CN105656960A - Method and device for realizing sociability of nodes in IOT network - Google Patents
Method and device for realizing sociability of nodes in IOT network Download PDFInfo
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- CN105656960A CN105656960A CN201410640710.0A CN201410640710A CN105656960A CN 105656960 A CN105656960 A CN 105656960A CN 201410640710 A CN201410640710 A CN 201410640710A CN 105656960 A CN105656960 A CN 105656960A
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Abstract
The invention provides a method and device for realizing sociability of nodes in an IOT network. The method comprises the following steps of: obtaining attributes of various IOT nodes; calculating the correlation of various IOT nodes according to the attributes of various IOT nodes; and establishing a social relationship of the IOT nodes according to the correlation of various IOT nodes. By means of the method disclosed by the invention, the social relationship of the IOT nodes can be established; and thus, sociability of the IOT network can be realized.
Description
Technical field
The present invention relates to communication technique field, particularly relate to a kind of method and the device that realize thing networking network interior joint social.
Background technology
In current thing networking network, by sensing net independent separately or what terminal form, these sensing net, terminals only complete to apply accordingly separately, directly do not contact to each other. And the social network of the mankind, it it is the network structure of the attribute definition for people, can not thing networking is social completely function, the subjective behavior of dependence people as more in the foundation of relation in the social network of people, and thing networking social activity is more depend on the objective condition such as the attribute of object, application.
Summary of the invention
It is an object of the invention to provide a kind of method and the device that realize thing networking network interior joint social, the social of thing networking network can be realized.
In order to achieve the above object, embodiments providing a kind of method realizing thing networking network interior joint social, the method comprises:
Obtain the attribute of each Internet of things node;
Attribute according to each Internet of things node, calculates the dependency between each Internet of things node;
According to the dependency between each Internet of things node, set up the social networks between Internet of things node.
Wherein, the step of the attribute obtaining each Internet of things node comprises:
Networked social platform by thing, obtain the attribute of each Internet of things node of access thing networking social platform.
Wherein, according to the attribute of each Internet of things node, the step calculating the dependency between each Internet of things node comprises:
Obtain the first relation conefficient between i-th attribute of arbitrary Internet of things node and jth the attribute of another Internet of things node;
Obtain the 2nd relation conefficient between arbitrary Internet of things node and another Internet of things node;
According to the first relation conefficient and the 2nd relation conefficient, obtain the dependency between each Internet of things node.
Wherein,
Pass through formula
Obtain the first relation conefficient between i-th attribute of arbitrary Internet of things node and jth the attribute of another Internet of things node, wherein,Represent the first relation conefficient, aiRepresent i-th attribute of arbitrary network element, bjRepresent jth the attribute of another network element.
Wherein,
According to the first relation conefficient, pass through formula
Obtain the 2nd relation conefficient between arbitrary Internet of things node and another Internet of things node, wherein, RABRepresent the 2nd relation conefficient,Represent the first relation conefficient,Representing the weight of the first relation conefficient in the dependency of arbitrary Internet of things node and all attributes of another Internet of things node, n represents that arbitrary Internet of things node has n separate attribute, and m represents that another Internet of things node has m separate attribute.
Wherein, according to the dependency between each Internet of things node, the step setting up the social networks between Internet of things node comprises:
Judge whether the 2nd relation conefficient is greater than the first preset value;
If being greater than the first preset value, then set up the social networks between arbitrary Internet of things node and another Internet of things node.
Wherein, after obtaining the attribute step of each Internet of things node, also comprise:
Dependency between the information sent according to arbitrary Internet of things node and other Internet of things node, sets up the social networks between arbitrary Internet of things node and other Internet of things node.
Wherein, the dependency between the information sent according to arbitrary Internet of things node and other Internet of things node, the step setting up the social networks between arbitrary Internet of things node and other Internet of things node comprises:
Obtain the attribute that arbitrary Internet of things node is sent information;
Sent the attribute of information according to arbitrary Internet of things node, obtain the third phase between i-th attribute of the information that arbitrary Internet of things node sends and jth the attribute of other Internet of things node and close coefficient;
Close coefficient according to third phase, obtain the 4th relation conefficient between information and other Internet of things node that arbitrary Internet of things node sends;
Judge whether the 4th relation conefficient is greater than the 2nd preset value;
If being greater than the 2nd preset value, then set up the social networks between arbitrary Internet of things node and other Internet of things node.
