CN116340125A - Behavior path series connection method and device based on clues and electronic equipment - Google Patents

Behavior path series connection method and device based on clues and electronic equipment Download PDF

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Publication number
CN116340125A
CN116340125A CN202310390908.7A CN202310390908A CN116340125A CN 116340125 A CN116340125 A CN 116340125A CN 202310390908 A CN202310390908 A CN 202310390908A CN 116340125 A CN116340125 A CN 116340125A
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Prior art keywords
user
page
behaviors
request
target page
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Chinese (zh)
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王雪
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Neusoft Ruichi Automotive Technology Dalian Co ltd
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Neusoft Ruichi Automotive Technology Dalian Co ltd
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Priority to CN202310390908.7A priority Critical patent/CN116340125A/en
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3438—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment monitoring of user actions
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3466—Performance evaluation by tracing or monitoring
    • G06F11/3495—Performance evaluation by tracing or monitoring for systems
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management

Abstract

The invention provides a behavior path series connection method, a device and electronic equipment based on clues, which relate to the technical field of user behavior analysis and comprise the following steps: monitoring the operation behaviors of each user aiming at the page carrier; responding to the request operation of the user aiming at the root page, and endowing a clue number to the request operation; according to the sequence of the cue numbers, the operation behaviors of the users are connected in series; by connecting the user behavior paths in series, the technical problem that analysis of complicated user behaviors is difficult is solved.

Description

Behavior path series connection method and device based on clues and electronic equipment
Technical Field
The present invention relates to the technical field of user behavior analysis, and in particular, to a method, an apparatus, and an electronic device for behavior path series connection based on clues.
Background
With the development of information technology, analysis of user behavior can help service developers to better improve and develop products, so that user experience of users is improved.
The inventor researches find that in the current data age, the number of users aiming at single products may be huge, and the user behaviors of the users are disordered, so that the analysis of the user behaviors is difficult.
Disclosure of Invention
Accordingly, the present invention aims to provide a method, an apparatus and an electronic device for serial connection of behavior paths based on clues, which can alleviate the technical problem that the analysis of complicated user behavior is difficult by serial connection of user behavior paths.
In a first aspect, embodiments provide a thread-based behavior path concatenation method, the method comprising:
monitoring the operation behaviors of each user aiming at the page carrier;
responding to the request operation of the user for the root page, and endowing a clue number for the request operation;
and according to the sequence of the cue numbers, the operation behaviors of the users are connected in series.
In an alternative embodiment, the thread number is the first serial path; the thread number is used for serially connecting at least one operation behavior continuously triggered by the user.
In an alternative embodiment, in response to a request operation of the user for a root page, the step of assigning a clue number to the request operation includes:
determining a target page corresponding to a first request operation according to the first request operation of the user on a root page, and giving a clue number to the first request operation; the root page comprises a page ID, and the first request operation comprises an action ID;
judging whether the user has continuous triggering operation behaviors aiming at the target page or not;
if yes, determining an action ID corresponding to the continuous triggering operation behavior, and a page ID and a parent page ID corresponding to the target page; repeatedly executing the step of judging whether the user has continuous triggering operation behaviors aiming at the target page;
if not, execution terminates.
In an alternative embodiment, the step of repeatedly performing the step of determining whether the user has a continuous trigger operation behavior for the target page includes:
determining an action ID corresponding to a second request operation, a page ID corresponding to the current target page and a parent page ID according to the second request operation of the user for the current target page;
judging whether the user has a third request operation for the next target page;
if so, determining an action ID corresponding to the third request operation, a page ID corresponding to the next target page and a parent page ID according to the third request operation of the user for the next target page; taking the next target page as a new current page;
repeating the steps until the operation behaviors continuously triggered by the user aiming at the target page are all executed.
In an alternative embodiment, the step of concatenating the operation behaviors of the user according to the order of the thread numbers includes:
and based on the sequence ID carried by the cue number, the operation behaviors of the user aiming at least one root page are connected in series, and a second series path is generated.
