WO2023015402A1 - Procédé et système de recommandation de produits cosmétiques intelligent, et support d'enregistrement informatique - Google Patents
Procédé et système de recommandation de produits cosmétiques intelligent, et support d'enregistrement informatique Download PDFInfo
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Classifications
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- G—PHYSICS
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Definitions
- the invention relates to the technical field of intelligent medical information processing, in particular to a method, system and computer storage medium for intelligent recommendation of cosmetics.
- Cosmetics are everyday products that maintain skin/hair health and enhance beauty. Proper use of cosmetics can increase the nutrients needed by the skin/hair quality, make the skin healthy, and delay skin aging. If it is not used properly, it will be counterproductive. Whether the choice of cosmetics is reasonable is directly related to the maintenance effect and health of the user's skin/hair quality, etc., and can also play a role in controlling unreasonable costs and protecting the rights and interests of users.
- the main purpose of the present invention is to provide a method for intelligent recommendation of cosmetics for the related risks caused by unreasonable and unsuitable aspects such as effectiveness, safety, economy, and suitability of cosmetics that may exist when selecting cosmetics for users , system and computer storage media, intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics that are more in line with the actual needs of users, so as to improve the maintenance effect and health status of users, and avoid harm to users caused by unreasonable cosmetics. damage.
- the present invention provides a method for intelligent recommendation of cosmetics, including:
- the method further includes analyzing the user's actual cosmetic demand from the target of the user's cosmetic recommendation and the actual information of the user's relevant elements.
- the cosmetics include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
- the cosmetics database includes relevant information of cosmetics, a cosmetic demand analysis template, information and rules related to the rationality and suitability of cosmetics, the use method of cosmetics, the impact on users and the required actions. at least one of the relevant measures.
- the relevant rules of rationality and suitability of cosmetics include: relevant rules of category/quantity/preference requirements, relevant rules of functional requirements, relevant rules of appearance effect requirements, health requirements related rules, related rules related to contraindications, related rules related to caution/attention, related rules related to interaction, related rules related to allergies, related rules related to shelf life, related rules related to time, related rules related to dosage, related rules related to adverse reactions, At least one of the relevant rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare related rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules item.
- the method further includes a user personal information database, which includes relevant information of the user, and is used to obtain the actual information of relevant elements of the user and recommend cosmetics for the user. Provide or supplement user-related information.
- the method further includes recommending the usage method of different cosmetics according to the user's cosmetic plan and the user's actual information.
- a method for intelligent recommendation of cosmetics as described above the method further includes: for each cosmetic or cosmetic solution under various conditions, according to the relevant rules in the cosmetics database, analyze the results of the cosmetic or cosmetic solution in each analysis item
- the corresponding levels/scores can be set respectively, and the cosmetic recommendation model including the relationship between each analysis item and the recommendation result can be set according to the actual situation, so that when performing intelligent cosmetic recommendation, it can be based on the relevant cosmetics or cosmetic solutions.
- the level/score value corresponding to each analysis item and the cosmetic recommendation model of each analysis item are used to calculate the comprehensive level/score value of the relevant cosmetic or cosmetic solution, so as to provide comprehensive information for the intelligent recommendation of cosmetics or cosmetic solution under this condition. Recommendations or comprehensive prioritization, including comparisons between related cosmetics or cosmetic options.
- the present invention also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the method for intelligent cosmetic recommendation as described above are realized.
- the present invention also provides a cosmetics intelligent recommendation system, including:
- the database unit is used to store the cosmetics database
- the first information acquisition unit is used to acquire the target of the user's cosmetic recommendation
- the second information acquisition unit is used to acquire the actual information of the relevant elements of the user
- the intelligent recommendation unit is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics solutions suitable for the user.
- a method, system and computer storage medium for intelligent recommendation of cosmetics includes: establishing a cosmetics database; obtaining the target of user cosmetic recommendation; obtaining the actual information of relevant elements of the user; The actual information of the user's relevant elements is analyzed and calculated with the relevant information and rules in the cosmetics database, and the cosmetics plan suitable for the user is intelligently recommended.
- the cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit.
- the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
- Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention.
- Fig. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention.
- Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention. As shown in the figure, a method for intelligent recommendation of cosmetics in the present invention includes:
- Step 1 Build a cosmetics database.
- cosmetics may include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
- it can include: perfume, facial cleanser, lotion, cleansing water, makeup remover/oil, essence/milk/cream, moisturizer, body oil, foundation cream, concealer, face powder, pressed powder, blush powder, lipstick , Body wash, shampoo, hair conditioner, shampoo, hair cream, pomade, pomade, various honey/milk cosmetics, etc.
- Cosmetics database can include relevant information of cosmetics, cosmetic demand analysis template, relevant information and rules on rationality and suitability of cosmetics, impact on users and relevant measures to be taken.
- the relevant rules on the reasonableness and suitability of cosmetics may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. Specifically, it includes various cosmetic-related element attributes and their value/range/calculation method/source/limitation condition/exclusion condition, and the relationship/interaction/mutual transformation between various/each group/various element attributes /rule/calculation method.
- Cosmetics-related information may include: brand of cosmetics, raw materials, origin and grade specifications of raw materials, formula, main ingredients/additives/excipients, production process, place of origin/manufacturer, color, luster, texture, touch, smell, effect, style, use Conditions, methods of use, parts of use, tools for use, product series, packaging, prices, storage methods and storage time, nutritional ingredients, access routes, etc.
- the cosmetic demand analysis template is established according to the relevant rules of cosmetic demand and the models of different user groups.
- the demand model is based on the actual information of user-related elements, relevant information and rules of cosmetic demand analysis, and the target of user cosmetic recommendation. Analyze user needs for cosmetics.
