CN111680236A - Menu display method and device, terminal equipment and storage medium - Google Patents
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Abstract
The embodiment of the invention discloses a menu display method, a menu display device, menu display equipment and a storage medium. The method comprises the following steps: acquiring historical consumption data of a user; obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities; determining a priority order of the menu items based on a first incidence relation between the first label and the menu items; and determining the positions of the menu items according to the priority order and displaying a menu interface. The menu interface finally displayed by the invention is based on the expense activity predicted by the consumption record of the user, and is more suitable for the consumption requirement of the user, and the applied menu interface can be optimized and changed in real time according to the expense activity of the user.
Description
Technical Field
The invention relates to the technical field of menu display, in particular to a menu display method, a device, equipment and a storage medium.
Background
At present, when a user uses an application on an electronic device, menu items on a menu interface of the application are often fixed and invariable, and a method for the user to change the positions of the menu items by himself is provided for part of the applications, but the use requirements of the user are not invariable, so that the menu interface which cannot be adjusted and the menu interface which needs to be adjusted by the user cannot meet the use requirements of the user actually, and the user needs to adjust the menu interface by himself every time, which is very tedious.
Disclosure of Invention
In view of the above, the present invention provides a menu display method to provide a personalized menu adapted to a user.
In order to solve the technical problems, the invention adopts the following technical scheme:
in one embodiment, the present invention provides a menu display method, including:
acquiring historical consumption data of a user;
obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities;
determining a priority order of the menu items based on a first incidence relation between the first label and the menu items;
and determining the positions of the menu items according to the priority order and displaying a menu interface.
More specifically, in some embodiments, after obtaining the historical consumption data of the user, the method further includes:
analyzing the historical consumption data to determine a second label of the user;
the determining the priority order of the menu items based on the first association relationship between the first tag and the menu items comprises:
performing priority ranking on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence;
and optimizing the second menu item list based on the first incidence relation between the first label and the menu items to obtain a first menu item sequence, wherein the first menu item sequence is used for describing the priority order of the menu items.
More specifically, in some embodiments, the determining the priority order of the menu items based on the first association of the first tag with the menu items includes:
analyzing the occurrence times and the corresponding duration of the first label in the preset time period, and sequencing the first label based on the occurrence times and the corresponding duration to obtain a first label sequence;
and determining a first menu item sequence according to the first label sequence and the first incidence relation between the first label and the menu items, wherein the first menu item sequence represents the priority order of the menu items.
More specifically, in some embodiments, the determining the positions of the menu items and displaying the menu interface according to the priority order includes:
acquiring an initial menu interface, wherein the initial menu interface comprises a plurality of initial menu items;
adjusting the positions of the plurality of initial menu items according to the priority order to obtain a first menu interface;
and displaying the first menu interface.
More specifically, in some embodiments, the determining the positions of the menu items and displaying the menu interface according to the priority order includes:
acquiring a preset menu frame, wherein the preset menu frame is used for determining the display positions of a preset number of menu items;
selecting a preset number of menu items with higher priority according to the priority sequence;
filling a preset number of menu items to the preset menu frame according to the priority order to obtain a second menu interface;
and displaying the second menu interface.
More specifically, in some embodiments, the obtaining historical consumption data of the user includes:
monitoring the expenditure activity of the user according to a preset rule;
and when the expenditure activity occurs, acquiring relevant data corresponding to the expenditure activity and storing the data as historical consumption data.
In one embodiment, the present invention provides a menu display apparatus including:
the data acquisition module is used for acquiring historical consumption data of a user;
the prediction module is used for obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities;
the menu item ordering module is used for determining the priority order of the menu items based on the first incidence relation between the first label and the menu items;
and the display module is used for determining the positions of the menu items according to the priority order and displaying a menu interface.
More specifically, in some embodiments, the menu display device further includes a data analysis module, where the data analysis module is configured to analyze the data; analyzing the historical consumption data to determine a second label of the user;
the menu item ordering module comprises:
the second label analysis unit is used for carrying out priority sequencing on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence;
and the first label analysis unit is used for optimizing the second menu item list to obtain a first menu item sequence based on the first incidence relation between the first label and the menu items, and the first menu item sequence is used for describing the priority order of the menu items.