In an alternative embodiment, the method further comprises:
and recording the user operation behaviors after the series connection in a log.
In an alternative embodiment, the method further comprises:
and according to the user operation behaviors after the serial connection, analyzing the behaviors of the user.
In a second aspect, embodiments provide a thread-based behavior path concatenation apparatus, the apparatus comprising:
the monitoring module monitors the operation behaviors of each user aiming at the page carrier;
the request module responds to the request operation of the user for the root page and gives a clue number to the request operation;
and the serial module is used for serially connecting the operation behaviors of the users according to the sequence of the cue numbers.
In a third aspect, an embodiment provides an electronic device, including a memory, a processor, where the memory stores a computer program executable on the processor, and where the processor implements the steps of the method according to any of the foregoing embodiments when the computer program is executed.
In a fourth aspect, embodiments provide a machine-readable storage medium storing machine-executable instructions that, when invoked and executed by a processor, cause the processor to implement the steps of the method of any of the preceding embodiments.
According to the behavior path series connection method, device and electronic equipment based on the clues, the operation behaviors of the user on the page carrier are monitored, the request operation of the user on the root page is responded, a clue number is correspondingly given to the request operation, meanwhile, the clue number corresponds to a clue ID, the request operation of the user can be connected in series based on the sequence of the clue IDs, so that the operation behaviors of the user are in disorder to orderly, the efficiency of user behavior analysis is improved, and the difficulty of user behavior analysis is reduced.
Additional features and advantages of the disclosure will be set forth in the description which follows, or in part will be obvious from the description, or may be learned by practice of the techniques of the disclosure.
The foregoing objects, features and advantages of the disclosure will be more readily apparent from the following detailed description of the preferred embodiments taken in conjunction with the accompanying drawings.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings that are needed in the description of the embodiments or the prior art will be briefly described, and it is obvious that the drawings in the description below are some embodiments of the present invention, and other drawings can be obtained according to the drawings without inventive effort for a person skilled in the art.
FIG. 1 is a flow chart of a method for providing a serial behavior path based on clues according to an embodiment of the present invention;
FIG. 2 is a schematic diagram of an application scenario of a cue-based behavior path series method according to an embodiment of the present invention;
FIG. 3 is a functional block diagram of a thread-based behavior path serial device according to an embodiment of the present invention;
fig. 4 is a schematic diagram of a hardware architecture of an electronic device according to an embodiment of the present invention.
Detailed Description
For the purpose of making the objects, technical solutions and advantages of the embodiments of the present invention more apparent, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings, and it is apparent that the described embodiments are some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
The current user behavior analysis is common in various application services, and the user behavior is generally analyzed so as to effectively develop and improve the application services and improve the user experience.
However, the inventor researches and discovers that the number of users in the application service is large, and the user behavior of each user is disordered, and if the user behavior is directly involved in analysis, the analysis processing is difficult and the efficiency is low.
Based on the above, according to the behavior path series connection method based on clues provided by the embodiment of the invention, the user behaviors are connected in series to obtain the series path, so that the subsequent user behavior analysis loop can have higher processing efficiency and reduce processing difficulty.
For the sake of understanding the present embodiment, first, a detailed description is provided of a behavior path series method based on clues disclosed in the present embodiment, where the method may be applied to intelligent control devices such as an upper computer and a server.
FIG. 1 is a flow chart of a method for providing a serial behavior path based on clues according to an embodiment of the present invention.
As shown in fig. 1, the method comprises the steps of:
step S102, monitoring operation behaviors of each user aiming at the page carrier.
Wherein, a monitoring plug-in for different services and/or different page carriers can be applied to monitor the operation behavior of each user for such monitored carriers; the operation behavior may be understood as a single click, a long press, multiple clicks on a target control on the touch-sensitive carrier, an input operation or an operation of inputting a target field, and so on.