- the actual information of user-related elements refers to the actual information of users needed to analyze the needs of cosmetics from different levels, including: basic user information, genetic related information, physiological related information such as development/birth/breastfeeding/menopausal information, skin quality/hair quality Relevant information, occasion, light, location, background, wind power, identity, activity/task role, object/audience (subject's preferences, allergies, culture, ethnicity, customs), makeup artist/own makeup level and style, and clothing matching (hats, clothes, shoes, props, etc.), matching with jewelry/accessories (jewelry, accessories, watches, decorations, etc.), matching with hairstyles, dining conditions (diet, dishes), environmental information such as area/ climate/epidemic, activity-related information such as work/study/sports/entertainment/housework/other information, rest-related information such as work and rest/sleep information, disease-related information such as disease/treatment plan/surgery/drug/medical equipment/examination At least
- the cosmetic demand analysis template is used to analyze the actual cosmetic demand of users. By analyzing and calculating the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant rules of the cosmetics demand, the actual cosmetics demand of the user is obtained.
- the specific method may be to find the most suitable demand template from the cosmetic demand analysis template, and then make corresponding adjustments according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user.
- body-related factors such as skin quality, hair quality, height, weight, body shape, etc.
- preference-related factors such as brand, place of origin, religion, ethnicity, category, etc.
- environment-related factors such as light , climate, temperature, humidity, ultraviolet light, wind, etc.
- site-related factors such as occasion, location, background, identity, activity (task) role, object/audience
- efficacy-related factors such as whitening, beautifying, moisturizing, anti-aging, anti-wrinkle , development, sun protection, deodorization, cleaning, etc.
- health-related factors such as health status, disease impact, treatment needs, etc.
- activity-related factors such as work, study, exercise, entertainment, housework, etc.
- work-related factors such as getting up, sleeping, etc.
- the cosmetics demand analysis template can include: multi-level and multi-dimensional cosmetic needs of various groups of people and combinations of elements, such as the cosmetic needs of 25-30-year-old women with dry skin, and the cosmetic needs of 40-45-year-old women in tropical climate regions, etc. . It can also be the cosmetic demand for specific groups of people, such as children's cosmetic demand, pregnant woman cosmetic demand, stewardess cosmetic demand, etc.; it can also be cosmetic demand for specific individuals.
- a template can be a specific set of templates or can be generated at any time by means of graph computing/artificial intelligence computing.
- the establishment of the template can first classify the existing data based on different user groups, establish a template for one type of user, and then gradually refine it, so that the user group classification becomes more and more refined, and finally, establish a template for each individual user.
- the establishment and classification of cosmetic demand analysis templates can be established based on professional/authoritative research results, literature, data, experience, information reorganization/information analysis/big data analysis, or artificial intelligence deep learning , can also be established through data mining and analysis, and various templates can also be continuously adjusted and improved during use.
- Relevant rules for cosmetic requirements may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, and relevant rules for health requirements.
- Relevant rules and elements of category/quantity/preference requirements may include: cosmetic raw materials, ingredients, origin, brand, processing method, quantity/weight, personal preference, usage habits, economy, ethnicity/religious belief/work/study/ Sports/leisure/sleep/rest/festival/season/climate/environment-related needs, etc., can also include: the degree, order, effectiveness, evaluation of users/makeup artists/experts, factors that affect demand and their impact on The degree of demand impact, etc.
- Relevant rules and elements of functional requirements may include: user’s requirements for moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning and other requirements for cosmetics, user’s physical factors such as skin quality, hair quality, height,
- user’s physical factors such as skin quality, hair quality, height
- the impact of body weight and body shape on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, factors that affect demand and the degree of impact on demand, etc.
- Relevant rules and elements of appearance effect requirements may include: user’s requirements for cosmetics such as whitening, beauty, heavy makeup, light makeup, color, appearance, etc., user’s physical factors such as skin quality, hair quality, height, weight , shape, etc. on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, various factors that affect demand and the degree of impact on demand, etc.
- Relevant rules and elements of health needs may include: user’s health status/disease/treatment plan/surgery/drug/medical device/checkup/physiotherapy/rehabilitation/health care/exercise, etc.
- Requirements for cosmetics may also include: requirements The degree, sorting, effectiveness, evaluation of users/makeup artists/experts, factors affecting demand and the degree of impact on demand, etc.
- the cosmetics database may also include the influence of relevant factors affecting the demand for cosmetics on the demand for cosmetics, the corresponding relationship, and a method for adjusting the demand for cosmetics after the relevant factors affecting the demand for cosmetics change.
- the relevant rules on the rationality and suitability of cosmetics in the cosmetics database may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. That is, the relevant rules for the rationality and suitability of cosmetics may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, relevant rules for health requirements, relevant rules for contraindications, relevant rules for caution/attention, interactive Relevant rules, related rules of allergy, related rules of shelf life, related rules of time, related rules of dosage, related rules of adverse reactions, related rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare At least one of relevant rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules may also include other rules related to the rationality and suitability of cosmetics.
- the relevant information and rules related to the rationality and suitability of cosmetics in the cosmetics database include: relevant information/conditions/requirements/attributes/values of cosmetics, such as raw materials, ingredients, origin, manufacturers, processing methods, brands, Usage method and condition, makeup time, makeup time, maintenance time, storage, content, packaging, price, trace element content, mineral content, shelf life, daily frequency, time interval, time/daily dosage, time/day extreme amount, etc.
- the method of using cosmetics can specifically include: techniques, tools, parts, distribution, sequence, level, weight, thickness, interval time, etc.
- It can also include: basic user information, skin quality, hair quality, group information, group classification, cosmetic templates for different groups of people, religious belief information, cosmetic usage habits, genetic related information, disease information, medical history information, allergy history information, symptoms , indicators, metabolic information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, environmental information, season/climate information, drugs/medical equipment/health care products/cosmetics Use-related information, insurance-related information, ability/willingness to pay, risk assessment, infection prevention, first-aid measures, index control, preparation and requirements, contraindications, related protection, nutritional support and other elements, and can also include cosmetics for occasions , light, location, background, wind, identity, activity (task) role, clothing, accessories, object/audience, make-up artist/your own make-up level and style adaptability and requirements.