In one embodiment, the present invention provides a menu display apparatus including: one or more processors; storage means for storing one or more programs; when the one or more programs are executed by the one or more processors, the one or more processors are enabled to implement the menu display method as described above.
In one embodiment, the present invention provides a computer-readable storage medium storing a computer program comprising program instructions that, when executed, implement the aforementioned menu display method.
According to the menu display method provided by the invention, the historical consumption data of the user is obtained, the expenditure activity of the user in a preset time period is predicted based on the historical consumption data, the priority order of the menu items is determined through the first label according to the predicted expenditure activity, the position of the menu item in the menu interface is determined according to the priority order of the menu items, and then the personalized menu interface is displayed to the user.
Drawings
In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only part of the embodiments of the present application, and for those skilled in the art, other drawings can be obtained according to the provided drawings without creative efforts.
Fig. 1 is a flowchart of a menu display method according to an embodiment of the present invention;
fig. 2 is a flowchart of a menu display method according to a second embodiment of the present invention;
fig. 3 is a sub-flowchart of a menu display method according to a second embodiment of the present invention;
fig. 4 is a sub-flowchart of a menu display method according to a second embodiment of the present invention;
fig. 5 is a schematic structural diagram of a menu display device according to a third embodiment of the present invention;
fig. 6 is a schematic structural diagram of a menu display device according to a fourth embodiment of the present invention.
Detailed Description
The technical solution in the implementation of the present application is described clearly and completely below with reference to the drawings in the embodiments of the present application. It is to be understood that the specific embodiments described herein are merely illustrative of some, and not restrictive, of the current application. It should be further noted that, based on the embodiments in the present application, all other embodiments obtained by a person of ordinary skill in the art without any creative effort belong to the protection scope of the present application.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used in the description of the invention herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention.
Furthermore, the terms "first," "second," and the like may be used herein to describe various orientations, actions, steps, elements, or the like, but the orientations, actions, steps, or elements are not limited by these terms. These terms are only used to distinguish one direction, action, step or element from another direction, action, step or element. For example, a first bill of materials may be referred to as a second bill of materials, and similarly, a second bill of materials may be referred to as a first bill of materials, without departing from the scope of the present invention. Both the first bill of material and the second bill of material are bills of material, but they are not the same bill of material. The terms "first", "second", etc. are not to be construed as indicating or implying relative importance or implicitly indicating the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include one or more of that feature. In the description of the present invention, "a plurality" means at least two, e.g., two, three, etc., unless specifically limited otherwise. It should be noted that when one portion is referred to as being "secured to" another portion, it may be directly on the other portion or there may be an intervening portion. When a portion is said to be "connected" to another portion, it may be directly connected to the other portion or intervening portions may be present. The terms "vertical," "horizontal," "left," "right," and the like as used herein are for illustrative purposes only and do not denote a unique embodiment.
Before discussing exemplary embodiments in more detail, it should be noted that some exemplary embodiments are described as processes or methods depicted as flowcharts. Although a flowchart may describe the steps as a sequential process, many of the steps can be performed in parallel, concurrently or simultaneously. In addition, the order of the steps may be rearranged. A process may be terminated when its operations are completed, but may have additional steps not included in the figure. A process may correspond to a method, a function, a procedure, a subroutine, a subprogram, etc.
Example one
Referring to fig. 1, in a first embodiment of the present invention, a menu display method is provided, which may be applied to a server or a terminal that provides a menu interface display service to a user. Specifically, the method comprises the following steps:
and S110, acquiring historical consumption data of the user.
The historical consumption data refers to data related to historical spending activities of the user within a certain historical time (such as within the past year) and is also data that the application has permission to acquire, and the data that the user has permission to acquire may be data that the user directly authorizes to acquire or data that the user shares among related applications. Specifically, the historical time may be preset or adjusted at any time, and is not limited herein.
