizing ampoule (ingredients, efficacy, information on cosmetics that can be mixed, etc.) may be provided to the user by extracting a moisturizing ampoule from cosmetic additives.

On the other hand, the method for providing personalized cosmetics information according to an embodiment of the present invention and the integrated management server of the system for providing personalized cosmetics information can be implemented as a single module by software and hardware, and the above-described embodiments of the present invention It can be written as a program that can be executed on a computer, and can be implemented in a general-purpose computer that operates the program using a computer-readable recording medium. The computer-readable recording medium is implemented in the form of a magnetic medium such as a ROM, a floppy disk, or a hard disk, an optical medium such as a CD, a DVD, and a carrier wave such as transmission through the Internet. In addition, the computer-readable recording medium may be distributed over a computer system connected through a network to store and execute computer-readable codes in a distributed manner.

In addition, components or'~ units' used in the embodiments of the present invention are software such as tasks, classes, subroutines, processes, objects, execution threads, programs, or FPGAs ( It may be implemented by hardware such as a field-programmable gate array) or an application-specific integrated circuit (ASIC), and may also be formed by a combination of the software and hardware. The component or'~ unit' may be included in a storage medium readable by a computer, or a part thereof may be distributed and distributed in a plurality of computers.

Although the embodiments of the present invention have been described with reference to the accompanying drawings, those of ordinary skill in the art to which the present invention pertains can be implemented in other specific forms without changing the technical spirit or essential features. You can understand. Therefore, it should be understood that the embodiments described above are illustrative in all respects and not limiting.

60: user terminal
70: web server
92: skin-sensibility knowledge base
94: Product-Sentiment Database
96: product-additional database
98: ingredient database
100: Integrated Management Server
110: skin palette generation unit 120: information collection unit
130: information classification unit 140: itinerary group generation unit
150: emotional map generation unit 160: server communication unit
170: server control unit 180: server storage unit

Claims (20)