- group information may include specific age, gender, development status, marital status, childbearing status, work status, study status, exercise status, living status, physiological status, psychological status, genetic status, economic status, ethnicity/ Specific group information such as religion/native place/living area.
- Genetic related information includes: genetic information, genetic information variation/change information, genetic defect information, genetic medical history, family medical history and other information.
- Disease information includes: disease, diagnosis, symptom, symptom type, symptom, indicator, pulse condition, tongue diagnosis, complexion and other information.
- Medical history information includes medical history, surgical history, radiotherapy history, chemotherapy history, psychotherapy history, physical therapy history, immunotherapy history, gene therapy history, and other information.
- Physiological development information includes: growth and development, physiological stage, fertility and other information.
- Marriage information includes marriage history, birth history, sex life and other information.
- Physiological conditions include: physical fitness, nutritional status, hearing, vision, taste, smell, touch, breathing, motor coordination, digestion, absorption, excretion, sexual function, etc. and the level of related abilities.
- Mental/intellectual conditions include: mental illness, emotions, feelings, intelligence, attention, memory, perception, communication skills, expressive skills, etc.
- Life/work/study/sports/entertainment information includes: work and rest, sleep, work, study, entertainment, sports and other related information.
- Environmental information includes: temperature, humidity, air pressure, season, altitude, air quality, terrain, landform, oxygen content, light, ultraviolet rays, radiation, electromagnetic waves, noise, epidemics, plants and other information.
- Insurance-related information includes medical benefits, medical insurance, commercial insurance, etc.
- Nutritional support includes: water, calories, protein, trace elements, sugar, salt, fat, carbohydrates, minerals, amino acids, vitamin testing, content standards, supplementary dosage, etc.
- Cosmetic templates for different groups of people include: cosmetics for people of different ages/genders/skin types/hair types/races/ethnicities/regions/religions/countries/places of origin/seasons/climates/work/study/sports/leisure/sleep/rest etc. needs/preferences etc.
- time information includes: makeup time, makeup time, maintenance time; time element attributes related to natural rhythms such as: year, month, day, day/night, morning/morning/noon/afternoon/evening/night , seasons, solar terms, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routines such as: getting up, before/during meals/after meals, Before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate exceeds a certain value Time value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when depressed, when feeling fearful, when excited, etc.; time element attributes related to treatment methods such as: the day before a certain examination, 3 hours after a
- Each rule in the cosmetics database also includes the situation that each element needs to be combined to take effect.
- the relevant rules can be defined by the comprehensive conditions after the combination of multiple elements according to the multi-level and/or/non relationship and the relationship defined by the relevant formula. Including the case where the correlation rule is related to the time dimension.
- the cosmetics database of the present invention is based on various cosmetic instructions, cosmetics use guides, beauty magazines, nutritional composition of cosmetics, raw material origin and grade specifications, processing method guides and books, nutrition guides and books, industry norms, teaching materials, experts Consensus, relevant meeting minutes, papers, monographs, inventions, scientific inferences, experimental reports, test reports, analysis reports, test reports, reports/reports, user ratings, test reports, approval documents, relevant regulations, relevant religious beliefs, relevant customs, Relevant guidance, relevant policies, relevant systems, relevant catalogs, relevant literature, relevant price policies, relevant insurance payment agreements, other literature, and other professional/authoritative research results can also be based on evidence-based medicine/nutrition methods, or probabilistic speculation based on existing data, may also include databases established from sources such as various weights/various levels/various sorts that need to be manually set, and may also include data based on information reorganization/information analysis/big data
- the database established by analysis can also include the database established through artificial intelligence deep learning, the database obtained through data mining analysis, or
- the cosmetics database can also be a database established by combining the above methods.
- the database can be updated by version, or it can be updated in real time based on actual data.
- the cosmetic database can be a relational database or a non-relational database; it can be a table database, a graph database, or a knowledge graph database; related data can be structured data or unstructured data.
- Step 2 Obtain the goal of user cosmetic recommendation.
- the goal of user cosmetic recommendation is the purpose that the user hopes to achieve through cosmetics.
- the goals recommended by users for cosmetics can include: whitening, beauty, moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning, etc., shaping or playing a certain role/image/task, matching of clothing/accessories, It has auxiliary protective functions against radiation hazards, improves growth and development, removes acne, removes chloasma, improves skin moisture, improves skin oil, etc. It can also include the occasion, lighting, location, background, wind, identity, clothing, accessories, activity/task role, object/audience, makeup artist/own makeup level and style of makeup application.
- the source of the target for obtaining the user’s cosmetic recommendation can be: the user’s self-reported or pre-set target; the user’s doctor’s order, medical record/electronic medical record, diagnosis report, inspection/test results, monitoring results, nutritional assessment report; user-related cosmetic preferences, status , physiology, beliefs; pre-set time, season, hour, interval, cycle and other information; pre-set ways to monitor changes in various physiological indicators.
- Step 3 Obtain the actual information of the relevant elements of the user
- the actual information of the relevant elements of the user is the actual information of the user related to the relevant elements of the rules in the cosmetics database, including but not limited to: basic information of the user, economic status, work and rest time, disease, medication, operation, environment, climate, emotion, religion Belief information, cosmetic habits, allergy history information, metabolism information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, insurance-related information, ability/willingness to pay, etc. .
- the taboo rule of a certain cosmetic is that pregnant women should use it with caution, so whether the user is pregnant or planning to become pregnant is the actual information of the relevant elements of the user.
- the collocation of various cosmetics included in the cosmetic plan is also relevant element actual information of the user.