Wherein,
Pass through formula
Obtain the third phase between i-th attribute of the information that arbitrary Internet of things node sends and jth the attribute of other Internet of things node and close coefficient, wherein,Represent that third phase closes coefficient, xiRepresent i-th attribute of the information that arbitrary Internet of things node sends, yjRepresent jth the attribute of other Internet of things node.
Wherein,
Close coefficient according to third phase, pass through formula
Obtain the 4th relation conefficient between information and other Internet of things node that arbitrary Internet of things node sends, wherein, RXYRepresent the 4th relation conefficient,Represent that third phase closes coefficient,Representing that third phase closes the weight of coefficient in the dependency of sent information and all attributes of other Internet of things node, n represents that institute's transmission information has the individual separate attribute of n, and m represents that other Internet of things node has the individual separate attribute of m.
Embodiments of the invention additionally provide a kind of device realizing thing networking network interior joint social, are applied to thing networking social intercourse system, and this device comprises: thing networking social platform and multiple Internet of things node, wherein,
Thing networking social platform, for obtaining the attribute of each Internet of things node of access thing networking social platform, and the attribute according to each Internet of things node, calculate the dependency between each Internet of things node, again according to the dependency between each Internet of things node, set up the social networks between Internet of things node.
Wherein, two relation conefficient of thing networking social platform by calculating between arbitrary Internet of things node and another Internet of things node, and the 2nd relation conefficient is compared with the first preset value, if the 2nd relation conefficient is greater than the first preset value, then set up the social networks between arbitrary Internet of things node and another Internet of things node.
Wherein, thing networking social platform, is also sent the attribute of information for obtaining arbitrary Internet of things node.
Wherein, the 4th relation conefficient between the information that thing networking social platform sends by calculating arbitrary Internet of things node and other Internet of things node, and compare the 4th relation conefficient and compare with the 2nd preset value, if the 4th relation conefficient is greater than the 2nd preset value, then set up the social networks between arbitrary Internet of things node and other Internet of things node.
The technique scheme of the present invention at least has following useful effect:
In the method realizing thing networking network interior joint social of the embodiment of the present invention, by the relation conefficient calculated between Internet of things node, judge whether there is dependency between Internet of things node, and set up social networks for having each Internet of things node of dependency, thus realize the social of thing networking network.
Accompanying drawing explanation
Fig. 1 is the flow chart of steps of the method realizing thing networking network interior joint social in the embodiment of the present invention;
Fig. 2 is the concrete steps schema of the step 12 of Fig. 1 in the embodiment of the present invention;
Fig. 3 is the concrete steps schema of the step 13 of Fig. 1 in the embodiment of the present invention;
Fig. 4 is the dependency between the information sent according to arbitrary Internet of things node in the embodiment of the present invention and other Internet of things node, sets up the flow chart of steps of the social networks between arbitrary Internet of things node and other Internet of things node;
Fig. 5 is the structural representation of the device realizing thing networking network interior joint social in the embodiment of the present invention;
Fig. 6 is Internet of things node attribute structure iron in the embodiment of the present invention.
Embodiment
For making the technical problem to be solved in the present invention, technical scheme and advantage clearly, it is described in detail below in conjunction with the accompanying drawings and the specific embodiments.
The present invention is directed in prior art, in thing networking network, sensing net, terminal only complete corresponding application separately, the problem do not contacted directly each other, it provides a kind of method and device realizing thing networking network interior joint social, can realize the social of thing networking network.
As shown in Figure 1, embodiments providing a kind of method realizing thing networking network interior joint social, the method comprises:
Step 11, obtains the attribute of each Internet of things node 52;
In a particular embodiment of the present invention, Internet of things node 52 can be sensor, terminal, communication gate basic equipment, can also be specifically to the intelligent home device in application scene, intelligent transportation equipment etc., such as intelligent refrigerator, baking box, TV, air-conditioning, automobile etc., can certainly be various application, such as food safety monitoring application.
Step 12, according to the attribute of each Internet of things node 52, calculates the dependency between each Internet of things node 52;
Step 13, according to the dependency between each Internet of things node 52, sets up the social networks between Internet of things node 52.
In a particular embodiment of the present invention, thing networking social platform 51 obtains the attribute of each Internet of things node 52 of access this thing networking social platform 51, and the attribute according to each Internet of things node 52, calculate the dependency between Internet of things node 52, again according to the calculation result of dependency, set up social networks for having between the Internet of things node 52 of dependency.
