KR20150010839A - System and method for providing customized information - Google Patents

System and method for providing customized information Download PDF

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KR20150010839A
KR20150010839A KR20130084846A KR20130084846A KR20150010839A KR 20150010839 A KR20150010839 A KR 20150010839A KR 20130084846 A KR20130084846 A KR 20130084846A KR 20130084846 A KR20130084846 A KR 20130084846A KR 20150010839 A KR20150010839 A KR 20150010839A
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information
user
emotional
mail
providing
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KR20130084846A
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이정환
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이정환
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2457Query processing with adaptation to user needs
    • G06F16/24578Query processing with adaptation to user needs using ranking
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services

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Abstract

A system and method for providing user-tailored information for processing and providing information amount according to a request of a user and processing and providing information preferred by the user is disclosed. To this end, the present invention provides a user-customized information providing system for providing recommended information according to a user's emotions and the surrounding environment. The system generates emotional information through emotional values measured using an emotional sensor, A plurality of user terminals for generating the set environment information; The first emotional value for the user is received by the generated emotional information, and the second emotional value is compared with a predetermined second emotional value to determine which level corresponds to the information capacity. Then, And an information recommendation server filtering the mail information to be sent and the arbitrarily collected exposure information and providing the user information to the user terminal in accordance with the surrounding environment of the user based on the surrounding environment information provided from the user terminal.

Description

[0001] SYSTEM AND METHOD FOR PROVIDING CUSTOMIZED INFORMATION [0002]

The present invention relates to a system and method for providing a user-customized information, and more particularly, to a system and method for providing a user-customized information for processing and providing information of a user in accordance with a user's request .

With the development of Internet Big Data, smart phones and LCD screens, modern people live in a huge flood of information floods, processing a lot of information. It falls into information flood because it needs to find out and use better information than hundreds of millions of materials (movie, music, news, eMail, message ....).

Also, due to the desire for better human information (new, stimulating, dopamine), sometimes I get addicted to addicts (internet addiction, game addiction). In addition, due to information provided by various web services (advertisements, banks, media) in addition to hundreds to thousands of emails, RSS feeds, and twitter feeds in the past, users are sometimes distracted by things that are not important and work efficiency is low.

Therefore, by presenting the information to the users while considering proper cognitive processing ability, it will be able to buy a better life (work result, quality of life improvement).

1. Korean Patent Publication No. 2012-0087253, publication date: August 07, 2012 Title of the invention: a user-customized content providing system and a method of providing a user-customized content. 2. Description of the Related Art: Personalized information providing system and method. Korean Patent Application Publication No. 2009-0090840, published on Aug. 26, 2009.

SUMMARY OF THE INVENTION The present invention has been made in order to solve the above-described problems, and it is an object of the present invention to provide a method and apparatus for providing information to a user, The present invention provides a user-customized information providing system and method for providing only optimized information to a user in consideration of a surrounding situation, a concern, and a time.

The features of the present invention for achieving the objects of the present invention as described above and performing the characteristic functions of the present invention described below are as follows.

According to an aspect of the present invention, there is provided a user-customized information providing system for providing recommended information according to a user's emotional state and a surrounding environment. The system generates emotional information through emotion values measured using an emotional sensor, A plurality of user terminals for generating surrounding environment information set in accordance with an environment; The first emotional value for the user is received by the generated emotional information, and the second emotional value is compared with a predetermined second emotional value to determine which level corresponds to the information capacity. Then, And an information recommendation server that filters the mail information to be sent and the arbitrarily collected exposure information and provides the user information to the user terminal in accordance with the surrounding environment of the user based on the environment information provided from the user terminal System is provided.

Here, the information recommendation server according to an aspect of the present invention may be configured to transmit the mail information and the exposure information to an arbitrary first user terminal among a plurality of user terminals preset according to the peripheral environment information provided from the plurality of user terminals .

The information recommendation server according to an aspect of the present invention generates emotional numerical information of the user according to a result of comparing the first emotional value with a predetermined second emotional value, And provide the mail information and the exposure information to a first user terminal among the plurality of user terminals according to a preset time period.