Specifically, each time a user generates an expenditure activity based on the electronic device, the electronic device generates a corresponding expenditure record, the server obtains the expenditure record from the electronic device according to a preset rule, for example, the server may pull the expenditure record to the electronic device at a preset time point every day or at a preset time interval, or may automatically send the expenditure record to the server when the electronic device generates the expenditure record each time, and the server sorts and stores consumption-related information according to the obtained expenditure record to obtain historical consumption data.
S120, obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities.
The time series model can predict the expenditure activity of the user according to time, which is obtained by modeling according to the historical consumption data of the user, and the time series model in the embodiment can be Prophet. The user's spending activity may be known to be time-dependent through analysis of the user's spending activity, e.g., more spending activity during holidays than usual. The expenditure activity refers to the consumption behavior of the user, and specifically can be financing, shopping and the like. The preset time period is a time interval that can be changed according to the demand, such as six hours, three days, one week and the like from the current time. The first label is a label for establishing a relationship between the expenditure activity and the menu item, and is related to specific contents of the menu item, for example, when the menu item contents relate to an expenditure item, the first label may be an expenditure classification, and of course, the first label may also include one or more labels, for example, a expenditure time label, an expenditure classification label, an intensity label, and the like.
Specifically, after the server obtains the historical consumption data of the user, a time series model corresponding to the user is obtained by modeling according to the historical consumption data, expenditure activities which are possibly generated by the user within a preset time period are predicted according to the time series model, for example, the user carries out a large amount of expenditure during twenty-one days every year, electronic equipment purchase and household appliance purchase are carried out more, and the server marks a first label on the predicted expenditure activities according to a preset rule.
S130, determining the priority order of the menu items based on the first incidence relation between the first label and the menu items.
The menu items are set interactive options which can be displayed to a user through a menu interface, corresponding to the applied business functions, generally, due to the limitation of the size of a display interface, only a part of the menu items are displayed on one menu interface, in this embodiment, a first association relationship exists between the applied menu items and first tags, the first association relationship represents the association degree between each menu item and each first tag, the higher the association degree is, the higher the expenditure activity association degree is, corresponding first tags are also determined after the expenditure activity of the user in a preset time period is determined, correspondingly, the association degree between the menu items and the predicted expenditure activity can also be determined, and accordingly, the priority order of one menu item can be obtained: the higher the relevance of a menu item to a predicted spending activity, the higher the priority of that menu item.
Illustratively, the first association relationship is stored in the server, and after the user determines a corresponding first tag for the expenditure activity within a preset time period, the association degrees of the menu items and the expenditure activity are compared according to the first association relationship based on the first tag, so as to obtain the priority order of the menu items. The server may also send the first tag to the electronic device that finally displays the menu interface after obtaining the first tag, where the first association relationship is stored in the electronic device, and the electronic device compares the association degrees of the menu items and the payout activities according to the first association relationship based on the first tag to obtain the priority order of the menu items.
And S140, determining the positions of the menu items according to the priority order and displaying a menu interface.
In one menu interface, different menu items are located at different positions, and generally, in order to highlight the importance degree of different menu items in the menu interface, the positions of the menu items are set intentionally, that is, the position of each menu item is also determined under the condition that the menu items are determined.
For example, for an electronic device with a menu interface determined by a server, when a user triggers an application of the electronic device, the server determines the menu interface to be displayed on the electronic device according to a priority order of menu items corresponding to the user, for example, the position priority of a display area is obtained on the menu interface by comprehensively sorting according to the size of the display area and the penetration degree of the operating convenience of the display area, and the menu interface displayed to the user is obtained by matching the position priority of the display area with the priority order of the menu items one by one (the display area with high position priority is used for displaying the menu items with the top priority order). Optionally, in some embodiments, the menu interface may be determined by the electronic device itself, and correspondingly, the priority order of the menu items is also determined by the electronic device (according to the first tag sent by the server last time in time), and when the user starts the application, the electronic device determines the menu items to be displayed and the positions of the menu items on the menu interface according to the priority order of the menu items and the service logic of the application, so as to obtain the menu interface displayed to the user.