As shown in Figure 2, in the above embodiment of the present invention, the concrete steps of step 12 are:
Step 21, obtains the first relation conefficient between i-th attribute of arbitrary Internet of things node 52 and jth the attribute of another Internet of things node 52;
Step 22, obtains the 2nd relation conefficient between arbitrary Internet of things node 52 and another Internet of things node 52;
Step 23, according to the first relation conefficient and the 2nd relation conefficient, obtains the dependency between each Internet of things node 52.
As shown in Figure 3, in the above embodiment of the present invention, in Fig. 1, the concrete steps of step 13 comprise:
Step 31, judges whether the 2nd relation conefficient is greater than the first preset value;
Step 32, if being greater than the first preset value, then sets up the social networks between arbitrary Internet of things node 52 and another Internet of things node 52.
In the above embodiment of the present invention, pass through formula further Obtain the first relation conefficient between i-th attribute of arbitrary Internet of things node 52 and jth the attribute of another Internet of things node 52, wherein,Represent the first relation conefficient, aiRepresent i-th attribute of arbitrary network element, bjRepresent jth the attribute of another network element.Again according to the first relation conefficient, pass through formula
Obtain the 2nd relation conefficient between arbitrary Internet of things node 52 and another Internet of things node 52, wherein, RABRepresent the 2nd relation conefficient,Represent the first relation conefficient,Represent that the first relation conefficient is in arbitrary Internet of things node 52 and the weight in the dependency of another all attribute of Internet of things node 52, n represents that arbitrary Internet of things node 52 has n separate attribute, and m represents that another Internet of things node 52 has m separate attribute.
In a particular embodiment of the present invention, being established as example with the social networks of refrigerator and baking box in intelligence household, refrigerator A has n separate attribute, and baking box B has m separate attribute, and owner's attribute of refrigerator is a1, owner's attribute of baking box is b1, so between refrigerator owner attribute and baking box owner's attribute, relative coefficient can represent and is:
In the dependency of all attributes of refrigerator and baking box, weight isFirst relation conefficient of i-th attribute of refrigerator and jth the attribute of baking box can represent:
Its weight isBy the application logic of intelligence household it will be seen that the owner's relation between household electrical appliances directly determines the dependency between household electrical appliances, when its owner is identicalSet up social networks must to refrigerator and baking box. Therefore, the 2nd coefficient R between refrigerator and baking boxABFor:
Work as RABDuring more than the first preset value, just thinking and need for social networks set up by refrigerator and baking box, wherein, the first preset value is the threshold value according to the setting of concrete application scene. But due to the first relation conefficientAnd weightIt is difficult to direct formulae discovery out, an initial value can be first assumed, then by calculating the need of setting up social networks, then by for some time actual motion according to experience, according to the actual mutual situation of message social between two Internet of things nodes 52, it is optimized adjustment.
In the above embodiment of the present invention, after execution of step 11, dependency between the information that aforesaid method can also send according to arbitrary Internet of things node 52 and other Internet of things node 52, sets up the social networks between arbitrary Internet of things node 52 and other Internet of things node 52.
In a particular embodiment of the present invention, the information that can be sent by arbitrary Internet of things node 52 and the dependency of other Internet of things node 52, so that thing networking social platform 51 sets up social networks for there are two Internet of things nodes 52 of potential dependency, also it is convenient to the information that arbitrary Internet of things node 52 sends is pushed to other Internet of things node 52 simultaneously.
As shown in Figure 4, in the above embodiment of the present invention, dependency between the information sent according to arbitrary Internet of things node 52 and other Internet of things node 52, the concrete steps setting up the social networks between arbitrary Internet of things node 52 and other Internet of things node 52 comprise:
Step 41, obtains the attribute that arbitrary Internet of things node 52 is sent information;
Step 42, is sent the attribute of information according to arbitrary Internet of things node 52, obtains the third phase between i-th attribute of the information that arbitrary Internet of things node 52 sends and jth the attribute of other Internet of things node 52 and closes coefficient;
Step 43, closes coefficient according to third phase, obtains the 4th relation conefficient between information and other Internet of things node 52 that arbitrary Internet of things node 52 sends;
Step 44, judges whether the 4th relation conefficient is greater than the 2nd preset value;
Step 45, if being greater than the 2nd preset value, then sets up the social networks between arbitrary Internet of things node 52 and other Internet of things node 52.