In addition, when the plurality of user terminals according to an aspect of the present invention further generates click signal information generated according to the state in which the mail information and the exposure information are read, the information recommendation server transmits, to the plurality of terminals, Information of the first user terminal and the click signal information, and classifies the mail information and the exposure information into a priority order of themes according to the click signal information, and transmits the mail information and the exposure information, .

In addition, when the plurality of user terminals according to an aspect of the present invention set topic information that is a concern of the user, the information recommendation server may have priority order based on subject information provided from the plurality of user terminals It is possible to provide the mail information and the exposure information culled in order of a high theme to the first user terminal.

According to another aspect of the present invention, there is provided a user-customized information providing method for providing recommended information according to a user's emotional state and surrounding environment, the method comprising the steps of: (a) Generating sensibility information through the sensed sensory information and generating ambient environment information set in accordance with the user's environment; (b) the information recommendation server receives the generated emotion information and compares the first emotion value for the user with a predetermined second emotion value to determine which level corresponds to the information capacity, and calculates the information capacity, Filtering the mail information to be sent to the plurality of user terminals and the arbitrarily collected exposure information so as to provide the user information to the user terminal in correspondence with the user's surrounding environment based on the surrounding environment information provided from the user terminal A user-customized information providing method is provided.

Here, the step (b) according to another aspect of the present invention may further comprise the steps of: (a) receiving, by an arbitrary first user terminal among the plurality of user terminals preset according to the peripheral environment information provided from the plurality of user terminals, And providing the mail information and the exposure information.

According to another aspect of the present invention, in the step (b), the information recommendation server generates emotional numerical information of the user according to a result of comparing the first emotional value with a predetermined second emotional value, And providing the mail information and the exposure information to an arbitrary first user terminal among the plurality of user terminals according to a preset time period corresponding to the size of the numeric information.

According to another aspect of the present invention, the step (a) may further include generating the click signal information generated according to a state in which the mail information and the exposure information are read from the plurality of user terminals, Wherein the information recommendation server receives the subject information and the click signal information from the plurality of terminals and classifies the mail information and the exposure information into a priority order of themes corresponding to the click signal information, And providing the mail information and the exposure information to the first user terminal.

According to another aspect of the present invention, the step (a) further includes setting topic information, which is a concern of the user, from a plurality of user terminals, and the step (b) And providing the first user terminal with the mail information and the exposure information, which are categorized in order of a high priority, on the basis of the subject information provided from the plurality of user terminals.

As described above, according to the present invention, the mail information and the exposure information are provided to the user in accordance with the amount of information culled according to elements such as emotion information, surrounding environment information, time period, click signal information, It can increase the efficiency, improve the efficiency of the work, and reduce the fatigue from the information.

In addition, according to the present invention, when notifications of all services and information are focused on a smartphone with a high level of attention, user's fatigue is increased. Therefore, It is possible to reduce the degree of fatigue and increase the cognitive attentiveness and business processing effect by appropriately reducing the amount of information.

In addition, according to the present invention, a variety of information services are applied to improve the user's perceived performance. (Internet news, video / movie, audio / music, email, alarm, rss news reader, messaging (SMS), SNS thread, calender alaram, news update, weather & stock update, traffice update)

Further, according to the present invention, when too much information is instantaneously introduced in the information surplus era, it relocates effectively. It is possible to keep proper amount depending on the situation.

In addition, according to the present invention, the convergence to the smartphone only can be readjusted to other devices having different advantages and disadvantages. Adjust the less important ones so that the total consumption does not increase.

Further, according to the present invention, a more optimal service is provided in accordance with the cognitive ability of the brain. In the information overloading period, the optimal amount is determined according to the ability of the user, so that the information overloading environment can concentrate on the main information, so that the usability of all things such as work / leisure can be improved.

FIG. 1 is a diagram illustrating an example of a user-customized information providing system 100 according to a first embodiment of the present invention.
2 is a diagram illustrating an exemplary method of providing a user-customized information S100 according to a second embodiment of the present invention.
FIG. 3 is a diagram showing each configuration of the information recommendation server 120 according to the third embodiment of the present invention.
FIG. 4 is a diagram showing a structure in which each configuration of the information recommendation server 120 according to the third embodiment of the present invention is duplicated.

Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings, so that those skilled in the art can easily carry out the present invention. In the drawings, like reference numerals refer to the same or similar functions throughout the several views.

