CN108766512A - Health data management method, apparatus, computer equipment and storage medium - Google Patents

Health data management method, apparatus, computer equipment and storage medium Download PDF

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Publication number
CN108766512A
CN108766512A CN201810547720.8A CN201810547720A CN108766512A CN 108766512 A CN108766512 A CN 108766512A CN 201810547720 A CN201810547720 A CN 201810547720A CN 108766512 A CN108766512 A CN 108766512A
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data
user
service
medical
health
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CN108766512B (en
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张峰
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Kang Keyi Information Technology (shenzhen) Co Ltd
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Kang Keyi Information Technology (shenzhen) Co Ltd
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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/10ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to drugs or medications, e.g. for ensuring correct administration to patients
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/30ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to physical therapies or activities, e.g. physiotherapy, acupressure or exercising

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  • Engineering & Computer Science (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Data Mining & Analysis (AREA)
  • Biomedical Technology (AREA)
  • Databases & Information Systems (AREA)
  • Pathology (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

This application involves a kind of health data management method, apparatus, computer equipment and storage mediums.The method includes:Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;The corresponding user characteristics of user identifier are calculated according to log-on data, behavioral data and medical data;Multiple service items are obtained, corresponding service keyword is extracted according to service item;User characteristics are matched with service keyword, obtain multiple recommendation service projects;The prompt message that health control is generated using multiple recommendation service projects, will be prompted to information and is sent to the corresponding terminal of user identifier.The above method can be obtained the relevant comprehensive data of user, the prompt message of health control generated according to recommendation service project, information is will be prompted to and is sent to corresponding terminal by calculating the corresponding user characteristics of user identifier.It is possible thereby to recommend optimum multiple service items to every user, comprehensive and personalized health control is carried out to user to realize.

Description

Health data management method, apparatus, computer equipment and storage medium
Technical field
This application involves field of computer technology, are set more particularly to a kind of health data management method, apparatus, computer Standby and storage medium.
Background technology
With the development of society, the increasing of people's the accelerating rhythm of life and operating pressure, brings a series of strong Kang Wenti, people also increasingly increase the concern of self health status, therefore a variety of health control softwares occur, including fortune Dynamic software and recipe software etc..Wherein, motion software can be directed to the personal data of user, such as height, weight and age Deng, propose health motion mode, recipe software can according to the eating habit or fitness of user, provide health diet Standard and breakfast, lunch and dinner recipe etc..
But each product on the market, the direction being related to all are relatively independent, and people are soft using this kind of health control When part, the content that can only be provided according to software executes and the health control of corresponding direction, and the health that this kind of health-oriented products provide Managed Solution can not be directed to different user crowds and provide reliable health comprehensively due to only having collected the partial data of user Managed Solution.
Invention content
Based on this, it is necessary to which in view of the above technical problems, the comprehensive health of different user offer can be directed to by providing one kind Health data management method, apparatus, computer equipment and the storage medium of Managed Solution.
A kind of health data management method, the method includes:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
The corresponding use of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Family feature;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
The behavioral data includes motion fields in one of the embodiments, and the medical data includes medical field; The method further includes:
Pre-set multiple motion fields and medical field are obtained, is given birth to using the motion fields and medical field At SQL statement;
Corresponding exercise data and/or medical data are read respectively in multiple source datas library by the SQL statement;
Target database is written into the exercise data read and/or medical data.
It is described according to the log-on data, the behavioral data and the medical data in one of the embodiments, Calculating the corresponding user characteristics of the user identifier includes:
The corresponding action trail of the user identifier is calculated according to the behavioral data;
The corresponding health account of the user identifier is generated according to the medical data;
The corresponding user's portrait of the user identifier is analyzed according to the log-on data, action trail and health account;
It is drawn a portrait according to the user and extracts the corresponding user characteristics of the user identifier.
The method further includes in one of the embodiments,:
Classified to multiple user identifiers according to the user characteristics, class label is added to the user identifier;
Corresponding PUSH message is obtained according to the class label, PUSH message corresponding with the class label is sent To the corresponding terminal of multiple user identifiers.
The method further includes in one of the embodiments,:
Preset data obtains the period, obtains behavioral data and medical data in different data acquisition constant time range;
Behavioral data and medical data in constant time range are obtained according to the log-on data, different data, is calculated Different data obtains the user characteristics in the period;
The user characteristics and the service keyword are matched, different data is obtained and obtains multiple pushing away in the period Recommend service item;
The prompt message that health control is generated using multiple recommendation service projects, use is sent to by the prompt message Family identifies corresponding terminal.
A kind of health data management device, described device include:
Data acquisition module, for obtaining the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
Feature calculation module, for calculating institute according to the log-on data, the behavioral data and the medical data State the corresponding user characteristics of user identifier;
Matching module extracts corresponding service keyword for obtaining multiple service items according to the service item;It will The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
Sending module, the prompt message for being generated health control using multiple recommendation service projects are believed the prompt Breath is sent to the corresponding terminal of user identifier.
Described device further includes in one of the embodiments,:
Synchronization module utilizes the motion fields for obtaining pre-set multiple motion fields and medical field And medical field generates SQL statement;Corresponding exercise data is read respectively in multiple source datas library by the SQL statement And/or medical data;Target database is written into the exercise data read and/or medical data.