More specifically, in some embodiments, step S130 specifically includes (not shown):
s131, analyzing the occurrence times and the corresponding duration of the first label in the preset time period, and sequencing the first label based on the occurrence times and the corresponding duration to obtain a first label sequence.
The number of occurrences of the first tag and the corresponding duration depend on the predicted spending activity, for example, within three days of a preset time period, it is predicted that the spending activity a may occur on the first day by the user, the spending activity B occurs on the second day and the third day, and both the activity a and the activity B correspond to a common tag 1, the activity a further corresponds to a tag 2, the activity B further corresponds to a tag 3, the number of occurrences of the tag 1 is 2, the corresponding duration is three days, the number of occurrences of the tag 2 is 1, the corresponding duration is one day, the number of occurrences of the tag 3 is 1, and the corresponding duration is two days. The first label is evaluated according to the occurrence times and the corresponding time length according to a certain rule (for example, the occurrence times are considered preferentially, the more the occurrence times are, the earlier the occurrence times are, the corresponding time length is considered when the occurrence times are the same, the occurrence time score and the corresponding time length score are calculated comprehensively according to different standards, the total score is calculated, and the higher the total score is, the earlier the total score is), so that a first label sequence after the first label is sequenced can be obtained.
S132, determining a first menu item sequence according to the first label sequence and the first incidence relation between the first label and the menu item, wherein the first menu item sequence represents the priority order of the menu item.
And the association degree, namely the first association relation, determined by each first label and each menu item is used for correspondingly ordering the menu items according to the first association relation according to the first label sequence to obtain a first menu item sequence, wherein the first menu item sequence represents the association degree of the predicted expenditure activity and the menu items and is also used as the priority order of the menu items when the menu interface is subsequently determined.
The embodiment provides a menu display method, which includes the steps of obtaining historical consumption data of a user, predicting expenditure activities of the user in a preset time period based on the historical consumption data, determining a priority sequence of menu items according to the predicted expenditure activities through a first label, determining the positions of the menu items in a menu interface according to the priority sequence of the menu items, and displaying a personalized menu interface to the user.
Example two
On the basis of the menu display method provided in the previous embodiment, the present embodiment supplements the process of displaying the menu in combination with the historical consumption data of the user, and explains in detail a part of the contents in the previous embodiment, specifically as shown in fig. 2, including:
s210, obtaining historical consumption data of the user.
Specifically, in some embodiments, S210 specifically includes (not shown):
and S211, monitoring the expenditure activity of the user according to a preset rule.
The user's spending activity may include a lot of content, and not all of the spending activity may need to be analyzed for different applications, so preset rules may be set to monitor the user's specific spending activity.
S212, when the expenditure activity occurs, acquiring relevant data corresponding to the expenditure activity and storing the data as historical consumption data.
When a user-specific spending activity is monitored, all data associated with that spending activity may need to be acquired in this embodiment as a basis for subsequent analysis.
S220, obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities.
And S230, analyzing the historical consumption data and determining a second label of the user.
Similar to the first tab, the second tab is analyzed based on historical spending activity of the user, and the historical consumption data records the historical spending activity of the user and is also used for establishing the relationship between the spending activity and the menu items. The specific content of the second label may be different from the first label, and the second label will generally include some content related to the user identity, such as family status, age, etc.
S240, carrying out priority sequencing on the menu items based on the second incidence relation between the second label and the menu items to obtain a second menu item sequence.
The second incidence relation is similar to the first incidence relation and represents the incidence degree of each menu item and each second label, the higher incidence degree of the menu item and the second label represents that the correlation between the menu item and the user is stronger, therefore, the menu items can be sorted, and the menu items with the stronger correlation with the user are sorted in the front of the month, so that a second menu item sequence for representing the correlation degree between the menu item and the user is obtained.
S250, optimizing the second menu item list based on the first incidence relation between the first label and the menu items to obtain a first menu item sequence, wherein the first menu item sequence is used for describing the priority order of the menu items.