First Embodiment

FIG. 1 is a diagram illustrating an example of a user-customized information providing system 100 according to a first embodiment of the present invention.

1, the user-customized information providing system 100 according to the first exemplary embodiment of the present invention is a system for providing recommended information according to a user's emotions and surrounding environment, and includes a plurality of user terminals 110 And an information recommendation server 120.

First, a plurality of user terminals 110 according to the present invention are a plurality of terminals owned by an arbitrary user, for example, a user terminal having at least one terminal such as a computer, a mobile phone, a PDA, and a notebook.

The plurality of user terminals 110 includes a plurality of emotion sensors 111. When the emotional sensor 111 is provided, the plurality of user terminals 110 according to the present invention generates emotional information through the emotional values measured using the emotional sensor.

At this time, the emotional value refers to a value such as a blood glucose level, a blood pressure, a pulse rate, etc., which can grasp a user's health condition and condition. Accordingly, the emotional sensor 111 may be a sensor for measuring the emotional value as described above.

In addition, the user terminal 110 according to the present invention generates surrounding environment information set in accordance with the user's surrounding environment. At this time, the user's surrounding environment means a place where the user frequently dwells, such as the company 101, the house 102, and the street 103. [ Therefore, if the user inputs the surrounding information such as company, house, and street through the user terminal 110, the user terminal 110 generates the surrounding information.

Next, the information recommendation server 120 according to the present invention receives the emotion information generated by the plurality of user terminals 110, compares the first emotion value for the user with a predetermined second emotion value, And the information capacity is calculated.

Then, the information recommendation server 120 according to the present invention filters the mail information scheduled to be sent to the plurality of user terminals 110 and the arbitrarily collected exposure information according to the calculated information capacity, (E.g., any one of the company 101, the house 102, and the street 103) of the user set based on the environment information. At this time, the user's surrounding environment is information set in time.

Here, the mail information is information that can be viewed through a wireless Internet connection in a plurality of user terminals 110, and is information that can be obtained through a user's e-mail account. On the other hand, the exposure information refers to all information displayed on the wired and wireless Internet. The mail information and the exposure information are collected by an external rotor through another communication network.

Therefore, the information recommendation server 120 filters the mail information and the exposure information according to the information capacity of the user.

Thus, by examining the information capacity of the user according to the emotion of the user and the surrounding environment, and providing the mail information and the exposure information corresponding to the information to the corresponding user terminal 110, The information amount can be absorbed and the information digestion ability can be improved. This will allow the user to easily digest information in the current flood of information.

In addition, the information recommendation server 120 according to the present invention may be configured such that the mail information and the exposure information described above are transmitted to a first user terminal among a plurality of user terminals preset according to the peripheral environment information provided from the plurality of user terminals 110, Information may be provided to accommodate information capacity. At this time, the first user terminal may be any one of a terminal such as a computer, a mobile phone, a PDA, and a notebook, as described above.

Here, it can be seen that the surrounding information and the first user terminal are matched with each other. For example, if the user is in a surrounding environment of home and uses a lot of notebooks at home, the user may have set the surrounding environment information through his / her user terminal 110, You might have set up your laptop as a.

Accordingly, a user staying at home can read the mail information and the capacity of the exposure information corresponding to his / her sensibility with his / her notebook.

In addition, the information recommendation server 120 according to the present invention generates emotional numerical information of the user according to the result of comparing the first emotional value with the predetermined second emotional value, And may provide the mail information and the exposure information to an arbitrary first user terminal of the plurality of user terminals 110 according to a preset time period.

Here, the mail information and the exposure information provided may be information provided in accordance with the time period and the surrounding information as described above, or may be information provided only reflecting the time period without reflecting the surrounding information.

In the meantime, when a plurality of user terminals 110 according to the present invention further generates click signal information generated according to a state in which mail information and exposure information are read, the information recommendation server 120 transmits the click signal information to the plurality of terminals 110 Receiving the subject information and the click signal information, classifying the mail information and the exposure information according to the priority of the topic in correspondence with the click signal information, and providing the mail information and the exposure information culled in the order of the high priority to the first user terminal can do.