Described device further includes in one of the embodiments,:
Sort module adds the user identifier for being classified to multiple user identifiers according to the user characteristics Add class label;
The sending module is additionally operable to obtain corresponding PUSH message according to the class label, will be with the class label Corresponding PUSH message is sent to the corresponding terminal of multiple user identifiers.
A kind of computer equipment, including memory and processor, the memory are stored with computer program, the processing Device realizes following steps when executing the computer program:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
The corresponding use of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Family feature;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor Following steps are realized when row:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
The corresponding use of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Family feature;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
Above-mentioned health data management method, apparatus, computer equipment and storage medium, it is corresponding by obtaining user identifier Log-on data, behavioral data and medical data, and the corresponding user characteristics of user identifier are calculated according to acquired data, it obtains Comprehensive data related to user, the service keyword of the service item of acquisition is matched with user characteristics, is obtained more A recommendation service project generates the prompt message of health control according to recommendation service project, will be prompted to information and is sent to user's mark Know corresponding terminal.It is possible thereby to recommend optimum multiple service items to every user, user is carried out entirely to realize The health control of face and personalization.
Description of the drawings
Fig. 1 is the application scenario diagram of health data management method in one embodiment;
Fig. 2 is the flow diagram of health data management method in one embodiment;
Fig. 3 is corresponding according to log-on data, behavioral data and medical data calculating user identifier in one embodiment The flow diagram of user characteristics step;
Fig. 4 is the flow diagram for the step of answer user puts question in another embodiment;
Fig. 5 is the structure diagram of health data management device in one embodiment;
Fig. 6 is the structure diagram of health data management device in another embodiment;
Fig. 7 is the internal structure chart of one embodiment Computer equipment.
Specific implementation mode
It is with reference to the accompanying drawings and embodiments, right in order to make the object, technical solution and advantage of the application be more clearly understood The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, not For limiting the application.
Health data management method provided by the present application, can be applied in application environment as shown in Figure 1.Wherein, eventually End 102 is communicated with server 104 by network by network, and server 104 obtains multiple user identifiers from terminal 102 Corresponding log-on data, behavioral data and medical data, according to acquired log-on data, behavioral data and medical data The corresponding user characteristics of user identifier are calculated, multiple service items are obtained from database, are extracted according to service item corresponding Service keyword matches obtained user characteristics and service keyword, multiple recommendation service projects is obtained, according to multiple The life of recommendation service project generates the prompt message of health control, will be prompted to information and is sent to the corresponding terminal of user identifier 102.Its In, terminal 102 can be, but not limited to be various personal computers, laptop, smart mobile phone, tablet computer and it is portable can Wearable device, server 104 can be realized with the server cluster of the either multiple server compositions of independent server.
In one embodiment, as shown in Fig. 2, providing a kind of health data management method, it is applied to Fig. 1 in this way In server for illustrate, include the following steps:
S202 obtains the corresponding log-on data of multiple user identifiers, behavioral data and medical data.
Wherein, log-on data refers to the bases such as the data inputted when user's registration, including user name, age of user and gender This information.
Behavioral data includes all user behavior data, for example browsing record, purchaser record and service are honoured an agreement record Deng browsing record indicates that user records the browsing of service item, wherein browsable service item includes information, medical services And health-oriented products etc., purchaser record indicate that purchaser record of the user for service item, commercially available service item include pair In the purchase of health-oriented products and body-building course etc., service is honoured an agreement including user for buying or selected service item It honours an agreement situation.
Medical data includes the data such as blood glucose, blood pressure, diagnostic result and the case of user, can be obtained by third-party platform It takes, can also pass through acquisition of information input by user.
Specifically, information includes health information, about the diet guide and daily life system etc. of health, medical information, than It such as suffers from the sign of certain disease or the medication of certain disease can be solved.
Medical services include tcm constitution conditioning, can be used for improving and user's constitution and prevent disease, further include rehabilitation guide, Medication prompting and tcm therapy etc. can provide rehabilitation guide for the user of disease and be provided pair to the user of illness respectively The medication answered is reminded, and the tcm therapy etc. different from existing western medical treatment is provided.
Health-oriented products include all kinds of health products and slim product etc., and body-building course includes for body-building and weight reducing Course.
Service is honoured an agreement including the operation after user's selection corresponding with service, and user is directed to selected service, such as body-building course, Whether learnt according to selected course, if user learns not according to selected course, server sends other correlated curriculums To client, when user learns according to selected course, server will record time point and of user's course learning Time span is practised, corresponding prompting is set, when reaching reminder time, prompting message will be sent to user.
By third-party platform or acquisition of information input by user medical data related to user, include the blood of user The results such as sugar, blood pressure, diagnostic result and case.Wherein, server obtains information input by user, can be by being sent to user The mode of questionnaire, or obtain the mode of user's active inquiry and the information of input.
S204 calculates the corresponding user characteristics of user identifier according to log-on data, behavioral data and medical data.
Wherein, user characteristics are the signature identification drawn a portrait by calculating user.User's portrait is referred to according to society Attribute, living habit and consumer behavior and the user model of a labeling taken out, the core work of structure user's portrait It is to add label to user, label is the obtained signature identification by being analyzed for user information, i.e. user characteristics.Specifically Ground, server are obtained and user identifier pair by being calculated according to the log-on data of user, behavioral data and medical data The user characteristics answered.