- the source of obtaining the actual information of the user's relevant elements may be the user's personal information database, health records, family or family member health records, doctor's orders, medical records, drug records, prescriptions, electronic medical records, medical institution information systems, pharmacies/ Drug store information system, medical records, treatment records, evaluation reports, consultation records, investigation records, work and rest records/plans, cosmetic records/plans, shopping records/plans, medication records/plans, treatment records/plans, exercise records/plans , work records/plans, study records/plans, rehabilitation records/plans, health care records/plans, inspections/checklists, surgery plans/records, health management plans, bills of charge, clinical treatment paths, inspection/test results, operation settings /records, genetic testing results, can also be obtained from user/doctor/nurse/caregiver usage/prescription/recommendation records, and can also be obtained from various wearable devices, sensors, electronic devices, electronic positioning systems, weather forecast systems, electronic Temperature and humidity/air pressure
- the analysis can also be obtained by analyzing the user's race/family/region/age/marriage/birth and other related information. Missing information can also be provided or improved by the user, or the highly relevant information can be actively prompted to the user/makeup artist to observe, monitor, check, inquire, analyze, confirm, record whether there is a relevant situation or obtain relevant indicators /Performance/feeling/symptoms/physiological changes, the correlation is set or through data analysis to put all relevant elements according to the rationality and suitability of cosmetics in terms of effectiveness, safety, economy, suitability/convenience/compliance
- the importance of gender and other aspects can be graded or sorted, and the information with higher importance can be set as the information that must be completed or the next step cannot be carried out.
- Evaluation reports include physical, psychological, economic and so on.
- Intelligent detection/analysis equipment includes: smell, image, sound, pulse condition, X-ray film, CT, nuclear magnetic resonance, ultrasonic examination, brain wave, mass spectrometer, tongue analysis, fundus examination, gastroscope, colonoscopy, catheter, minimally invasive mirror , heart rate, blood oxygen level, blood pressure, blood sugar, blood lipid, body temperature, blood test, urine test, stool test, pulse measurement/analysis equipment, weight/body fat scale, etc.
- Step 4 Analyze and calculate the target of the user's cosmetic recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend a cosmetic solution suitable for the user.
- the cosmetic scheme of the present invention may include: the selected cosmetic or cosmetic combination, the method of using the cosmetic or cosmetic combination, the purchase price/purchase route/delivery route of the cosmetic, storage method, suitable makeup artist and other information at least one item.
- the cosmetics intelligent recommendation method of the present invention also includes analyzing the user's actual cosmetics demand from the target of the user's cosmetics recommendation and the actual information of the user's relevant elements. Analyzing the user’s actual cosmetic demand is to find the most suitable cosmetic demand for the user’s actual situation through the analysis and calculation of the relevant rules of cosmetic demand based on the target of the user’s cosmetic recommendation and the factors related to the cosmetic demand in the actual information of the relevant elements of the user. It may be by finding the most suitable demand template from the cosmetic demand analysis template, and then adjusting the demand according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user.
- Adjustment includes making appropriate adjustments to needs based on differences in factors such as skin quality, hair quality, basal metabolism, exercise, disease, surgery, rehabilitation, study, work, rest, emotion, medicine, physical therapy, environment, season, and climate.
- Factors that affect demand can include: region, climate, season, environment, race, genetic information, gender, ethnicity, age, developmental stage, developmental status, birth status, sports, study, work, work and rest, mental status, disease status, Indicators, parameters, symptoms, conditions of systems/organs/tissues, nutrients/energy/water, etc.
- the user's actual demand for cosmetics refers to the analysis of the user's actual demand for cosmetics based on the user's cosmetic recommendation goals and the user's actual information on relevant elements, combined with the user's physical condition and cosmetic use preferences, etc.
- the actual demand is based on the goal of the user's cosmetics recommendation. If there is no specific requirement for the goal of the user's cosmetics recommendation, the most suitable user's actual situation or the most beneficial demand for the user can be defaulted.
- the actual needs of users for cosmetics can include: the type of cosmetics, brand, various material components, moisture, convenience, timeliness, price, style, shape, production method, origin, raw materials, economic cost, user experience, etc.
- the demand can also include the specific demand quantity.
- the user's actual cosmetic needs, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended.
- the specific method can be to screen out qualified cosmetics or cosmetic combinations from the cosmetics database according to relevant information and rules. It is also possible to establish a cosmetics selection template in the cosmetics database, filter the matching templates according to the user's needs and the actual information of relevant elements, and recommend them to the user according to the cosmetics or cosmetics combinations in the matching templates.
- the cosmetic selection template can be completed by manual setting, computer setting, manual combination of computer setting and other methods.
- the goal of the user's cosmetics recommendation and the user's actual cosmetics demand can be multi-level corresponding to each other.
- the user’s cosmetic recommendation goal is anti-aging
- the user’s actual cosmetic demand can be based on the actual information of the user’s own condition, combined with comprehensive analysis such as hydration, nutrition supplementation, cleaning and impurity removal, etc. to obtain the user’s actual cosmetic demand, and then give
- the recommended cosmetic solution can be a cosmetic solution composed of multiple different types of cosmetics, which can comprehensively play an anti-aging effect.
- the cosmetics intelligent recommendation method of the present invention can recommend cosmetics suggestions or cosmetics solutions suitable for users according to different cosmetics recommendation goals of users.
- Cosmetic suggestions can be given, such as using or not using a certain type of cosmetics, etc., or recommend a cosmetic solution for a period of time, such as cosmetic solution recommendations during injury recovery/cosmetic solution recommendations for pregnant women, etc., can also recommend a single Cosmetic solutions, such as recommendations for cosmetic solutions for festive dinners, etc.
- a cosmetics intelligent recommendation method of the present invention may also include recommending different cosmetics usage methods according to the recommended cosmetics plan for the user and the user's purpose of using the cosmetics. For example: According to the cosmetic scheme and the user’s purpose of use, it is possible to recommend a suitable method for the user, including specific use steps and operation methods for each step for different cosmetics or cosmetic combinations, including: techniques, tools, parts, distribution, and order , level, weight, thickness, interval time, etc. By recommending specific usage methods of suitable cosmetics/combinations, it is possible to avoid failure to achieve the goal of cosmetic recommendations due to poor makeup effects caused by improper use by users.