It will be appreciated that the page carrier may consider pages for user interaction provided by service applications requiring user analysis processing, such pages being capable of being used to provide specific business service functions to users.
Step S104, in response to the request operation of the user for the root page, a clue number is given to the request operation.
The root page is understood to be the first page loaded by the operation of the user, and the root page does not have a parent page of the upper stage. The request operation can be understood as any of the operation behaviors in the foregoing steps; if the request operation of the user on the page is monitored, a clue number can be correspondingly generated for the request operation, and the clue number corresponds to the request operation of the user on the root page one by one.
Step S106, the operation behaviors of the users are connected in series according to the sequence of the cue numbers.
The Clue number comprises a Clue ID of the Clue number, the sequence of the user operation behaviors corresponding to the Clue number can be obtained based on the Clue ID, and then the operation behaviors of the users are connected in series according to the sequence distribution of the Clue number.
In a practical preferred embodiment, by monitoring the operation behaviors of a user on a page carrier, responding to the request operation of the user on a root page, correspondingly assigning a clue number to the request operation, and simultaneously, correspondingly assigning a clue ID to the clue number, and based on the sequence of the clue IDs, connecting the request operations of the user in series, so that the operation behaviors of the user are disordered to orderly, and the difficulty of analyzing the user behaviors is reduced.
In some embodiments, the thread number may be understood as a first serial path corresponding to the thread ID; the clue number is used for serially connecting at least one operation behavior continuously triggered by the user aiming at the same root page. Illustratively, a thread number is specifically assigned to which type of user behavior, and how to concatenate the operation behaviors according to the thread number may be implemented through step S104, which may specifically include:
step 1.1), determining a target page corresponding to the first request operation according to the first request operation of the user on the root page, and giving a clue number to the first request operation.
Wherein, it can be understood that each page corresponds to a page ID, and each operation behavior corresponds to an action ID; for example, the root page includes a page ID and the first request operation includes an action ID.
Step 1.2), judging whether the user has continuous triggering operation behaviors aiming at the target page.
The continuous triggering operation behavior is understood to be a behavior of starting with a root page and performing a jump on at least one page according to a triggering operation of a user.
Step 1.3), if yes, determining an action ID corresponding to the continuous triggering operation behavior, and a page ID and a parent page ID corresponding to the target page;
the parent page ID may be understood as an ID corresponding to a page shown before the user operation behavior of the current page, in other words, an ID corresponding to a page shown before the user operation behavior jumps to the current page; the target page can be understood as a page to which the current page is to be jumped based on the operation behavior of the user; the continuously triggered operational behavior may include at least one operational behavior, one action ID for each user operational behavior.
In step 1.3), if the user has the continuous triggering operation behavior for the target page, step 1.2) of judging whether the user has the continuous triggering operation behavior for the target page is repeatedly executed.
Determining an action ID corresponding to the second request operation, a page ID corresponding to the current target page and a parent page ID according to the second request operation of the user for the current target page; judging whether the user has a third request operation for the next target page or not; if so, determining an action ID corresponding to the third request operation, a page ID corresponding to the next target page and a parent page ID according to the third request operation of the user for the next target page; taking the next target page as a new current page;
repeating the steps until the user continuously triggers the operation behaviors aiming at the target page to be executed.
It should be noted that, the current target page may be understood as a page corresponding to the skip instruction, where the user initiates the first request operation with respect to the root page in the foregoing step 1.1); the next target page can be understood as a second request operation initiated by the user aiming at the current target page, and corresponds to the page indicating the jump.
Step 1.4), if not, terminating the cycle.
Based on the foregoing embodiment, the continuously triggered operation behaviors of the user may be serially connected into a first serial path through each cue number, and at the same time, a second serial path is provided, so that the user behaviors are more orderly, and further, the subsequent user behavior analysis operation can be facilitated; illustratively, this step S106 may be implemented by the following steps, which specifically include:
step 2.1), based on the sequence ID carried by the clue number, the operation behaviors of the user aiming at least one root page are connected in series, and a second series path is generated.