Further, the log-on data of user belongs to static data, and the behavioral data and medical data of user belong to dynamic State data can update the behavioral data and medical data of user in different cycles section.
S206 obtains multiple service items, and corresponding service keyword is extracted according to the service item.
Wherein, service item includes a variety of services, such as pushes health information and medical information, recommends health product and weight reducing Product provides body-building course and weight reducing course, provides tcm therapy and tcm constitution conditioning and the health account for establishing user Deng service.
Specifically, different service items have different service keywords, can be extracted according to service item corresponding Service keyword, for example, when service item is push health information or medical information, corresponding service keyword is information; When service item is to recommend health product or slim product, corresponding service keyword is health-oriented products;When service item is When providing body-building course and weight reducing course, corresponding service keyword is Healthy Curriculum;When service item is to establish being good for for user When health archives, corresponding service keyword is health account.
Further, are pre-set for different service items the update cycle, it is different in different update constant time range Service item, including recipe, drug dose and body-building course etc., with the update of the behavioral data and medical data of user And correspondingly adjust, to be matched with updated user characteristics.
S208 matches user characteristics with service keyword, obtains multiple recommendation service projects.
Wherein, by calculating the similarity between user characteristics and service keyword, matching relationship between the two is obtained.This In embodiment, server can calculate the similarity value between user characteristics and each service keyword, according to phase according to similarity algorithm Judge the matching relationship between user characteristics and service keyword like angle value, is pushed away to user according to the height of the degree of matching relationship It recommends.Wherein, the higher preceding n service item of matching degree can be chosen and recommend user, and n is no more than the one of service item number A value.
S210 is generated the prompt message of health control using multiple recommendation service projects, will be prompted to information and be sent to user Identify corresponding terminal.
Wherein, multiple recommendation service projects are obtained according to the matching relationship of user characteristics and service keyword, according to service Recommended project produces the prompt message of health control, including service item and the reminder message etc. for recommending user.
The service item for recommending user includes push health information and medical information, recommends health product and weight reducing production Product provide body-building course and weight reducing course, provide tcm therapy and tcm constitution conditioning and the health account for establishing user It can be sent according to the situation of honouring an agreement of user Deng, reminder message, according to the selected Healthy Curriculum of user and can also be bought The generations such as health-oriented products.
The prompt message generated according to the service item recommended is sent to the corresponding terminal of user identifier, wherein eventually End, which may include but be not limited to, to be various personal computers, laptop, smart mobile phone, tablet computer and portable wearable sets It is standby.
Further, different user identifies corresponding terminal, can receive the prompt letter for the health control that server is sent Breath, and obtain the recommendation service project that prompt message includes.
User can be directed to the treatment for the service item currently recommended, and feedback information be sent to server, if effect Request that is bad, can sending adjustment to server, replace service item or optimized to service item, server, which receives, to be used When the feedback information of family transmission and adjustment, replacement or the request of optimization service item, the real-time behavioral data of user, doctor are obtained Data and feedback information and the request of user are treated, user characteristics is generated, and matching operation is executed according to service keyword, obtains Updated recommendation service project generates the prompt message of health control according to recommendation service project, will be prompted to information and be sent to The corresponding terminal of user identifier.
In above-mentioned health data management method, by obtaining the corresponding log-on data of user identifier, behavioral data and medical treatment Data, and the corresponding user characteristics of user identifier are calculated according to acquired data, comprehensive data related to user are obtained, The service keyword of the service item of acquisition is matched with user characteristics, multiple recommendation service projects are obtained, according to recommendation Service item generates the prompt message of health control, will be prompted to information and is sent to the corresponding terminal of user identifier.It is possible thereby to Every user recommends optimum multiple service items, and comprehensive and personalized health control is carried out to user to realize.
In one embodiment, pre-set multiple motion fields and medical field are obtained, using motion fields with And medical field generates SQL statement;Read respectively in multiple source datas library by SQL statement corresponding exercise data and/or Medical data;Target database is written into the exercise data read and/or medical data.
In the present embodiment, behavioral data includes motion fields, and medical data includes medical field.Motion fields refer to from The key word extracted in the relevant multiple type of sports of Healthy Curriculum, including aerobic exercise and anaerobic exercise, wherein aerobic Movement include jog, Yoga gymnastics and dancing etc., anaerobic exercise includes the training for a variety of instruments, weights, gymnastics device Tool and strength building instrument etc..Medical field refers in the data such as the blood glucose from user, blood pressure, diagnostic result and case The key word of extraction.
Source database can be one or more.Source database and target database can be deployed in same clothes respectively Business device, can also be on a different server.Source database may each be relevant database, such as Sql with target database Server databases, oracle database or MySql databases;It can also be non-relational database etc..
Terminal obtains pre-set keyword, corresponding SQL statement is generated according to keyword, using SQL statement more Corresponding exercise data and/or medical data are read in a source database respectively, will with the relevant exercise data of keyword and/or Medical data is extracted from source database respectively, and number of targets is written in the exercise data read and/or medical data According to library.
In above-described embodiment, by by multiple source datas library exercise data and/or medical data read out, and it is same It walks into local target database, can be provided a convenient for the acquisition of behavioral data and medical data.
In one embodiment, as shown in figure 3, providing a kind of according to log-on data, behavioral data and medical data The step of calculating user identifier corresponding user characteristics, including:
S302 calculates the corresponding action trail of user identifier according to behavioral data.