At this time, the mail information and the exposure information provided are information provided by reflecting the time period and / or the surrounding information in addition to the topic-based order based on the click signal information as described above, or may be information that does not reflect the time period and / The information may be provided only in accordance with the subject-specific order.

In addition, when the plurality of user terminals 110 according to the present invention set up topic information that is a concern of the user, the information recommendation server 120 determines a priority order based on the topic information provided from the plurality of user terminals And may provide the culled mail information and the exposure information to the first user terminal in order of a high theme. The subject information means information such as sports, IT, politics, and economy.

At this time, the mail information and the exposure information provided are information provided by reflecting the time period and / or the surrounding information in addition to the subject-based order based on the subject information, as described above, It may be information provided only in order of subject matter.

Meanwhile, the information recommendation server 120 described above can process the following functions in cooperation with the user terminal 110.

1. The amount of information that can be passed through the ranking of various information is transferred to the next stage, and the remaining must be sinking and evaluated again at the next opportunity. (Exceptionally, a person with a very high urgency / priority of super is passed)

2. You can serialize (multiply) the three factors of timeDealine, informaitonValue, and current user's context, and add socre. And each sum (or) waits in the second preparation.

- Information control is performed taking into account the absolute amount of state change and the relative slope (acceleration).

- Compare (borrow) and use similar patterns of other users (popularity, collaborative filter, DPM method)

- Calculate the absolute amount that the current user can acquire, and apply the weight of each detail information so that the sum does not overflow.

- When accumulating the same kind of small information will accumulate, and when the weight is over, consolidate with summary and pass through filter

- If there is a deadline in some information, it can be adjusted so that the entry into the system is dormant and can come back up again. In other words, reminding is like a dynamic heartbeat, starting at the beginning and then gradually getting shorter so that the user does not make mistakes in responding (remind 1 month ago, remind 1 week ago, remind 1 day ago ...). After the postEvent, I also send and expire the wrap-up reminder several times. (= a1 / 2 ^ n-1) = a1 (= a1 / 2) + a3 (= a1 / 4) + ... an (= a1 / 2 ^ n-1) 1 + 1/2 + 1/4 + 1/8 ... 1/2 ^ n-1)

3. Mark the memory in the user's internal state (display the perceived level of interest on the topics of interest (the number of perceived capacity of the brain) and the total amount of information that can be consumed and the amount of capacity per device - the capacity varies with time base) Record the amount of change by topic on the change status of the outside.

Bucket 1 - Collaborative Filter, Bucket 2 - TopicTOI map + Reinforcement (repeating) - Bucket 2 - TopicTo map + Reinforcement (repeating) , Bucket 3-Random Filter)

- Allows the passage of information on an irregular basis, eliminating side effects that the brain is accustomed to.

- It provides interesting survey / vote / polling to users in case ambiguous status or additional situation need to be grasped.

5. Combine the processed information (informaiton, notification / alert), score it, rank it, organize it, apply the cut-off score, pass it, and divide it into the pushed information and the fail.

6. Internal State Capacity & External State: We will create a table of users' ToI (Topic of Interest) by analyzing the user's usual clicks (weekly, monthly) Leave. If you are frequently exposed to information on the same subject in the current micro time domain (if you are recommended), you are likely to have lowered tiredness and less popularity (interest), and lower your current ToI even if you do not like click feedback .

7. The total amount that can respond to the total amount of information also decreases over time, often with recommendations. Conversely, if there is no recommendation for a long time, the capacity to respond to the total amount of information increases again.

8. Monitor changes in information about external topics of interest, events (accelerations), and write down those with large changes

9. Passes are properly sprayed on devices that can be connected to the periphery. Possible devices can be pre-pushed in the future (eg, the signboard of the platform to arrive after a while)

10. Measure the user's reaction (eg click feedback) for a certain period of time, measure the popularity, and make it a uf vector. Audio analysis on a microphone, sensor movement, and so on.

11. Collect the information that has not been delivered in this session, have a high score, or re-create summation, aggregation, and then return to the system with only high scores. (There is a Time Deadline in the information, so Dealine does not use what happened)

For example, it is difficult to pass a filter to each of your friends' birthday reminders, but at some point you may want to group information from several friends (a buddy list in May) so that the value of the information goes up, have.