In the above embodiment of the present invention, pass through formula further
Obtain the third phase between i-th attribute of the information that arbitrary Internet of things node 52 sends and jth the attribute of other Internet of things node 52 and close coefficient, wherein,Represent that third phase closes coefficient, xiRepresent i-th attribute of the information that arbitrary Internet of things node 52 sends, yjRepresent jth the attribute of other Internet of things node 52. Close coefficient by third phase again, pass through formula
Obtain the 4th relation conefficient between information and other Internet of things node 52 that arbitrary Internet of things node 52 sends, wherein, RXYRepresent the 4th relation conefficient,Represent that third phase closes coefficient,Representing that third phase closes the weight of coefficient in the dependency of sent information and all attributes of other Internet of things node 52, n represents that institute's transmission information has the individual separate attribute of n, and m represents that other Internet of things node 52 has the individual separate attribute of m.
In a particular embodiment of the present invention, in intelligence household, the correlation calculations of social message sent out by refrigerator to owner, refrigerator A have received the dangerous food warning microblogging X that comes from food and medicine Surveillance Authority FDA, whether forward to owner Y, be then the coefficient R calculating this microblogging and ownerXYSize. Owner is a total m separate attribute in intelligence domestic applications scene, and dangerous food warning microblogging X contains n separate information, being similar to the 2nd relation conefficient calculating two Internet of things nodes 52, the third phase pass coefficient of i-th attribute of microblogging X and jth the attribute of owner Y can represent and is:
In the dependency of all attributes of microblogging and owner, weight isThe then coefficient R of microblogging and ownerXYCan represent and be:
Work as RXYDuring more than the 2nd preset value, just thinking and need the microblogging X received by refrigerator A to forward to owner Y, and set up social networks for refrigerator and owner, wherein, the 2nd preset value is the threshold value according to the setting of embody rule scene. With RABCompute classes seemingly, due to third phase close coefficientAnd weightIt is difficult to direct formulae discovery, it is possible to first assume an initial value according to experience, and then carry out continuous adjusting and optimizing.
In a particular embodiment of the present invention, for ease of carrying out information mutual understanding and transmission between Internet of things node 52, need the essential information structure defining thing networking, analyze according to demand, can message structure be formed abstract is " executive (who) in information, Time To Event (when) in information, in information there is position (where) in event, event-action (do) in information, concrete event (sth) in information ", for Intelligent household scene, refrigerator is checked through food change, send personal letter and inform owner, the structure of this information is: " who=fridge, do=put, sth=banana, where=home, when=2014:08:08-14:05:25 " it is appreciated of course that, in a particular embodiment of the present invention, do not limit the concrete structure of information, this message structure can carry out expanded definition according to embody rule scene, as long as being convenient between Internet of things node 52 mutual understanding and transmitting.
In order to better realize above-mentioned purpose, as shown in Figure 5, the embodiment of the present invention additionally provides a kind of device 50 realizing thing networking network interior joint social, it is applied to thing networking social intercourse system, this device 50 comprises: thing networking social platform 51 and multiple Internet of things node 52, wherein
Thing networking social platform 51, for obtaining the attribute of each Internet of things node 52 of access thing networking social platform 51, and the attribute according to each Internet of things node 52, calculate the dependency between each Internet of things node 52, again according to the dependency between each Internet of things node 52, set up the social networks between Internet of things node 52.
In a particular embodiment of the present invention, thing networking social intercourse system adopts nodal analysis method, this nodal analysis method is the described method of a kind of general, domination to dissimilar node, to be Internet of things node 52 in thing networks social intercourse system identified and sets up the basis of social networks with other Internet of things node 52, and Internet of things node 52 attribute structure iron is as shown in Figure 6.
Wherein, two relation conefficient of thing networking social platform 51 by calculating between arbitrary Internet of things node 52 and another Internet of things node 52, and the 2nd relation conefficient is compared with the first preset value, if the 2nd relation conefficient is greater than the first preset value, then set up the social networks between arbitrary Internet of things node 52 and another Internet of things node 52.
Wherein, thing networking social platform 51, is also sent the attribute of information for obtaining arbitrary Internet of things node 52.