In this embodiment, the menu interface is actually determined by integrating the historical expenditure activity and the predicted expenditure activity, so that after the second menu item sequence related to the historical expenditure activity is obtained, the second menu item sequence is further adjusted by combining the predicted expenditure activity, specifically, the first menu item sequence is obtained by optimizing the second menu item sequence based on the first association relationship between the first tag and the menu item.
And S260, determining the positions of the menu items according to the priority order and displaying a menu interface.
More specifically, in an embodiment, as shown in fig. 3, step S260 specifically includes steps S261-263:
s261, obtaining an initial menu interface, wherein the initial menu interface comprises a plurality of initial menu items.
The initial menu interface can be understood as a default original menu interface which is preset after application development is completed, and all or part of menu items of the application are displayed on the initial menu interface.
And S262, adjusting the positions of the plurality of initial menu items according to the priority order to obtain a first menu interface.
When the menu interface needs to be displayed, in this embodiment, the first menu interface finally displayed to the user is obtained based on the initial menu interface adjustment, which specifically includes: determining the menu items in the initial menu interface as the menu items to be displayed, sorting the menu items to be displayed according to the priority order of the menu items obtained in the step S250, and adjusting the positions of the menu items to be displayed according to the sorting result, that is, actually, changing the positions of the menu items in the initial menu interface to obtain the first menu interface.
And S263, displaying the first menu interface.
Alternatively, in an embodiment, as shown in fig. 4, step S260 specifically includes steps S265 to 268:
and S265, acquiring a preset menu frame, wherein the preset menu frame is used for determining the display positions of the menu items in the preset number.
In an alternative embodiment, each display of the menu interface is performed by filling a preset menu frame, and the preset menu frame only shows the display position of the menu item, but not the displayed menu item content.
S266, selecting the menu items with higher priority in preset quantity according to the priority sequence.
In an alternative embodiment, the menu items included in the menu interface displayed each time may be different, and the specific requirement depends on the priority order of the menu items obtained in step S250, and since the preset menu frame has determined that only a preset number of menu items are to be displayed, in the alternative embodiment, a preset number of menu items with higher priority are selected as the menu items to be displayed to the user according to the priority order of the menu items.
And S267, filling the preset number of menu items into the preset menu frame according to the priority order to obtain a second menu interface.
After determining the menu items to be displayed to the user, in the alternative embodiment, the menu items to be displayed to the user are filled into the preset menu frame according to the priority order, and certainly, the different display positions in the preset menu frame also have the priority order, and finally, the second menu interface displayed to the user is determined according to the mode corresponding to the priority order and the priority order.
And S268, displaying the second menu interface.
The menu display method provided by the embodiment further considers the historical expenditure activity of the user, and integrates the historical expenditure activity and the predicted expenditure activity to determine the finally displayed menu interface.
EXAMPLE III
An embodiment of the present invention provides a menu display device, and fig. 5 is a schematic structural diagram of the device, including:
a data obtaining module 310, configured to obtain historical consumption data of the user.
The prediction module 320 is configured to obtain a time series model based on the historical consumption data, predict expenditure activities of the user within a preset time period through the time series model, and determine a first tag of the expenditure activities.
A menu item ordering module 330, configured to determine a priority order of the menu items based on the first association relationship between the first tag and the menu items.
And the display module 340 is configured to determine the positions of the menu items according to the priority order and display a menu interface.
More specifically, in some embodiments, the system further comprises a data analysis module, wherein the data analysis module is used for; analyzing the historical consumption data to determine a second label of the user, the menu item ordering module comprising: the second label analysis unit is used for carrying out priority sequencing on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence; and the first label analysis unit is used for optimizing the second menu item list to obtain a first menu item sequence based on the first incidence relation between the first label and the menu items, and the first menu item sequence is used for describing the priority order of the menu items.
More specifically, the menu item ordering module includes: the first tag sorting unit is used for analyzing the occurrence times and the corresponding duration of the first tag in the preset time period and sorting the first tag based on the occurrence times and the corresponding duration to obtain a first tag sequence; and the menu item ordering unit is used for determining a first menu item sequence according to the first label sequence and the first incidence relation between the first label and the menu item, and the first menu item sequence represents the priority order of the menu items.