The sequence ID may be understood as a thread ID corresponding to the thread number described in the foregoing embodiment, and the thread ID is used to characterize the sequence corresponding to the thread, so it is also referred to as a sequence ID.
The second tandem path can be understood as a path tandem of user behavior for a plurality of root pages from at least one user in the order of thread IDs according to the thread numbers.
In the actual application process, an application of a thread-based behavior path series method is further provided, as shown in fig. 2, the user a jumps to a target Page with a Page Id of 003 through an operation behavior Action Id001 (touch button 1) on a root Page with a Page Id of 001; initiating an operation Action Id002 (touch button 2) on the target Page, and jumping to the target Page with the Page Id 004; then, an operation Action Id003 (touch button 3) is launched on the target Page with Page Id004, and the target Page with Page Id003 is jumped to. The generation of the first series path is completed according to the continuous triggering operation of the user by taking the root page as the start. As a recording manner, as shown in the first three rows of the table in fig. 2, the target page for which the continuous trigger operation with the Clue number Clue Id of 00001 is aimed and the parent page corresponding to the target page may be recorded.
As another practical application, the user a and/or the user B jump to the target Page with Page Id003 through an operation Action Id004 (touch button 4) on the root Page with Page Id002, and implement the second path concatenation of the user actions for different root pages according to different thread numbers, which can refer to the concatenation of thread numbers Clue Id 00001 and 00002 in the table of fig. 2.
As an alternative embodiment, upon initiation of a user operation request for the root page, a Clue number (Clue Id) is given to the operation, which Clue number is embodied in each operation behavior node along with the traffic path and recorded to the log. The path operation process described by a thread number can be understood as a tree structure, and each node of the tree is called an operation Action, and an operation Action correspondingly contains Page Id, action Id and Parent Id information. Page Id represents the carrier where the operation is located, action Id represents the Action unique identifier, parent Id represents the Parent node marked with the current node if the current operation trigger call occurs from the last operation, and an Action with a Parent Id being empty is the Action for the root Page. The behaviors can be ordered in double tandem by thread number and Parent Id.
In some embodiments, the user operation behavior after the foregoing embodiment is connected in series may be recorded, and specifically, the method further includes:
step 3.1), the user operation behaviors after being connected in series are recorded in a log.
In order to enable the operation records in the log, i.e. the operation behaviors of the users, to be connected in series, the order problem corresponding to each user behavior needs to be solved. Adding the hint ID Clue Id, page Id, action ID ActionId, and parent Page ID ParentId mentioned in the previous embodiments to the underlying log operation record can solve the concatenation order problem.
And 3.2) analyzing the behavior of the user according to the user operation behaviors after the serial connection.
Here, the user operation behaviors after the series connection are not disordered, and at the moment, the user operation behaviors are analyzed according to the user operation behavior records after the series connection, so that the processing analysis efficiency is higher, and the processing and analysis difficulty is reduced to a certain extent.
According to the embodiment of the invention, the thread numbers are introduced, the operation behaviors of each user aiming at the root page are firstly connected in series according to the thread numbers, and then the continuous triggering behaviors of the single user under each thread number are connected in series for the second time according to the triggering sequence, so that the purpose of connecting the user behaviors in series in a path is realized, and the better processing effect of the subsequent user analysis is ensured.
As shown in fig. 3, an embodiment of the present invention further provides a behavior path concatenation device 200 based on threads, where the device includes:
a monitoring module 201, configured to monitor an operation behavior of each user for a page carrier;
a request module 202, responding to the request operation of the user for the root page, and endowing a clue number to the request operation;
and a serial module 203, configured to serially connect the operation behaviors of the users according to the sequence of the thread numbers.
In some embodiments, the thread number is a first series path; the thread number is used for serially connecting at least one operation behavior continuously triggered by the user.