- the cosmetics intelligent recommendation method of the present invention can not only recommend cosmetics for a single user, but also recommend cosmetics for a group of users, such as: according to the group of users, age, gender, purpose, preference, religion, ethnicity, Place of origin, budget, interests, health status, etc. Recommend the cosmetic plan of the performance team, or recommend the cosmetic plan of the airline, etc.
- the cosmetic intelligent recommendation method of the present invention can be used to perform intelligent recommendation of cosmetics.
- This avoids the problem of unreasonable and inappropriate cosmetics caused by possible cosmetic demand information in the process of formulating cosmetics, or the difficulty of obtaining individualized information of users, and human errors, thereby effectively reducing the cost of cosmetics. Risks related to effectiveness, safety, economy, suitability, etc.
- a cosmetics intelligent recommendation method of the present invention while recommending cosmetics and usage methods, can also recommend: the purchase price/purchase route/delivery route, storage method of cosmetics, and the makeup level or pursuit of the user when the cosmetics are used For a better makeup effect or a more comfortable makeup experience, recommend suitable makeup artists for users, including makeup artist grades/prices/workplaces/service hours/time required for makeup, etc.
- the relevant rules of contraindications and their elements in the relevant rules of rationality and suitability of cosmetics in the cosmetics database can include: region/climate/season/environment/genetic information/gender/ethnicity/age/development stage/development status/birth status/ Mental status/disease status/indicator/parameter/symptom/exercise/pregnancy/time/schedule/occupation/driving, etc.
- taboos can also include the reasons for the taboos in cosmetics, the relationship between various factors that may affect the taboos and the taboos, the guidance and reminders/warning information of relevant users/makeup artists/experts, the consequences of the taboos in the above situations, the level of the corresponding taboos, The degree, ranking, incidence rate, users/makeup artists/experts’ contraindication-related evaluations, and the discovery and remedial measures of contraindications in the above situations.
- Relevant rules and elements that require caution/attention may include: disease/sports/pregnancy/development/season/climate/environment/time/work and rest/occupation/driving, etc.
- reasons that require caution or attention for cosmetics which may affect caution or attention
- Interaction-related rules refer to the influence of cosmetics on absorption, use effect, and metabolism, including the relevant rules on the interaction between ingredients and elements, that is, if there is interaction/interaction between cosmetics, it should be avoided or used with caution And in the process, we should pay special attention to monitoring and make protective preparations.
- the relevant rules and elements of the interaction may include: the influence of cosmetics and absorption, use effect, metabolism, consumption, storage and other factors, as well as factors such as the amount/way/method/interval time/frequency between cosmetics and other cosmetics.
- Other factors that may have an impact on the above interactions/interactions include: user genetics related factors, life and work related factors, nutrition related factors, disease/treatment history related factors, family medical history, allergic factors, work/study/sports/activity related factors Factors, environment-related factors, physiological/psychological/learning/sleep/exercise/emotional/metabolism/vision/hearing/intelligence/attention/appetite/immunity/growth/development/memory/fertility and other state/status/level factors, age-related factors, factors related to physiological functions, factors related to reproductive status, factors related to sexual life status, and other factors and items that may enhance/decrease/change the above-mentioned interactions/interactions, and the impact of these factors and items on the relevant interactions/interactions The specific impact mode, impact result and impact degree and so on.
- Interaction-related rules may also include: reasons for the existence of interaction/interaction in cosmetics, guidance/warning information for relevant users/makeup artists/experts, consequences of interaction/interaction that may occur in the above situations, reasons for interaction/interaction Level, degree, ranking, probability of occurrence, degree of danger/benefit, user/makeup artist/expert's evaluation of the relevant interaction/interaction, and the discovery and remedial measures of the above-mentioned interaction/interaction, etc.
- Allergy-related rules and its elements may include the composition and action principles/mechanisms of cosmetics that may cause allergic reactions.
- Specific elements include: ingredients, nutritional composition, processing methods, raw materials, irritation, size, weight, heavy metal content, toxicity, Odor, shape, specification, packaging, material, additives, preservatives, etc. and their relevant concentration, content and other related information.
- Allergy-related rules may also include: the user's physique, age, gender, height, weight, development-related information, fertility-related information, sexual life-related information, genetic-related information, climate/air quality/humidity/season/ Temperature, user's disease/symptoms/indicators/feelings/emotions, user's work status/study status/rest status/exercise status/nutrition status/cosmetic status/work and rest time/immunity status, user's drugs/surgery/chemotherapy/radiotherapy/phototherapy /Hypertherapy/Magnetic Therapy/Electrotherapy/Electromagnetic Therapy/Sound Therapy/Immunotherapy/Gene Therapy and other methods of treatment history or treatment or planned treatment, the user's family medical history/disease history/allergy history/genetic disease history/regional epidemic history/ Smoking history and other information that may be related to allergies.
- Allergy related rules may also include: possible manifestations and consequences of allergic reactions under different conditions, causes and mechanisms of allergies, relationship between factors that may affect allergies and allergies, guidance/warning information for relevant users/makeup artists/experts , the level, severity, sorting, occurrence probability of allergic reactions, users/makeup artists/experts' evaluation of related allergic reactions, discovery of related allergic reactions and remedial measures in the above situations, etc. You can also set the conditions for allergy testing. If the user's condition meets the relevant conditions, you need to pass the allergy test and the result is negative.
- the relevant rules and elements of the shelf life may include: the production date, processing time, shelf life, storage method, storage requirements, appearance changes and judgment methods of cosmetics beyond the shelf life, etc., guidance/warning information for relevant users/makeup artists/experts, The situation, severity, probability of occurrence and remedial measures that may be caused by the use of cosmetics beyond the shelf life.
- Time-related rules and their elements may include: the best time to use cosmetics, makeup time, makeup time, duration, intermittent time, intermittent time, use cycle, use frequency, onset time, expiration time, end time, etc.
- Time-related rules can be defined and stored in different time attribute types.