Wherein, the 4th relation conefficient between the information that thing networking social platform 51 sends by calculating arbitrary Internet of things node 52 and other Internet of things node 52, and compare the 4th relation conefficient and compare with the 2nd preset value, if the 4th relation conefficient is greater than the 2nd preset value, then set up the social networks between arbitrary Internet of things node 52 and other Internet of things node 52.
In a particular embodiment of the present invention, based on the application scene citing of above-mentioned thing networking social intercourse system: equipment in a family: comprise refrigerator, TV, baking box, air-conditioning, automobile etc. After each equipment all accesses thing networking social platform 51, platform can be analyzed according to device attribute, as aforesaid device all belongs to same family, based on this potential relation, platform can recommend these equipment to set up social networks, just the application contacts of each equipment independence is got up so on this basis, it is possible to reach the object of information sharing.
Scene 1: automobile belongs to car working application, common application only provides navigation to wait application, but can connect with domestic applications in thing networks social platform 51, as automobile issues a position and form object information in thing social platform 51 of networking, getting home such as distance also has 10 minutes, so due to good friend that automobile is air-conditioning, air-conditioning can get this information, judging, currently should open air-conditioning in advance, after such owner to family, room temp reduces.
Scene 2: information food information put into by refrigerator, Information issued can be networked in social platform 51 in thing by refrigerator, after good friend's baking box gets, and can automatically according to food species, search in social platform, see if there is the information that culinary art this kind of food shared by other baking boxs, such as the baking time, batching etc., if any then downloading, such owner is when taking out food and put into baking box, it is possible to directly selection ready cooking methods, and need not sets itself again.
Scene 3:: refrigerator can by not enough for current foodstuff Information issued to thing networking social platform 51, the TV of the same family gets this information, the purchase address of food needed for automatic internet searching, and carry out price comparison etc. and analyze, finally recommend home owner to buy on TV purchase suggestion display.
Above-mentioned scene description is based on a family, in practical application, and the expansion that the social network of thing networking can be unlimited, and do not limit by region, networking social platform 51 such as thing can according to the recommendation relation foundation of same master message, it is also possible to by producer's information of equipment, function information, application messages etc. are recommended, and the relation between internet of things equipment is also dynamic, if vehicle is through the same area, temporal relation can be set up, share road conditions and peripheral information, after leaving region, namely release relation.
The above is the preferred embodiment of the present invention; it is noted that for those skilled in the art, under the prerequisite not departing from principle of the present invention; can also making some improvements and modifications, these improvements and modifications also should be considered as protection scope of the present invention.
Claims (14)
1. one kind realizes the method for thing networking network interior joint social, it is characterised in that, described method comprises:
Obtain the attribute of each Internet of things node;
Attribute according to each Internet of things node, calculates the dependency between each Internet of things node;
According to the dependency between each Internet of things node described, set up the social networks between Internet of things node.
2. the method for claim 1, it is characterised in that, the step of the attribute of described each Internet of things node of acquisition comprises:
Networked social platform by thing, obtain the attribute of each Internet of things node of access described thing networking social platform.
3. method as claimed in claim 2, it is characterised in that, the described attribute according to each Internet of things node, the step calculating the dependency between each Internet of things node comprises:
Obtain the first relation conefficient between i-th attribute of arbitrary Internet of things node and jth the attribute of another Internet of things node;
Obtain the 2nd relation conefficient between arbitrary Internet of things node and another Internet of things node;
According to described first relation conefficient and the 2nd relation conefficient, obtain the dependency between each Internet of things node.
4. method as claimed in claim 3, it is characterised in that,
Pass through formula
Obtain the first relation conefficient between i-th attribute of arbitrary Internet of things node and jth the attribute of another Internet of things node, wherein,Represent described first relation conefficient, aiRepresent i-th attribute of arbitrary network element, bjRepresent jth the attribute of another network element.
5. method as claimed in claim 4, it is characterised in that,
According to described first relation conefficient, pass through formula
Obtain the 2nd relation conefficient between arbitrary Internet of things node and another Internet of things node, wherein, RABRepresent described 2nd relation conefficient,Represent described first relation conefficient,Representing the weight of described first relation conefficient in the dependency of arbitrary Internet of things node and all attributes of another Internet of things node, n represents that arbitrary Internet of things node has n separate attribute, and m represents that another Internet of things node has m separate attribute.