Wherein, behavioral data includes all user behavior datas, including browsing record, purchaser record and service are honoured an agreement User behavior corresponding with user behavior data track, including browsing can be calculated according to the behavioral data of user in record etc. Track, purchase track and service are honoured an agreement track etc..
Specifically, server obtains the behavioral data of user, according to each behavior keyword in behavioral data, by the row of user It is divided into browsing record for data, purchaser record and service are honoured an agreement record.
Further, server obtains service item, the correlation of the service item respectively browsed browsed in browsing record The browsing track of user is calculated according to the information of above-mentioned acquisition for the frequency of information and the service item browsed.
Server obtains the service item bought in purchaser record, the relevant information for the service item respectively bought and is purchased The purchase track of user is calculated according to the information of the purchaser record of above-mentioned acquisition for the frequency for the service item bought.
Server acquisition service is honoured an agreement in record, and the service item and user of user's selection or purchase are to selected or institute Acquired situation of honouring an agreement, is divided into that user honours an agreement or user does not honour an agreement by the situation of honouring an agreement of the service item of purchase, and according to Honour an agreement situation and the situation of not honouring an agreement at family, the service that user is calculated are honoured an agreement track.
S304 generates the corresponding health account of user identifier according to medical data.
Wherein, medical data includes the data such as blood glucose, blood pressure, diagnostic result and the case of user, can be by from third Fang Pingtai or medical data according to acquisition of information user input by user.
Server is established for each user and is corresponded to according to data such as acquired blood glucose, blood pressure, diagnostic result and cases Health account.
Wherein, the specific content of health account includes mainly the living habit of user, previous medical history, diagnosis and treatment situation, family Medical history, present illness history, physical examination result and the generation of disease, development, the process etc. treated and lapsed to, for recording all life of user The variation of sign and the archives with health relevant all behaviors and event itself being engaged in.
S306 analyzes the corresponding user of the user identifier according to log-on data, action trail and health account and draws a portrait.
S308 draws a portrait according to user and extracts the corresponding user characteristics of the user identifier.
Specifically, server takes out the use of labeling according to the social property of user, living habit and consumer behavior etc. Family model, and be that user adds label according to user model, wherein label is obtained by carrying out information analysis for user Signature identification, i.e. user characteristics.It can be from obtaining to obtain corresponding user characteristics of extraction user identifier in user's portrait.
In the present embodiment, it is corresponding that user identifier is analyzed according to the log-on data of user, action trail and health account User draws a portrait, and extracts the process of user characteristics, wherein by the log-on data of user, action trail, and utilizes the doctor of user Various data such as the health account that data are established are treated, user characteristics is obtained, improves the accurate of extracted user characteristics Property.
In one embodiment, a kind of health data management method is provided, this method further includes:
Classified to multiple user identifiers according to user characteristics, class label is added to user identifier;According to classification mark Label obtain corresponding PUSH message, and PUSH message corresponding with class label is sent to the corresponding terminal of multiple user identifiers.
Specifically, the correspondence between user characteristics, user identifier and class of subscriber label is initially set up, it is different User identifier corresponds to different user characteristics or a user identifier corresponds to multiple user characteristics, that is to say, that class label with User characteristics correspond to, and different user feature corresponds to different classes of label, and equally, a user identifier can also correspond to multiple classification marks Label.
Wherein, PUSH message and class label correspond to, and different class labels corresponds to different PUSH messages, and server can By obtaining the corresponding class label of user identifier, and the correspondence of message is thought according to class label with push, it will be with classification The corresponding PUSH message of label is sent to the corresponding terminal of multiple user identifiers.
In the present embodiment, addition class label is set for different user mark, and to terminal corresponding with user identifier, push PUSH message corresponding with class label, it can be achieved that for different user push different messages function, realize personalized service.
In one embodiment, as shown in figure 4, providing a kind of health data management method, this method further includes:
S402, preset data obtain the period, obtain behavioral data and medical data in different data acquisition constant time range.
Wherein, the behavioral data and medical data of user belongs to dynamic data, is updated in real time, the log-on data of user Belong to static data, in different cycles section, recommendation is adjusted according to static data and the user characteristics of dynamic data formation Service item.
Specifically, data acquisition cycle is the time interval for the dynamic data that server obtains user, that is, obtains and use The behavioral data at family and the different time sections of medical data, server are periodically obtained and are used according to set data acquisition cycle The behavioral data and medical data at family.
S404 obtains behavioral data and medical data in constant time range according to the log-on data, different data, calculates Obtain the user characteristics in the different data acquisition period.
Wherein, user characteristics are the signature identification drawn a portrait by calculating user.User's portrait is referred to according to society Attribute, living habit and consumer behavior and the user model of a labeling taken out, the core work of structure user's portrait It is to add label to user, label is the obtained signature identification by being analyzed for user information, i.e. user characteristics.
Specifically, the log-on data of user belongs to static data, and the behavioral data and medical data of user belong to dynamic number According to the behavioral data and medical data of user can be updated in different cycles section, server obtains the behavior number in different cycles section According to and medical data, and combine log-on data, calculate corresponding with user identifier user characteristics in real time.
S406 matches the user characteristics and the service keyword, obtains different data and obtains in the period Multiple recommendation service projects.