- Time-related element attribute types include time element attributes related to natural rhythms, such as: year, month, day, day/night, morning/morning/noon/afternoon/evening /Night, season, solar term, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routine and life rules such as: getting up, before meal/during meal/meal After, before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate When exceeding a certain value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when feeling depressed, feeling fearful, excited, etc.; time element attributes related to cosmetics such as: the day before a festival, 3 hours after a game, changing When a certain medicine
- the relevant rules of time may also include: various factors that may affect time and their relationship with the time of cosmetics, and may also include possible consequences and related remedial measures when cosmetics are not used in accordance with the reasonable time in relevant rules, and may also include Between time and the actual information of the relevant elements of the user, the mutual conversion relationship between different time attribute types and the calculation and mutual conversion relationship with the international standard time and the time of each time zone are required.
- the relevant rules and elements of usage amount may include: cosmetic specifications, ingredient composition, packaging, dosage, quantity, size, frequency of use, concentration, method, scope, amount of each ingredient, etc., including items that require unit/data conversion
- the information may also include: the amount of use may be affected by the purpose of use, applicable population, corresponding indications/indications, corresponding health status evaluation items, corresponding environment, efficacy, usage, user drugs/medical devices/health products/cosmetics/cosmetics/medical Inspection and testing, user work/study/sports related information, user sex life/work and rest time/genetic information and other factors and their impact results. It can also include information such as single usage/extreme amount, single-day usage times/frequency, single-day usage/extreme amount, total amount, and extreme amount. It may also include possible consequences and remedies that may occur when cosmetic products are not used in the correct amount.
- Relevant rules and elements of adverse reactions may include: the relationship between cosmetic processing methods/ingredients/dosage/time/frequency/interval/protective measures and possible adverse reactions, as well as factors that may affect adverse reactions and adverse reactions It can also include: symptoms/indicator signals/manifestations/feelings/severity/harm of adverse reactions, treatment of adverse reactions, prevention methods of adverse reactions, remedial measures after adverse reactions occur, etc.
- the relevant rules and elements of the monitoring/evaluation measures before/middle/late use may include: symptoms, indicators, feelings, emotions, physiological functions, motor abilities, learning Ability, work skills and other items that may need to be monitored/evaluated, and the significance of the effectiveness, safety, economy, suitability/convenience/compliance of the cosmetics corresponding to the different values/ranges of the monitoring/evaluation results of each item, It can also include the setting of reminder levels for the monitoring/evaluation projects that need to be carried out at different stages, the setting of the target range that needs to be achieved by the monitoring/evaluation results of each project, the goal can be set and the reminder grading, and the monitoring/evaluation results of each project. Adjustment method/usage/time etc. needed to reach the target range. It may also include possible consequences and related remedial measures when the monitoring/evaluation results of each project do not meet the target range.
- Relevant rules and elements of medical insurance/benefits may include: whether cosmetics belong to medical benefits/medical insurance or commercial insurance coverage and conditions, objects, ratios, calculation methods, amounts, etc., may also include restrictions on relevant constraints, and may also include prices , single cost, single day cost, single course cost, total cost and other information.
- Economic rules and their elements can include: consumption/cost of cosmetics, single fee, single day fee, single course fee, total fee, average per time, per capita, daily average, monthly average fee limit, in different cosmetics/ Expense restrictions for different items/users, etc. may also include pre-setting economic indicators related to cosmetics according to the actual economic capacity and budget of the user.
- the rules of availability and its elements may include: the output of cosmetics, the distance of transportation, the timeliness requirements of transportation, the difficulty of processing/production, the scarcity/seasonality/regionality of cosmetics, the number of suppliers, and the qualification/fee of reservation requirements, scheduled wait times, and other factors that may be relevant to availability.
- Relevant rules and elements of administrative management may include: relevant regulations/requirements for raw materials of cosmetics, relevant regional regulations/requirements, relevant regulations/requirements for makeup artists, relevant regulations/requirements for users, relevant regulations/requirements for hygienic conditions, hygienic licenses for practitioners/ Relevant regulations/requirements for practicing qualifications, relevant regulations/requirements for key monitoring, relevant regulations/requirements for abnormal early warning, relevant regulations/requirements for price policies, relevant regulations/requirements for the number of days, relevant regulations/requirements for the amount, etc.
- the cosmetics intelligent recommendation method of the present invention also includes reminding the user/makeup artist/expert of various situations, risks and detection/discovery methods that may occur when/after the user uses the relevant cosmetics, as well as related preparation and response methods, and Issue alerts, prompts, or initiate remedial actions when conditions are found.
- the cosmetic intelligent recommendation method of the present invention can recommend either a single cosmetic, or a cosmetic scheme or combination. You can recommend cosmetics for a single time, or recommend cosmetics for a period of time. Cosmetic recommendations can be static or dynamically adjusted according to changes in demand or the effects of cosmetics.
- the cosmetic intelligent recommendation method of the present invention may also include: for each cosmetic or cosmetic solution under various conditions, analyze and calculate the analysis results of the cosmetic or cosmetic solution in each analysis item according to the relevant rules in the cosmetic database, respectively Set the corresponding level/score value, and set the relative weight of each analysis item according to the actual situation, so that when making cosmetics intelligent recommendation, the corresponding level/score value and The relative weight of each analysis item is used to calculate the comprehensive level/score of relevant cosmetics or cosmetic solutions, so as to provide comprehensive recommendation results or comprehensive priority ranking for intelligent recommendations of cosmetics or cosmetic solutions under this condition, including relevant cosmetics or cosmetic solutions. Comparison between cosmetic regimens.
- the relevant rules R of the rationality and suitability of cosmetics include m sub-items, such as the relevant rules of requirements, the relevant rules of contraindications and other items.