12. Determine urgency / leeway according to importance and upgrade / downgrade / connect / disconnect connection as appropriate. (eg, http, audio, video surveillance) or indexed Score or External State value. (Repeatedly, the External State value is low if the state is similar. In this case,

13. Select peripheral devices to determine information push, identify devices around various users, and adjust them to be delivered optimally. It computes not only hardware, but also what software in the hardware and where it will be visually exposed, allowing you to choose from several Template Options to communicate information. Of course, the most exposure will be Mobile (SamrtPhone), but it also tries to expose it to digital signage to lower the fatigue caused by concentration.

Second Embodiment

2 is a diagram illustrating an exemplary method of providing a user-customized information S100 according to a second embodiment of the present invention.

As shown in FIG. 2, the method of providing a user-customized information (S100) according to the second embodiment of the present invention is a method of providing recommended information according to a user's emotion and surrounding environment, .

In step S110 according to the present invention, emotion information is generated through emotion values measured using the emotion sensor 111 in a plurality of user terminals 110, and ambient environment information set in accordance with the user's surrounding environment is generated.

Thereafter, in step S120, the information recommendation server 120 receives the generated emotion information and compares the first emotion value with the predetermined second emotion value to determine which level corresponds to the information, And filtering the mail information scheduled to be sent to the plurality of user terminals 110 and the arbitrarily collected exposure information in accordance with the information capacity, And provides it to the user terminal 110 in response to the surrounding environment.

In step S120 according to the present invention, the information recommendation server 120 may set a predetermined number of the first user terminals 110 among the plurality of user terminals 110 set according to the peripheral environment information provided from the plurality of user terminals 110, The mail information and the exposure information may be further provided.

In addition, in step S120 according to the present invention, the information recommendation server 120 generates emotional value information of the user according to a result of comparing the first emotional value with a predetermined second emotional value, And provide the mail information and the exposure information to an arbitrary first user terminal among the plurality of user terminals 110 according to a predetermined time period corresponding to the size.

Meanwhile, in the step S110 according to the present invention, when the step of generating the click signal information generated according to the state in which the mail information and the exposure information are read from the plurality of user terminals 110 is further included, In step S120, the information recommendation server 120 receives the subject information and the click signal information from the plurality of terminals 110, classifies the mail information and the exposure information according to the topic priority according to the click signal information, The first user terminal 110 may provide the mail information and the exposure information, which are categorized in a high-priority order.

In addition, in step S110 according to the present invention, when the user terminal 110 further includes a step of setting topic information, which is a concern of the user, in step S120 according to the present invention, And may provide the mail information and the exposure information culled in the order of a high priority to the first user terminal based on the subject information provided from the plurality of user terminals 110. [

Third Embodiment

FIG. 3 is a diagram showing each of the configurations of the information recommendation server 120 according to the third embodiment of the present invention modeled. FIG. 4 is a diagram showing each configuration of the information recommendation server 120 according to the third embodiment of the present invention Fig.

The information recommendation server 120 shown in FIG. 3 includes a Pre-Processor, a Filter, a Context Monitoring & Measurement, and a Reproduction configuration.

The pre-processor periodically accesses the information existing on the web and indexes it by parsing the desired information. In this case, all the information and the Alert / Notification are firstly assigned to the importance score. Also assign Expire to the TimeStamp (remove too low or out of the queue)

The filter scours the information, assigns a status rank, passes it through the filter, and processes it with the threshold calculation method. At this time, it is selectively passed according to the capacity of the cognitive processing of the user. (Cognitive ability instantaneous capacity is calculated and scored). Then, by distinguishing and profiling the situation, the abnormal state / specific state is identified and informed.

In addition, it calculates internal / external state change measurement, distinction situations, and profiles more conveniently and accurately. Then, a peripheral machine to express information is selected and transmitted.

The Context Monitoring & Measurement can infer / analyze how the user responded to the transmitted information. For example, click reaction time, sensor movement, etc., infer user reaction. The user's general context is also measured and analyzed. For example, location - house / company, time, activity details, walking etc.

In addition, it can also be used to approximate the information measured in part by several devices. This is generated and reported as an uf signal.

Reproduction combines and reproduces the above information, and exposes it several times by adjusting the time period.