Wherein, service item includes a variety of services, such as pushes health information and medical information, recommends health product and weight reducing Product provides body-building course and weight reducing course, provides tcm therapy and tcm constitution conditioning and the health account for establishing user Deng service.Different service items have different service keywords, can extract corresponding service key according to service item Word.
In the present embodiment, server it is similar between each service keyword can to calculate user characteristics according to similarity algorithm Angle value judges the matching relationship between user characteristics and service keyword, according to the height of the degree of matching relationship according to similarity value It is low to recommend to user.
Further, are pre-set for different service items the update cycle, it is different in different update constant time range Service item, including recipe, drug dose and body-building course etc., with the update of the behavioral data and medical data of user And correspondingly adjust, to be matched with updated user characteristics.
S408 is generated the prompt message of health control using multiple recommendation service projects, the prompt message is sent out Send terminal corresponding to user identifier.
Wherein, multiple recommendation service projects are obtained according to the matching relationship of user characteristics and service keyword, according to service Recommended project produces the prompt message of health control, including service item and the reminder message etc. for recommending user.
Specifically, recommend user service item include push health information and medical information, recommend health product and Slim product provides body-building course and weight reducing course, provides tcm therapy and tcm constitution conditioning and the health for establishing user Archives etc., reminder message can send according to the situation of honouring an agreement of user, according to the selected Healthy Curriculum of user and can also be purchased The generations such as the health-oriented products bought.
Data acquisition cycle is arranged in above-mentioned health data management method, and the behavior number of user is obtained in different cycles section According to and medical data, and combine log-on data, in real time generate different cycles section in user characteristics, according to user characteristics and service Keyword is matched, and be can get the recommendation service project in different cycles section, is provided real time service to the user, meanwhile, user Feedback information and adjustment, the replacement or request for optimizing service item can be sent to server, server receives the feedback of user After information or request, it can be user's recommendation service project again, realize flexible personalized service management.
It should be understood that although each step in the flow chart of Fig. 2-4 is shown successively according to the instruction of arrow, These steps are not that the inevitable sequence indicated according to arrow executes successively.Unless expressly stating otherwise herein, these steps Execution there is no stringent sequences to limit, these steps can execute in other order.Moreover, at least one in Fig. 2-4 Part steps may include that either these sub-steps of multiple stages or stage are not necessarily in synchronization to multiple sub-steps Completion is executed, but can be executed at different times, the execution sequence in these sub-steps or stage is also not necessarily successively It carries out, but can either the sub-step of other steps or at least part in stage be in turn or alternately with other steps It executes.
In one embodiment, as shown in figure 5, providing a kind of health data management device, including:
Data acquisition module 502, for obtaining the corresponding log-on data of multiple user identifiers, behavioral data and medical number According to.
Wherein, log-on data refers to the bases such as the data inputted when user's registration, including user name, age of user and gender This information.
Behavioral data includes all user behavior data, for example browsing record, purchaser record and service are honoured an agreement record Deng wherein browsable service item includes information, medical services and health-oriented products etc., purchase may include for health-oriented products And the purchase of body-building course etc., service are honoured an agreement including user for buying or the situation of honouring an agreement of selected service.
Medical data includes the data such as blood glucose, blood pressure, diagnostic result and the case of user, can be obtained by third-party platform It takes, can also pass through acquisition of information input by user.
Feature calculation module 504 is corresponded to for calculating user identifier according to log-on data, behavioral data and medical data User characteristics.
Wherein, user characteristics are the signature identification drawn a portrait by calculating user.User's portrait is referred to according to society Attribute, living habit and consumer behavior and the user model of a labeling taken out, the core work of structure user's portrait It is to add label to user, label is the obtained signature identification by being analyzed for user information, i.e. user characteristics.
It is obtained specific to the application by being calculated according to the log-on data of user, behavioral data and medical data User characteristics corresponding with user identifier.
Matching module 506 extracts corresponding service keyword for obtaining multiple service items according to service item;It will User characteristics are matched with service keyword, obtain multiple recommendation service projects.
Wherein, service item includes a variety of services, such as pushes health information and medical information, recommends health product and weight reducing Product provides body-building course and weight reducing course, provides tcm therapy and tcm constitution conditioning and the health account for establishing user Deng service.
Specifically, by calculating the similarity between user characteristics and service keyword, matching relationship between the two is obtained. The similarity value between user characteristics and each service keyword can be calculated, according to similarity according to similarity algorithm in the present embodiment Value judges the matching relationship between user characteristics and service keyword, is recommended to user according to the height of the degree of matching relationship.
Sending module 508, the prompt message for generating health control using multiple recommendation service projects, will be prompted to information It is sent to the corresponding terminal of user identifier.
Wherein, multiple recommendation service projects are obtained according to the matching relationship of user characteristics and service keyword, according to service Recommended project produces the prompt message of health control, including service item and the reminder message etc. for recommending user.
Above-mentioned health data management device, by obtaining the corresponding log-on data of user identifier, behavioral data and medical number According to, and the corresponding user characteristics of user identifier are calculated according to acquired data, and comprehensive data related to user are obtained, it will The service keyword of the service item of acquisition is matched with user characteristics, obtains multiple recommendation service projects, is taken according to recommendation Business project generates the prompt message of health control, will be prompted to information and is sent to the corresponding terminal of user identifier.It is possible thereby to every Position user recommends optimum multiple service items, and comprehensive and personalized health control is carried out to user to realize.