More specifically, the data acquisition module includes: the monitoring unit is used for monitoring the expenditure activity of the user according to a preset rule; and the recording unit is used for acquiring relevant data corresponding to the expenditure activities when the expenditure activities occur and storing the data as historical consumption data.
More specifically, the display module includes: the system comprises an initial menu interface acquisition unit, a menu interface acquisition unit and a menu interface acquisition unit, wherein the initial menu interface acquisition unit is used for acquiring an initial menu interface which comprises initial menu items; the first menu interface determining unit is used for adjusting the positions of the plurality of initial menu items according to the priority order to obtain a first menu interface; and the first display unit is used for displaying the first menu interface.
Alternatively, the display module includes: the device comprises a preset menu frame acquisition unit, a preset menu frame acquisition unit and a menu display unit, wherein the preset menu frame acquisition unit is used for acquiring a preset menu frame which is used for determining the display positions of a preset number of menu items; a menu item determination unit, configured to select a preset number of menu items with higher priorities according to the priority order; the second menu interface determining unit is used for filling a preset number of menu items into the preset menu frame according to the priority order to obtain a second menu interface; and the second display unit is used for displaying the second menu interface.
The embodiment provides a menu display device and provides a menu display method for personalization, wherein historical consumption data of a user are obtained, expenditure activities of the user in a preset time period are predicted based on the historical consumption data, the priority order of menu items is determined through a first label according to the predicted expenditure activities, the position of the menu item in a menu interface is determined according to the priority order of the menu items, and then the personalized menu interface is displayed to the user.
Example four
Fig. 6 is a schematic structural diagram of a menu display device 600 according to a fourth embodiment of the present invention, where the device may be a terminal having a display component and a program execution component, as shown in fig. 6, the device includes a memory 410 and a processor 420, the number of the processors 420 in the device may be one or more, and one processor 420 is taken as an example in fig. 6; the memory 410 and the processor 420 in the device may be connected by a bus or other means, and fig. 6 illustrates the connection by a bus as an example.
The memory 410 is a computer-readable storage medium, and can be used for storing software programs, computer-executable programs, and modules, such as program instructions/modules corresponding to the menu display method in the embodiment of the present invention (for example, the data acquisition module 310, the prediction module 320, the menu item ordering module 330, and the display module 340 in the menu display apparatus). The processor 420 executes various functional applications of the device and data processing, i.e., implements the menu display method described above, by executing software programs, instructions, and modules stored in the memory 410.
Wherein the processor 420 is configured to run the computer executable program stored in the memory 410 to implement the following steps: step S110, acquiring historical consumption data of a user; step S120, obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities; step S130, determining the priority order of the menu items based on the first incidence relation between the first label and the menu items; and S140, determining the positions of the menu items according to the priority order and displaying a menu interface.
Of course, the device provided in the embodiment of the present invention is not limited to the above method operations, and may also perform related operations in the menu display method provided in any embodiment of the present invention.
Illustratively, in one embodiment, the processor 420, when executing the computer program, further determines a displayed menu interface in conjunction with the user's historical consumption data and predicted spending activity, by: after acquiring the historical consumption data of the user, the method further comprises the following steps: analyzing the historical consumption data to determine a second label of the user; the determining the priority order of the menu items based on the first association relationship between the first tag and the menu items comprises: performing priority ranking on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence; and optimizing the second menu item list based on the first incidence relation between the first label and the menu items to obtain a first menu item sequence, wherein the first menu item sequence is used for describing the priority order of the menu items.
Illustratively, in one embodiment, the processor 420, when executing the computer program, further implements: determining a priority order of the menu items based on the first association relationship of the first tag with the menu items, including: analyzing the occurrence times and the corresponding duration of the first label in the preset time period, and sequencing the first label based on the occurrence times and the corresponding duration to obtain a first label sequence; and determining a first menu item sequence according to the first label sequence and the first incidence relation between the first label and the menu items, wherein the first menu item sequence represents the priority order of the menu items.