A skin-sensibility knowledge base that stores a plurality of integrated emotion maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type and skin condition;
A product-sensibility database storing related information on cosmetics, review data related to the cosmetics, and skin care methods; And
Derive a user skin palette from the plurality of skin palettes from the skin-sensibility knowledge base based on the input user's skin information, and extract a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps, and the Comprising an integrated management server for extracting cosmetics matching the important emotion of the user emotion map from the product-sensibility database, and guiding the extracted cosmetics to the user,
The integrated management server,
The skin sensitivity is classified as either sensitive or non-sensitive, and the skin type is classified into one of oily, partially oily, neutral, partially dry, dry, and combination skin, and the skin condition is classified as acne and pores. , Pigmentation, keratin, elasticity / wrinkles by classifying at least one of the skin conditions, a skin palette generating unit for generating a skin palette;
Information that collects review data on cosmetics from at least one of a web server or the product-sensibility database, and collects skin survey information about the skin sensitivity, skin type, and skin condition through a network from the subjects of the skin survey Collection unit;
An information classification unit for extracting emotional information related to the cosmetic experience from the review data collected by the information collecting unit and classifying it into a plurality of categories;
Classify and group the subjects of the skin survey according to the skin sensitivity, skin type, and skin condition to correspond to the plurality of skin palettes, respectively, and the plurality of categories through the network to the grouped skin survey subjects A journey group generation unit that presents the emotional information classified as, and generates a plurality of experience journey groups for each group, as the emotional information for each category of the plurality of categories becomes journey information for each stage;
A sentiment map generator configured to generate an integrated sentiment map for each group based on a plurality of experience journey groups generated for each group by the journey group generator;
A server communication unit for guiding the extracted cosmetics to the user; And
Control the skin palette generation unit, information collection unit, information classification unit, itinerary group generation unit, emotion map generation unit, server communication unit, based on the input user's skin information, from the skin-sensibility knowledge base Derive a user skin palette from the skin palette, extract a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps, extract cosmetics matching the important emotion of the user emotion map from the product-sensibility database , Personalized cosmetics information providing system comprising a server control unit for guiding the extracted cosmetics to the user through the server communication unit. delete The method of claim 1,
The server control unit,
A plurality of skin palettes generated by the skin palette generation unit, a plurality of experience tour groups generated by the travel group generation unit, and a plurality of integrated emotion maps generated by the emotion map generation unit are stored in the skin-sensibility knowledge base. Personalized cosmetics information provision system that stores. The method of claim 1,
Personalized cosmetics information providing system further comprising a product-additional database for storing information on a plurality of cosmetic accessories added to cosmetics according to skin sensitivity, skin type, and skin condition classified based on the user's skin information . The method of claim 4,
The server control unit,
Personalized cosmetic information for selecting and extracting from the product-additional database at least one type of cosmetic supplement from the plurality of cosmetic supplements according to skin sensitivity, skin type, and skin condition classified based on the user's skin information Delivery system. The method of claim 1,
Personalized cosmetics information providing system further comprising an ingredient database for storing an ingredient verification table for comparing the ingredient information of the cosmetics extracted from the product-sensibility database. The method of claim 6,
The server control unit,
The extracted ingredient information of the cosmetics is extracted from the product-sensibility database, and cosmetics containing dangerous ingredients are checked through an ingredient verification table stored in the ingredient database, and cosmetics containing the dangerous ingredients are excluded and guided through the server communication unit. Personalized cosmetics information provision system. The method of claim 1,
The emotion map generation unit,
Core emotional information is selected from the itinerary information based on the frequency rate of the itinerary information of a plurality of experience journey groups for each group, and the core emotional information is presented to the subjects of each group and generated by each of the subjects. Personalized cosmetics information provision system that integrates individual maps and derives an integrated emotional map for each group. The method of claim 8,
The emotion map generation unit,
Each of the subjects is extracted from the core emotional information and extracted from the core emotional information, excluding the first stage core emotional information of the individual map and directly connected to the cosmetics, and the individual map In the entire individual map consisting of the second-stage core emotional information of the individual map directly connected to the first-stage core emotional information of, based on the first-stage core emotional information of the individual map, the first-stage core emotional information of the integrated emotional map Provides personalized cosmetic information that calculates and calculates the first step core emotion information and the second step core emotion information of the individual map excluding the first step core emotion information of the integrated emotion map as the second step core emotion information of the integrated emotion map system. Generating, by the integrated management server, a plurality of integrated sensibility maps respectively corresponding to a plurality of skin palettes generated according to skin sensitivity, skin type, and skin condition, and storing them in a skin-sensibility knowledge base connected to the integrated management server;
Deriving, by the integrated management server, a user skin palette from the plurality of skin palettes stored in the skin-sensibility knowledge base based on skin information of the user input to a user terminal connected to the integrated management server through a network;
Extracting, by the integrated management server, a user emotion map corresponding to the user skin palette from the plurality of integrated emotion maps stored in the skin-sensibility knowledge base;
Extracting, by the integrated management server, cosmetics matching the important emotions of the extracted user emotion map from a product-sensibility database connected to the integrated management server; And
Including, by the integrated management server, guiding the extracted cosmetics to the user,
In the step of storing the skin-sensibility knowledge base, the plurality of integrated emotion maps,
Collecting, by the information classification unit of the integrated management server, review data on cosmetics from at least one of a web server or the product-emotional database, extracting emotional information related to the experience of cosmetics, and classifying them into a plurality of categories;
Collecting, by the information collecting unit of the integrated management server, skin survey information regarding the skin sensitivity, the skin type, and the skin condition from the subjects of the skin survey through the network;
Classifying and grouping the subjects of the skin survey according to the skin sensitivity, the skin type, and the skin condition so as to correspond to the plurality of skin palettes, respectively, by a journey group generator of the integrated management server;
By the itinerary group generation unit, the emotion information classified into the plurality of categories is presented to the subjects of the grouped skin questionnaire through the network, and the emotional information for each category of the plurality of categories is provided with step-by-step itinerary information. Generating a plurality of experience itinerary groups for each group consisting of the stepwise itinerary information; And
The method of providing personalized cosmetics information generated by the step of generating an integrated emotion map for each group based on a plurality of experience journey groups generated for each group by the emotion map generator of the integrated management server. The method of claim 10,
In the step of storing in the skin-emotional knowledge base, the plurality of skin palettes,
By the skin palette generation unit of the integrated management server, the skin sensitivity is classified as either sensitive or non-sensitive, and the skin type is selected from one of oily, partially oily, neutral, partially dry, dry, and combined skin. Classified by type, and generated by classifying the skin condition into at least one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles. delete The method of claim 10,
The step of generating the integrated emotion map,
Selecting core emotional information based on a frequency rate of the journey information of the plurality of experience journey groups;
Presenting the core emotion information to each group of subjects through the network, and obtaining an individual map of each of the subjects through the network; And
And integrating the individual maps to derive an integrated emotion map for each group. The method of claim 13,
The step of obtaining the individual map through the network,
Each of the subjects is extracted from the core emotional information and extracted from the core emotional information, excluding the first stage core emotional information of the individual map and directly connected to the cosmetics, and the individual map A method for providing personalized cosmetic information to obtain an individual map consisting of the second-stage core emotional information of the individual map directly connected to the first-stage core emotional information. The method of claim 14,
The step of deriving an integrated emotion map for each group,
Calculating the first step core emotion information of the integrated emotion map based on the first step core emotion information of the individual map from the entire individual map; And
Comprising; calculating the first step core emotion information of the individual map and the second step core emotion information of the individual map as the second step core emotion information of the integrated emotion map, excluding the first step core emotion information of the integrated emotion map; , How to provide personalized cosmetic information. The method of claim 10,
The step of deriving the user skin palette,
Classifying, by the skin palette generation unit of the integrated management server, the user's skin sensitivity as either sensitive or insensitive based on the input user's skin information;
Classifying a user's skin type into one of oily, partially oily, neutral, partially dry, dry, and complex skin types;
Classifying the user's skin condition into one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles; And
Selecting a skin palette that matches the user skin sensitivity, the user skin type, and the user skin condition from among the plurality of skin palettes as a user skin palette. The method of claim 16,
Extracting a skin management method according to the user skin sensitivity, the user skin type, and the user skin condition from the product-sensibility database connected to the integrated management server. The method of claim 17,
In the step of extracting the skin care method from the product-sensibility database connected to the integrated management server, the skin care method,
Determining whether the user's skin sensitivity is sensitive skin or non-sensitive skin;
Determining whether the user's skin condition corresponds to one of acne, pores, pigmentation, dead skin cells, and elasticity/wrinkles;
Determining that the skin type is one of oily, partially oily, neutral, partially dry, dry, and complex; And
A method of providing personalized cosmetic information selected by selecting one of 24 skin care methods according to determination of the user skin sensitivity, the user skin condition, and the user skin type. The method of claim 17,
Further comprising the step of selecting at least one type of cosmetic accessory added to the cosmetic according to the user skin sensitivity, the user skin type, and the user skin condition, and extracting from a product-additional database connected to the integrated management server, How to provide personalized cosmetic information. The method of claim 10,
The step of guiding the extracted cosmetics to the user,
Extracting component information of the extracted cosmetics from the product-sensibility database;
Comparing the extracted component information with a component verification table stored in a component database connected to the integrated management server; And
And guiding the user through a server communication unit of the integrated management server by excluding cosmetics containing dangerous ingredients from the extracted cosmetics from the ingredient database.

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