In one embodiment, which further includes:
Synchronization module utilizes the motion fields for obtaining pre-set multiple motion fields and medical field And medical field generates SQL statement;Corresponding exercise data is read respectively in multiple source datas library by the SQL statement And/or medical data;Target database is written into the exercise data read and/or medical data.
In the present embodiment, behavioral data includes motion fields, and medical data includes medical field.Motion fields refer to from The key word extracted in the relevant multiple type of sports of Healthy Curriculum, including aerobic exercise and anaerobic exercise, wherein aerobic Movement include jog, Yoga gymnastics and dancing etc., anaerobic exercise includes the training for a variety of instruments, weights, gymnastics device Tool and strength building instrument etc..Medical field refers in the data such as the blood glucose from user, blood pressure, diagnostic result and case The key word of extraction.
Source database can be one or more.Source database and target database can be deployed in same clothes respectively Business device, can also be on a different server.Source database may each be relevant database, such as Sql with target database Server databases, oracle database or MySql databases;It can also be non-relational database etc..
Terminal obtains pre-set keyword, corresponding SQL statement is generated according to keyword, using SQL statement more Corresponding exercise data and/or medical data are read in a source database respectively, will with the relevant exercise data of keyword and/or Medical data is extracted from source database respectively, and number of targets is written in the exercise data read and/or medical data According to library.
In above-described embodiment, by by multiple source datas library exercise data and/or medical data read out, and it is same It walks into local target database, can be provided a convenient for the acquisition of behavioral data and medical data.
In one embodiment, user characteristics computing module includes:
Action trail computing unit, for calculating the corresponding action trail of user identifier according to behavioral data.
Wherein, behavioral data includes all user behavior datas, including browsing record, purchaser record and service are honoured an agreement Record etc., according to the behavioral data of user, can be calculated user behavior corresponding with user behavior data track, including clear It lookes at, buy and service is honoured an agreement.
Health account establishes unit, for generating the corresponding health account of user identifier according to medical data.
Wherein, medical data includes the data such as blood glucose, blood pressure, diagnostic result and the case of user, can be by from third Fang Pingtai or medical data according to acquisition of information user input by user.
Server is established for each user and is corresponded to according to data such as acquired blood glucose, blood pressure, diagnostic result and cases Health account.
User's portrait analytic unit, for analyzing user identifier pair according to log-on data, action trail and health account The user's portrait answered.
User characteristics extraction unit extracts the corresponding user characteristics of the user identifier for drawing a portrait according to user.
Wherein, user characteristics are the signature identification drawn a portrait by calculating user.User's portrait is referred to according to society Attribute, living habit and consumer behavior and the user model of a labeling taken out, the core work of structure user's portrait It is to add label to user, label is the obtained signature identification by being analyzed for user information, i.e. user characteristics.
It is obtained specific to the application by being calculated according to the log-on data of user, behavioral data and medical data User characteristics corresponding with user identifier.
In one embodiment, which further includes:
Sort module adds the user identifier for being classified to multiple user identifiers according to the user characteristics Add class label;The sending module is additionally operable to obtain corresponding PUSH message according to the class label, will be with the classification The corresponding PUSH message of label is sent to the corresponding terminal of multiple user identifiers.
Specifically, the correspondence between user characteristics, user identifier and class of subscriber label is initially set up, it is different User identifier corresponds to different user characteristics or a user identifier corresponds to multiple user characteristics, that is to say, that class label with User characteristics correspond to, and different user feature corresponds to different classes of label, and equally, a user identifier can also correspond to multiple classification marks Label.
Wherein, PUSH message and class label correspond to, and different class labels corresponds to different PUSH messages, and server can By obtaining the corresponding class label of user identifier, and the correspondence of message is thought according to class label with push, it will be with classification The corresponding PUSH message of label is sent to the corresponding terminal of multiple user identifiers.
In one embodiment, as shown in fig. 6, providing a kind of health data management device, which further includes:Data Obtain period presetting module 602, the period obtained for preset data, obtain different data obtain the behavioral data in constant time range with And medical data.
Wherein, the behavioral data and medical data of user belongs to dynamic data, is updated in real time, the log-on data of user Belong to static data, in different cycles section, recommendation is adjusted according to static data and the user characteristics of dynamic data formation Service item.
Specifically, data acquisition cycle is the time interval for the dynamic data that server obtains user, that is, obtains and use The behavioral data at family and the different time sections of medical data, server are periodically obtained and are used according to set data acquisition cycle The behavioral data and medical data at family.
User characteristics acquisition module 604, for obtaining the behavior number in constant time range according to the log-on data, different data According to this and medical data, different data is calculated and obtains user characteristics in the period.
Wherein, user characteristics are the signature identification drawn a portrait by calculating user.User's portrait is referred to according to society Attribute, living habit and consumer behavior and the user model of a labeling taken out, the core work of structure user's portrait It is to add label to user, label is the obtained signature identification by being analyzed for user information, i.e. user characteristics.
Specifically, the log-on data of user belongs to static data, and the behavioral data and medical data of user belong to dynamic number According to the behavioral data and medical data of user can be updated in different cycles section, server obtains the behavior number in different cycles section According to and medical data, and combine log-on data, calculate corresponding with user identifier user characteristics in real time.
Recommendation service project generation module 606 is obtained for matching the user characteristics and the service keyword Multiple recommendation service projects in the period are obtained to different data.