In some embodiments, the request module 202 is further specifically configured to determine, according to a first request operation of the user for a root page, a target page corresponding to the first request operation, and assign a clue number to the first request operation; the root page comprises a page ID, and the first request operation comprises an action ID; judging whether the user has continuous triggering operation behaviors aiming at the target page or not; if yes, determining an action ID corresponding to the continuous triggering operation behavior, and a page ID and a parent page ID corresponding to the target page; repeatedly executing the step of judging whether the user has continuous triggering operation behaviors aiming at the target page; if not, execution terminates.
In some embodiments, the request module 202 is further specifically configured to determine, according to a second request operation of the user for a current target page, an action ID corresponding to the second request operation, and a page ID and a parent page ID corresponding to the current target page; judging whether the user has a third request operation for the next target page; if so, determining an action ID corresponding to the third request operation, a page ID corresponding to the next target page and a parent page ID according to the third request operation of the user for the next target page; taking the next target page as a new current page; repeating the steps until the operation behaviors continuously triggered by the user aiming at the target page are all executed.
In some embodiments, the concatenation module 203 is further specifically configured to concatenate the operation behaviors of the user with respect to at least one root page based on the sequence ID carried by the thread number, so as to generate a second concatenation path.
In some embodiments, the device is further specifically configured to record the user operation behavior after the concatenation in a log.
In some embodiments, the device is further specifically configured to perform behavior analysis on the user according to the user operation behavior after the serial connection.
Fig. 4 is a schematic hardware architecture of an electronic device 300 according to an embodiment of the present invention. Referring to fig. 4, the electronic device 300 includes: a machine-readable storage medium 301 and a processor 302, and may also include a non-volatile storage medium 303, a communication interface 304, and a bus 305; wherein the machine-readable storage medium 301, the processor 302, the non-volatile storage medium 303, and the communication interface 304 communicate with each other via a bus 305. The above embodiments describe a thread-based behavior path concatenation method by the processor 302 reading and executing machine-executable instructions of the thread-based behavior path concatenation in the machine-readable storage medium 301.
The machine-readable storage medium referred to herein may be any electronic, magnetic, optical, or other physical storage device that can contain or store information, such as executable instructions, data, or the like. For example, a machine-readable storage medium may be: RAM (Radom Access Memory, random access memory), volatile memory, non-volatile memory, flash memory, a storage drive (e.g., hard drive), any type of storage disk (e.g., optical disk, dvd, etc.), or a similar storage medium, or a combination thereof.
The non-volatile medium may be a non-volatile memory, a flash memory, a storage drive (e.g., hard drive), any type of storage disk (e.g., optical disk, dvd, etc.), or a similar non-volatile storage medium, or a combination thereof.
It can be understood that the specific operation method of each functional module in this embodiment may refer to the detailed description of the corresponding steps in the above method embodiment, and the detailed description is not repeated here.
The embodiment of the present invention provides a computer readable storage medium, in which a computer program is stored, where the computer program code can implement the thread-based behavior path concatenation method according to any one of the embodiments of the present invention when executed, and the specific implementation can refer to a method embodiment and will not be described herein.
It will be clear to those skilled in the art that, for convenience and brevity of description, specific working procedures of the above-described system and apparatus may refer to corresponding procedures in the foregoing method embodiments, which are not described herein again.
In addition, in the description of embodiments of the present invention, unless explicitly stated and limited otherwise, the terms "mounted," "connected," and "connected" are to be construed broadly, and may be, for example, fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; can be directly connected or indirectly connected through an intermediate medium, and can be communication between two elements. The specific meaning of the above terms in the present invention will be understood in specific cases by those of ordinary skill in the art.
In the description of the present invention, it should be noted that the directions or positional relationships indicated by the terms "center", "upper", "lower", "left", "right", "vertical", "horizontal", "inner", "outer", etc. are based on the directions or positional relationships shown in the drawings, are merely for convenience of describing the present invention and simplifying the description, and do not indicate or imply that the devices or elements referred to must have a specific orientation, be configured and operated in a specific orientation, and thus should not be construed as limiting the present invention. Furthermore, the terms "first," "second," and "third" are used for descriptive purposes only and are not to be construed as indicating or implying relative importance.