If the information of the user is insufficient in the above-mentioned Pre-Processor, Filter, Context Monitoring & Measurement, and Reproduction configuration, the similar user data is borrowed and applied as shown in FIG.

While the present invention has been particularly shown and described with reference to exemplary embodiments thereof, it is to be understood that the invention is not limited to the exemplary embodiments or constructions. You can understand that you can do it. The embodiments described above are therefore to be considered in all respects as illustrative and not restrictive.

110: User terminal 111: Emotion sensor
120: Information recommendation server

Claims (10)

A user-customized information providing system for providing recommended information according to user's emotions and surrounding environment,
A plurality of user terminals for generating emotion information through emotion values measured using the emotion sensor and generating ambient environment information set in accordance with the user's surrounding environment;
The first emotional value for the user is received by the generated emotional information, and the second emotional value is compared with a predetermined second emotional value to determine which level corresponds to the information capacity. Then, An information recommendation server filtering the mail information to be sent and the arbitrarily collected exposure information to provide the information to the user terminal in accordance with the user's surrounding environment based on the environment information provided from the user terminal;
And a user-customized information providing system.
The method according to claim 1,
The information recommendation server includes:
And provides the mail information and the exposure information to an arbitrary first user terminal among the plurality of user terminals preset according to the peripheral environment information provided from the plurality of user terminals.
3. The method of claim 2,
The information recommendation server includes:
Generating emotional numerical information of the user according to a result of comparing the first emotional value with a predetermined second emotional value, and generating emotional numerical information of the user based on the sensed numerical value, And provides the mail information and the exposure information to the first user terminal of the first user terminal.
4. The method according to any one of claims 1 to 3,
When the plurality of user terminals further generate the click signal information generated according to the state in which the mail information and the exposure information are read
The information recommendation server includes:
Receiving the subject information and the click signal information from the plurality of terminals, classifying the mail information and the exposure information according to the priority order of themes corresponding to the click signal information, And provides the information to the first user terminal.
4. The method according to any one of claims 1 to 3,
The plurality of user terminals, when setting topic information that is a concern of the user,
Wherein the information recommendation server provides the first user terminal with the mail information and the exposure information that are categorized in a high-priority order of topics based on the subject information provided from the plurality of user terminals Delivery system.
A user-customized information providing method for providing recommended information according to a user's emotion and surrounding environment,
(a) generating emotion information through a sensibility value measured by a plurality of user terminals using an emotion sensor, and generating surrounding environment information set in accordance with a user's surrounding environment;
(b) the information recommendation server receives the generated emotion information and compares the first emotion value for the user with a predetermined second emotion value to determine which level corresponds to the information capacity, and calculates the information capacity, Filtering the mail information to be sent to the plurality of user terminals and the arbitrarily collected exposure information to provide the corresponding mail information to the user terminal in accordance with the user's surrounding environment based on the surrounding environment information provided from the user terminal;
And a user-customized information providing method.
The method according to claim 6,
The step (b)
Providing the mail information and the exposure information to an arbitrary first user terminal among the plurality of user terminals preset according to the peripheral environment information provided from the plurality of user terminals at the information recommendation server;
Further comprising the steps of:
8. The method of claim 7,
The step (b)
The information recommendation server generates emotional numerical information of the user according to a result of comparing the first emotional value with a predetermined second emotional value, Providing the mail information and the exposure information to an arbitrary first user terminal of the user terminal;
Further comprising the steps of:
9. The method according to any one of claims 6 to 8,
The step (a)
And generating the click signal information generated according to the state in which the mail information and the exposure information are read from the plurality of user terminals
The step (b)
The information recommendation server receives the subject information and the click signal information from the plurality of terminals and classifies the mail information and the exposure information into a priority order of themes corresponding to the click signal information, Providing mail information and exposure information to the first user terminal;
Further comprising the steps of:
9. The method according to any one of claims 6 to 8,
The step (a)
The method may further comprise setting topic information, which is a concern of the user, from a plurality of user terminals,
The step (b)
Providing the information recommendation server to the first user terminal with the mail information and the exposure information culled in the order of the topics having a high priority based on the subject information provided from the plurality of user terminals;
Further comprising the steps of:
KR20130084846A 2013-07-18 2013-07-18 System and method for providing customized information KR20150010839A (en)

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