6. method as belonging to claim 3, it is characterised in that, dependency between each Internet of things node described in described basis, the step setting up the social networks between Internet of things node comprises:
Judge whether described 2nd relation conefficient is greater than the first preset value;
If being greater than described first preset value, then set up the social networks between arbitrary Internet of things node and another Internet of things node.
7. method as claimed in claim 2, it is characterised in that, after the attribute step of described each Internet of things node of acquisition, also comprise:
Dependency between the information sent according to arbitrary Internet of things node and other Internet of things node, sets up the social networks between arbitrary Internet of things node and other Internet of things node.
8. method as claimed in claim 7, it is characterised in that, the dependency between the described information that sends according to arbitrary Internet of things node and other Internet of things node, the step setting up the social networks between arbitrary Internet of things node and other Internet of things node comprises:
Obtain the attribute that arbitrary Internet of things node is sent information;
Sent the attribute of information according to described arbitrary Internet of things node, obtain the third phase between i-th attribute of the information that arbitrary Internet of things node sends and jth the attribute of other Internet of things node and close coefficient;
Close coefficient according to described third phase, obtain the 4th relation conefficient between information and other Internet of things node that arbitrary Internet of things node sends;
Judge whether described 4th relation conefficient is greater than the 2nd preset value;
If being greater than described 2nd preset value, then set up the social networks between arbitrary Internet of things node and other Internet of things node.
9. method as claimed in claim 8, it is characterised in that,
Pass through formula
Obtain the third phase between i-th attribute of the information that arbitrary Internet of things node sends and jth the attribute of other Internet of things node and close coefficient, wherein,Represent that described third phase closes coefficient, xiRepresent i-th attribute of the information that arbitrary Internet of things node sends, yjRepresent jth the attribute of other Internet of things node.
10. method as claimed in claim 9, it is characterised in that,
Close coefficient according to described third phase, pass through formula
Obtain the 4th relation conefficient between information and other Internet of things node that arbitrary Internet of things node sends, wherein, RXYRepresent described 4th relation conefficient,Represent that described third phase closes coefficient,Represent described third phase close coefficient transmission information and all attributes of other Internet of things node dependency in weight, n represents that institute's transmission information has n separate attribute, and m represents that other Internet of things node has the individual separate attribute of m.
11. 1 kinds realize the device of thing networking network interior joint social, are applied to thing networking social intercourse system, it is characterised in that, described device comprises: thing networking social platform and multiple Internet of things node, wherein,
Described thing networking social platform, for obtaining the attribute of each Internet of things node of access described thing networking social platform, and the attribute according to each Internet of things node, calculate the dependency between each Internet of things node, again according to the dependency between each Internet of things node described, set up the social networks between Internet of things node.
12. devices as claimed in claim 11, it is characterized in that, two relation conefficient of described thing networking social platform by calculating between arbitrary Internet of things node and another Internet of things node, and described 2nd relation conefficient is compared with the first preset value, if described 2nd relation conefficient is greater than described first preset value, then set up the social networks between arbitrary Internet of things node and another Internet of things node.
13. devices as claimed in claim 11, it is characterised in that, described thing networking social platform, is also sent the attribute of information for obtaining arbitrary Internet of things node.
14. devices as claimed in claim 13, it is characterized in that, the 4th relation conefficient between the information that described thing networking social platform sends by calculating arbitrary Internet of things node and other Internet of things node, and relatively described 4th relation conefficient compares with the 2nd preset value, if described 4th relation conefficient is greater than described 2nd preset value, then set up the social networks between arbitrary Internet of things node and other Internet of things node.
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| WO2014130993A2 (en) * | 2013-02-25 | 2014-08-28 | Qualcomm Incorporated | Automatic iot device social network expansion |
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| CN107786398A (en) * | 2016-08-31 | 2018-03-09 | 阿里巴巴集团控股有限公司 | Data interactive method and device, and intelligent terminal, operating system, intelligent refrigerator |
| CN107786398B (en) * | 2016-08-31 | 2021-02-23 | 斑马智行网络(香港)有限公司 | Data interaction method and device, intelligent terminal, operating system and intelligent refrigerator |
| CN109560981A (en) * | 2018-07-04 | 2019-04-02 | 蔚来汽车有限公司 | Determine method and apparatus, the computer storage medium of the node degree of association |
| CN113016001A (en) * | 2018-11-19 | 2021-06-22 | 三星电子株式会社 | Method and system for predicting content-based recommendations |
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