- g j (X) represents the grade/score corresponding to the results of the analysis items of the cosmetic or cosmetic scheme X in the sub-rule r j , and the analysis and calculation of the cosmetic or cosmetic scheme X in the sub-rule r j may obtain k kinds of results
- pr j1 (X) means that cosmetics or cosmetic scheme X is analyzed and calculated in sub-item rule r j to obtain the set of actual conditions corresponding to the first analysis result
- pr jk (X means that cosmetic or cosmetic scheme X is analyzed and calculated in sub-item rule r j
- the set of the actual situation corresponding to the kth analysis result is obtained through analysis and calculation in the middle.
- the level/score value corresponding to the first analysis result is set as V j1
- the level/score value corresponding to the kth analysis result is set as V jk .
- P represents the actual situation, the set corresponding to which result P belongs to, and g j (X) is equal to the corresponding set level/score.
- G(X) represents the overall grade/score of cosmetic or cosmetic regimen X.
- T j represents the relative weight of the analysis item of sub-item rule r j .
- the condition for intelligently recommending cosmetics is that the comprehensive level/score of the cosmetic is higher than the set level/score.
- the level/score setting can be continuously optimized and adjusted during use.
- the recommendation result of the cosmetic intelligent recommendation method of the present invention can be a cosmetic or cosmetic solution that is most suitable for the user, or a recommendation list that meets the needs of the user, and the comprehensive level/score ranking is recommended according to the number of recommendations set in advance Top few cosmetics or cosmetic regimens.
- the level/score value of each analysis item or the level/score value combination of multiple analysis items can also be set as a mandatory item. If the required item fails, the cosmetic cannot be recommended.
- the contraindication rule of cosmetics can be set as a mandatory item, if there are contraindications in cosmetics, the recommendation result of the cosmetics is not recommended.
- the weight is set according to the importance of each analysis item. If an analysis item is important, the weight of the analysis item can be set high; if an analysis item is not important, the weight of the analysis item can be set low; if it is not required at all when calculating the comprehensive level/score of cosmetics Considering a certain analysis item, the weight of the analysis item can be set to 0.
- the recommended cosmetics scheme can also be optimized for different target requirements.
- user goals can correspond to multiple actual needs, and the needs may affect each other and cannot be fully satisfied.
- the recommended cosmetic solution needs to be optimized for different needs to obtain the optimal cosmetic solution. Or provide a certain number of optimal cosmetic solutions for the user to choose.
- the cosmetics intelligent recommendation method of the present invention can also evaluate the actual effect of cosmetics/scheme recommendations for different users.
- the evaluation can be one-time evaluation and/or long-term use effect evaluation, and the cosmetics regimen can be optimized according to the evaluated effect . It is also possible to conduct artificial intelligence deep learning/big data analysis on a large amount of use effect evaluation data, optimize the relevant rules of cosmetics recommendation, and improve the actual effect of cosmetics recommendation.
- the various data acquired by the cosmetic intelligent recommendation method of the present invention can be all data, or data with certain conditions can be set according to needs, for example: data within a certain period of time, the user's status in a certain hospital/department /doctor's data etc.
- the cosmetics intelligent recommendation method also includes using the cosmetics multi-dimensional element attribute dictionary to process data and Matching/comparison of related information and rules in the cosmetics database, including fuzzy matching algorithm.
- the multi-dimensional element attribute dictionary of cosmetics contains at least one of the standard dictionary, corresponding dictionary of different names, and fuzzy matching dictionary of the attributes of various elements related to cosmetics, including the different names, structures, combinations and mutual correspondences of the attributes of each dimension element involved in the above items relationship data.
- Comparing the obtained information with the relevant information and rules in the cosmetics database can be by comparing the obtained original information with the dictionary corresponding to the different names of each item carried in the cosmetics multi-dimensional attribute dictionary in the cosmetics database, or by first comparing the obtained The original information is converted to each standard dictionary and then compared with the cosmetics database, or the obtained original information is fuzzy matched with each dictionary of the cosmetics database, or a combination of the above methods is used.
- the cosmetic multi-dimensional feature attribute dictionary can be established separately or included in the cosmetic database.
- the cosmetic multi-dimensional element attribute dictionary for matching, it can also be processed by voice recognition technology, semantic recognition technology, translation of different languages, OCR recognition technology, virtual reality technology, augmented reality technology, gesture recognition technology, etc. Matching/comparison of the acquired information with relevant information and rules in the cosmetics database.
- the cosmetics intelligent recommendation method may also include a user personal information database, which is used to obtain the actual information of the user's relevant elements and provide or supplement the user's relevant information when recommending cosmetics for the user.
- the user's personal information database includes user-related information, including: user basic information, skin quality, hair quality, cosmetic preferences, religious beliefs, genetic related information, and family health-related information such as family medical history, medical history, allergy history, and regional epidemics.
- Medical history medication history, operation history, study status, work status, exercise status, family status, living environment, hobbies, compliance status, tolerance status, medical insurance status, and physiology/psychology/study/work/physical fitness/sleep /sports/emotions/metabolism/vision/hearing/intelligence/attention/cosmetics/immunity/growth and development/memory/fertility status and schedule and other information.
- the data acquisition method of the user personal information database includes acquisition or analysis after access from other information systems, equipment or databases, or manual entry, or new data that is continuously acquired and analyzed during the use of database-related information , or a combination of the above methods.
- the recommendation results of the cosmetics intelligent recommendation method for the user can be used to remind, warn, limit, prohibit, assist, guide the user/makeup artist/expert to choose or recommend cosmetics. It can also be used for users/makeup artists/experts and recommendation/management/guidance/consultation positions or second-level recommendation/management/guidance/consultation centers to discuss the data basis and advanced of cosmetic use/recommendation/purchase/payment/insurance recommendation optimization programs Data base for post replies/auto-responders. It can also be used as the basis for professional level evaluation/professional normative evaluation/performance evaluation/performance appraisal of makeup artists/experts and other personnel afterwards.
- the application of the rationality analysis of each analysis item may be a pre-event/during-event recommendation mode, or an after-event evaluation mode.