Finally, it should be noted that: the above examples are only specific embodiments of the present invention, and are not intended to limit the scope of the present invention, but it should be understood by those skilled in the art that the present invention is not limited thereto, and that the present invention is described in detail with reference to the foregoing examples: any person skilled in the art may modify or easily conceive of the technical solution described in the foregoing embodiments, or perform equivalent substitution of some of the technical features, while remaining within the technical scope of the present disclosure; such modifications, changes or substitutions do not depart from the spirit and scope of the technical solutions of the embodiments of the present invention, and are intended to be included in the scope of the present invention.

Claims (10)

1. A thread-based behavioral path concatenation method, the method comprising:
monitoring the operation behaviors of each user aiming at the page carrier;
responding to the request operation of the user for the root page, and endowing a clue number for the request operation;
and according to the sequence of the cue numbers, the operation behaviors of the users are connected in series.
2. The method of claim 1, wherein the thread number is a first serial path; the thread number is used for serially connecting at least one operation behavior continuously triggered by the user.
3. The method of claim 2, wherein the step of assigning a thread number to the requested operation in response to the requested operation of the user for the root page comprises:
determining a target page corresponding to a first request operation according to the first request operation of the user on a root page, and giving a clue number to the first request operation; the root page comprises a page ID, and the first request operation comprises an action ID;
judging whether the user has continuous triggering operation behaviors aiming at the target page or not;
if yes, determining an action ID corresponding to the continuous triggering operation behavior, and a page ID and a parent page ID corresponding to the target page; repeatedly executing the step of judging whether the user has continuous triggering operation behaviors aiming at the target page;
if not, execution terminates.
4. A method according to claim 3, wherein the step of repeatedly performing the step of determining whether the user has a continuously triggered operational behaviour for the target page comprises:
determining an action ID corresponding to a second request operation, a page ID corresponding to the current target page and a parent page ID according to the second request operation of the user for the current target page;
judging whether the user has a third request operation for the next target page;
if so, determining an action ID corresponding to the third request operation, a page ID corresponding to the next target page and a parent page ID according to the third request operation of the user for the next target page; taking the next target page as a new current page;
repeating the steps until the operation behaviors continuously triggered by the user aiming at the target page are all executed.
5. The method according to claim 1, wherein the step of concatenating the user's operation behaviors according to the order of the thread numbers comprises:
and based on the sequence ID carried by the cue number, the operation behaviors of the user aiming at least one root page are connected in series, and a second series path is generated.
6. The method according to claim 1, wherein the method further comprises:
and recording the user operation behaviors after the series connection in a log.
7. The method according to claim 1 or 6, characterized in that the method further comprises:
and according to the user operation behaviors after the serial connection, analyzing the behaviors of the user.
8. A thread-based behavioral path concatenation apparatus, the apparatus comprising:
the monitoring module monitors the operation behaviors of each user aiming at the page carrier;
the request module responds to the request operation of the user for the root page and gives a clue number to the request operation;
and the serial module is used for serially connecting the operation behaviors of the users according to the sequence of the cue numbers.
9. An electronic device comprising a memory, a processor, the memory having stored therein a computer program executable on the processor, characterized in that the processor, when executing the computer program, implements the steps of the method of any of the preceding claims 1 to 7.
10. A machine-readable storage medium storing machine-executable instructions which, when invoked and executed by a processor, cause the processor to perform the steps of the method of any one of claims 1 to 7.
CN202310390908.7A 2023-04-12 2023-04-12 Behavior path series connection method and device based on clues and electronic equipment Pending CN116340125A (en)

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Application Number Priority Date Filing Date Title
CN202310390908.7A CN116340125A (en) 2023-04-12 2023-04-12 Behavior path series connection method and device based on clues and electronic equipment

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