In the present embodiment, server it is similar between each service keyword can to calculate user characteristics according to similarity algorithm Angle value judges the matching relationship between user characteristics and service keyword, according to the height of the degree of matching relationship according to similarity value It is low to recommend to user.
Further, are pre-set for different service items the update cycle, it is different in different update constant time range Service item, including recipe, drug dose and body-building course etc., with the update of the behavioral data and medical data of user And correspondingly adjust, to be matched with updated user characteristics.
Prompt message sending module 608, the prompt for being generated health control using multiple recommendation service projects are believed Breath, the corresponding terminal of user identifier is sent to by the prompt message.
Wherein, multiple recommendation service projects are obtained according to the matching relationship of user characteristics and service keyword, according to service Recommended project produces the prompt message of health control, including service item and the reminder message etc. for recommending user.
Specifically, recommend user service item include push health information and medical information, recommend health product and Slim product provides body-building course and weight reducing course, provides tcm therapy and tcm constitution conditioning and the health for establishing user Archives etc., reminder message can send according to the situation of honouring an agreement of user, according to the selected Healthy Curriculum of user and can also be purchased The generations such as the health-oriented products bought.
Data acquisition cycle is arranged in above-mentioned health data management device, and the behavior number of user is obtained in different cycles section According to and medical data, and combine log-on data, in real time generate different cycles section in user characteristics, according to user characteristics and service Keyword is matched, and be can get the recommendation service project in different cycles section, is provided real time service to the user, meanwhile, user Feedback information and adjustment, the replacement or request for optimizing service item can be sent to server, server receives the feedback of user After information or request, it can be user's recommendation service project again, realize flexible personalized service management.
Specific about health data management device limits the limit that may refer to above for health data management method Fixed, details are not described herein.Modules in above-mentioned health data management device can fully or partially through software, hardware and its It combines to realize.Above-mentioned each module can be embedded in or in the form of hardware independently of in the processor in computer equipment, can also It is stored in a software form in the memory in computer equipment, in order to which processor calls the above modules of execution corresponding Operation.
In one embodiment, a kind of computer equipment is provided, which can be server, internal junction Composition can be as shown in Figure 7.The computer equipment include the processor connected by system bus, memory, network interface and Database.Wherein, the processor of the computer equipment is for providing calculating and control ability.The memory packet of the computer equipment Include non-volatile memory medium, built-in storage.The non-volatile memory medium is stored with operating system, computer program and data Library.The built-in storage provides environment for the operation of operating system and computer program in non-volatile memory medium.The calculating The database of machine equipment is for storing health data.The network interface of the computer equipment is used to pass through network with external terminal Connection communication.To realize a kind of health data management method when the computer program is executed by processor.
It will be understood by those skilled in the art that structure shown in Fig. 7, is only tied with the relevant part of application scheme The block diagram of structure does not constitute the restriction for the computer equipment being applied thereon to application scheme, specific computer equipment May include either combining certain components than more or fewer components as shown in the figure or being arranged with different components.
In one embodiment, a kind of computer equipment, including memory and processor are provided, which is stored with Computer program, the processor realize following steps when executing computer program:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
The corresponding use of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Family feature;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
In one embodiment, following steps are also realized when processor executes computer program:
Pre-set multiple motion fields and medical field are obtained, is given birth to using the motion fields and medical field At SQL statement;
Corresponding exercise data and/or medical data are read respectively in multiple source datas library by the SQL statement;
Target database is written into the exercise data read and/or medical data.
In one embodiment, following steps are also realized when processor executes computer program:
Classified to multiple user identifiers according to the user characteristics, class label is added to the user identifier;
Corresponding PUSH message is obtained according to the class label, PUSH message corresponding with the class label is sent To the corresponding terminal of multiple user identifiers.
In one embodiment, following steps are also realized when processor executes computer program:
Problem and answer corresponding with described problem are pre-set, and is stored in database;
To described problem and answer corresponding with described problem carries out Chinese word segmentation;
Classified to the answer after the progress Chinese word segmentation based on sorting algorithm, obtains multiple answer classifications;
Obtain problem input by user;
Matching operation is executed according to multiple answer classifications and problem input by user, and obtains and is asked with input by user Inscribe the highest problem answers of matching degree;
The highest problem answers of problem matching degree input by user are pushed to the corresponding terminal of user identifier.
In one embodiment, a kind of computer readable storage medium is provided, computer program is stored thereon with, is calculated Machine program realizes following steps when being executed by processor:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
The corresponding use of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Family feature;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
In one embodiment, following steps are also realized when computer program is executed by processor:
Pre-set multiple motion fields and medical field are obtained, is given birth to using the motion fields and medical field At SQL statement;
Corresponding exercise data and/or medical data are read respectively in multiple source datas library by the SQL statement;
Target database is written into the exercise data read and/or medical data.
In one embodiment, following steps are also realized when computer program is executed by processor:
Classified to multiple user identifiers according to the user characteristics, class label is added to the user identifier;
Corresponding PUSH message is obtained according to the class label, PUSH message corresponding with the class label is sent To the corresponding terminal of multiple user identifiers.