- the various recommendations, assessments, reports and other output information of the cosmetics intelligent recommendation method can be completed manually by professionals according to the cosmetics database and various data, or manually with the support of the system, or the system can Automatic completion can also be completed automatically by artificial intelligence, or it can be completed in a combination of system/artificial intelligence completion part and manual completion part.
- the form of application/output of relevant cosmetic recommendation results can be reminders, notifications, reports, reports, system authority restrictions, system process restrictions, control of related systems/equipment/files/authorities, etc.; it can also provide relevant interfaces to communicate with other Management system docking implementation; it can also be an application that provides recommendation results and the user manually implements the relevant recommendation results.
- the identification, confirmation, login, and electronic signature of users, experts, and related roles of the cosmetic intelligent recommendation method, as well as the storage, transmission, and application of personal information, doctor's order information, and various analysis results, can be achieved through various This method is used for encryption to prevent related identities/permissions from being stolen or information leaked.
- the encryption algorithms include symmetric encryption algorithms and/or asymmetric encryption algorithms, such as: encryption algorithms for large integer decomposition problems, encryption algorithms for discrete logarithm problems, and elliptic curve encryption algorithms, such as blockchain technology, etc.
- the encryption hardware can Using keys, dongles, encrypted hard disks, etc., can also be combined with user equipment hardware, network addresses, etc. for encryption, and the above methods can also be combined for encryption.
- the data transmission method of the cosmetic intelligent recommendation method can be a data line method, a wired network, a wireless transmission method, a radio frequency identification method, a magnetic card reading and writing method, a mobile hard disk method, an NFC method, a bar code method, and a two-dimensional code method.
- Wireless transmission methods include: infrared, bluetooth, wifi, microwave, visible light wave, telecommunications wireless network, ultrasonic/sound wave, radio and other methods.
- the cosmetic intelligent recommendation method can be used on a stand-alone machine, or can be used by users with access-type external hardware such as mobile hard disks, boxes, cards, etc., or can be installed on a local server to support local users, or can be installed on a
- the private cloud server supports the use of private cloud users, and can also be installed on the Internet to provide services to Internet users.
- FIG. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention. As shown in the figure, the cosmetic intelligent recommendation system includes:
- Database unit 11 for storing the cosmetics database
- the first information acquisition unit 12 is used to acquire the target of the user's cosmetic recommendation
- the second information acquisition unit 13 is used to acquire the actual information of the relevant elements of the user;
- the intelligent recommendation unit 14 is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics suitable for the user.
- the cosmetic intelligent recommendation system of the present invention is formed by using the cosmetic intelligent recommendation method of the present invention, and the structural features are one-to-one correspondence. You can refer to the description of the aforementioned cosmetic intelligent recommendation method, which will not be repeated here.
- the cosmetics intelligent recommendation system of the present invention can intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics plans and solutions that are more in line with actual needs, thereby improving the user's cosmetics use effect and avoiding unreasonable cosmetics. damage caused.
- the present invention also proposes a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the above-mentioned method for intelligently recommending cosmetics are realized.
- a computer-readable storage medium of the present invention has a one-to-one correspondence with the technical features of a method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics of the present invention, and reference may be made to the aforementioned method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics The description of the intelligent recommendation system will not be repeated here.
- the present invention provides a method, system and computer storage medium for intelligent recommendation of cosmetics.
- the method for intelligent recommendation of cosmetics includes: establishing a cosmetics database; The goal of cosmetics recommendation, the actual information of relevant elements of the user, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended.
- the cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit.
- the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
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Abstract
Sont divulgués un procédé et un système de recommandation de produits cosmétiques intelligent, ainsi qu'un support d'enregistrement informatique. Le procédé de recommandation de produits cosmétiques intelligent consiste à : établir une base de données de produits cosmétiques ; acquérir une cible de recommandation de produits cosmétiques d'utilisateur ; acquérir des informations réelles d'éléments pertinents d'un utilisateur ; effectuer un calcul analytique sur la cible de recommandation de produits cosmétiques d'utilisateur, les informations réelles des éléments pertinents de l'utilisateur, et des informations et des règles pertinentes dans la base de données de produits cosmétiques, et recommander de manière intelligente une solution de produit cosmétique appropriée pour l'utilisateur. Le système de recommandation de produits cosmétiques intelligent comprend : une unité de base de données, une première unité d'acquisition d'informations, une seconde unité d'acquisition d'informations et une unité de recommandation intelligente. Au moyen du procédé et du système de recommandation de produits cosmétiques intelligent et du support d'enregistrement informatique de la présente invention, les besoins en produits cosmétiques et les risques potentiels d'un utilisateur sont analysés de manière intelligente, ce qui aide l'utilisateur à formuler et à sélectionner des produits cosmétiques qui répondent mieux à ses besoins réels, améliorant ainsi les résultats de soin de la peau et les conditions de santé de l'utilisateur, et évitant de blesser l'utilisateur en raison de produits cosmétiques inappropriés.
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| CN202180002107.8A CN113795835A (zh) | 2021-08-08 | 2021-08-08 | 一种化妆品智能推荐的方法、系统和计算机存储介质 |
| PCT/CN2021/111377 WO2023015402A1 (fr) | 2021-08-08 | 2021-08-08 | Procédé et système de recommandation de produits cosmétiques intelligent, et support d'enregistrement informatique |
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| PCT/CN2021/111377 WO2023015402A1 (fr) | 2021-08-08 | 2021-08-08 | Procédé et système de recommandation de produits cosmétiques intelligent, et support d'enregistrement informatique |
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| CN117473110A (zh) * | 2023-12-27 | 2024-01-30 | 成都白泽智汇科技有限公司 | 一种结合区域环境特征辅助的妆容匹配方法 |
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| CN117351545B (zh) * | 2023-10-11 | 2024-03-15 | 广东圣千科技有限公司 | 一种基于大数据挖掘的护肤管理方法及系统 |
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| CN117473110B (zh) * | 2023-12-27 | 2024-03-12 | 成都白泽智汇科技有限公司 | 一种结合区域环境特征辅助的妆容匹配方法 |
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