In one embodiment, following steps are also realized when computer program is executed by processor:
Problem and answer corresponding with described problem are pre-set, and is stored in database;
To described problem and answer corresponding with described problem carries out Chinese word segmentation;
Classified to the answer after the progress Chinese word segmentation based on sorting algorithm, obtains multiple answer classifications;
Obtain problem input by user;
Matching operation is executed according to multiple answer classifications and problem input by user, and obtains and is asked with input by user Inscribe the highest problem answers of matching degree;
The highest problem answers of problem matching degree input by user are pushed to the corresponding terminal of user identifier.
One of ordinary skill in the art will appreciate that realizing all or part of flow in above-described embodiment method, being can be with Relevant hardware is instructed to complete by computer program, the computer program can be stored in a non-volatile computer In read/write memory medium, the computer program is when being executed, it may include such as the flow of the embodiment of above-mentioned each method.Wherein, Any reference to memory, storage, database or other media used in each embodiment provided herein, Including non-volatile and/or volatile memory.Nonvolatile memory may include read-only memory (ROM), programming ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM) or flash memory.Volatile memory may include Random access memory (RAM) or external cache.By way of illustration and not limitation, RAM is available in many forms, Such as static state RAM (SRAM), dynamic ram (DRAM), synchronous dram (SDRAM), double data rate sdram (DDRSDRAM), enhancing Type SDRAM (ESDRAM), synchronization link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic ram (DRDRAM) and memory bus dynamic ram (RDRAM) etc..
Each technical characteristic of above example can be combined arbitrarily, to keep description succinct, not to above-described embodiment In each technical characteristic it is all possible combination be all described, as long as however, the combination of these technical characteristics be not present lance Shield is all considered to be the range of this specification record.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art It says, under the premise of not departing from the application design, various modifications and improvements can be made, these belong to the protection of the application Range.Therefore, the protection domain of the application patent should be determined by the appended claims.

Claims (10)

1. a kind of health data management method, the method includes:
Obtain the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
It is special that the corresponding user of the user identifier is calculated according to the log-on data, the behavioral data and the medical data Sign;
Multiple service items are obtained, corresponding service keyword is extracted according to the service item;
The user characteristics are matched with the service keyword, obtain multiple recommendation service projects;
The prompt message that health control is generated using multiple recommendation service projects, user identifier pair is sent to by the prompt message The terminal answered.
2. according to the method described in claim 1, it is characterized in that, the behavioral data includes motion fields, the medical treatment number According to including medical field;The method further includes:
Pre-set multiple motion fields and medical field are obtained, is generated using the motion fields and medical field SQL statement;
Corresponding exercise data and/or medical data are read respectively in multiple source datas library by the SQL statement;
Target database is written into the exercise data read and/or medical data.
3. according to the method described in claim 1, it is characterized in that, it is described according to the log-on data, the behavioral data with And the corresponding user characteristics of the medical data calculating user identifier include:
The corresponding action trail of the user identifier is calculated according to the behavioral data;
The corresponding health account of the user identifier is generated according to the medical data;
The corresponding user's portrait of the user identifier is analyzed according to the log-on data, action trail and health account;
It is drawn a portrait according to the user and extracts the corresponding user characteristics of the user identifier.
4. according to the method described in claims 1 to 3 any one, which is characterized in that the method further includes:
Classified to multiple user identifiers according to the user characteristics, class label is added to the user identifier;
Obtain corresponding PUSH message according to the class label, will PUSH message corresponding with the class label be sent to it is more The corresponding terminal of a user identifier.
5. according to the method described in claims 1 to 3 any one, which is characterized in that the method further includes:
Preset data obtains the period, obtains behavioral data and medical data in different data acquisition constant time range;
Behavioral data and medical data in constant time range are obtained according to the log-on data, different data, difference is calculated User characteristics in data acquisition cycle;
The user characteristics and the service keyword are matched, multiple recommendations that different data obtained in the period is obtained and takes Business project;
The prompt message is sent to user's mark by the prompt message that health control is generated using multiple recommendation service projects Know corresponding terminal.
6. a kind of health data management device, which is characterized in that described device includes:
Data acquisition module, for obtaining the corresponding log-on data of multiple user identifiers, behavioral data and medical data;
Feature calculation module, for calculating the use according to the log-on data, the behavioral data and the medical data Family identifies corresponding user characteristics;
Matching module extracts corresponding service keyword for obtaining multiple service items according to the service item;It will be described User characteristics are matched with the service keyword, obtain multiple recommendation service projects;
Sending module, the prompt message for being generated health control using multiple recommendation service projects, the prompt message is sent out Send terminal corresponding to user identifier.
7. device according to claim 6, which is characterized in that described device further includes:
Synchronization module, for obtaining pre-set multiple motion fields and medical field, using the motion fields and Medical field generates SQL statement;Read respectively in multiple source datas library by the SQL statement corresponding exercise data and/ Or medical data;Target database is written into the exercise data read and/or medical data.
8. device according to claim 6, which is characterized in that described device further includes:
Sort module adds class for classifying to multiple user identifiers according to the user characteristics to the user identifier Distinguishing label;
The sending module is additionally operable to obtain corresponding PUSH message according to the class label, will be corresponding with the class label PUSH message be sent to the corresponding terminal of multiple user identifiers.
9. a kind of computer equipment, including memory and processor, the memory are stored with computer program, feature exists In when the processor executes the computer program the step of any one of realization claim 1 to 5 the method.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program The step of method described in any one of claim 1 to 5 is realized when being executed by processor.
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