Illustratively, in one embodiment, the processor 420, when executing the computer program, further performs: determining the positions of the menu items according to the priority order and displaying a menu interface, wherein the method comprises the following steps: acquiring an initial menu interface, wherein the initial menu interface comprises a plurality of initial menu items; adjusting the positions of the plurality of initial menu items according to the priority order to obtain a first menu interface; and displaying the first menu interface.
Illustratively, in one embodiment, the processor 420, when executing the computer program, further performs: determining the positions of the menu items according to the priority order and displaying a menu interface, wherein the method comprises the following steps: acquiring a preset menu frame, wherein the preset menu frame is used for determining the display positions of a preset number of menu items; selecting a preset number of menu items with higher priority according to the priority sequence; filling a preset number of menu items to the preset menu frame according to the priority order to obtain a second menu interface; and displaying the second menu interface.
Illustratively, in one embodiment, the processor 420, when executing the computer program, further performs: acquiring historical consumption data of a user, comprising: monitoring the expenditure activity of the user according to a preset rule; and when the expenditure activity occurs, acquiring relevant data corresponding to the expenditure activity and storing the data as historical consumption data.
The memory 410 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application program required for at least one function; the storage data area may store data created according to the use of the terminal, and the like. Further, the memory 410 may include high speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other non-volatile solid state storage device. In some examples, memory 410 may further include memory located remotely from processor 420, which may be connected to devices through a network. Examples of such networks include, but are not limited to, the internet, intranets, local area networks, mobile communication networks, and combinations thereof.
The embodiment provides a menu display device, which is characterized in that historical consumption data of a user are obtained, expenditure activities of the user in a preset time period are predicted based on the historical consumption data, the priority order of menu items is determined through a first label according to the predicted expenditure activities, the position of the menu item in a menu interface is determined according to the priority order of the menu items, and then a personalized menu interface is displayed to the user.
EXAMPLE five
In an embodiment five, there is also provided a storage medium containing computer-executable instructions which, when executed by a computer processor, are operable to perform a menu display method comprising:
acquiring historical consumption data of a user;
obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities;
determining a priority order of the menu items based on a first incidence relation between the first label and the menu items;
and determining the positions of the menu items according to the priority order and displaying a menu interface.
Of course, the storage medium provided by the embodiment of the present invention contains computer-executable instructions, and the computer-executable instructions are not limited to the above method operations, and may also perform related operations in the menu display method provided by any embodiment of the present invention.
From the above description of the embodiments, it is obvious for a person skilled in the art that the present invention can be implemented by software and necessary general hardware, and certainly can be implemented by hardware, but the former is a better embodiment in many cases. With this understanding, the technical solutions of the present invention may be embodied in the form of a software product, which can be stored in a computer-readable storage medium, such as a floppy disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a FLASH Memory (FLASH), a hard disk or an optical disk of a computer, and includes instructions for enabling a computer device (which may be a personal computer, a device, or a network device) to execute the methods according to the embodiments of the present invention.
It should be noted that, in the embodiment of the menu display device, the units and modules included in the embodiment are only divided according to the functional logic, but are not limited to the above division as long as the corresponding functions can be realized; in addition, specific names of the functional units are only for convenience of distinguishing from each other, and are not used for limiting the protection scope of the present invention.
It is to be noted that the foregoing is only illustrative of the preferred embodiments of the present invention and the technical principles employed. It will be understood by those skilled in the art that the present invention is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, although the present invention has been described in greater detail by the above embodiments, the present invention is not limited to the above embodiments, and may include other equivalent embodiments without departing from the spirit of the present invention, and the scope of the present invention is determined by the scope of the appended claims.
Claims (10)
1. A menu display method, comprising:
acquiring historical consumption data of a user;
obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities;
determining a priority order of the menu items based on a first incidence relation between the first label and the menu items;
and determining the positions of the menu items according to the priority order and displaying a menu interface.
2. The menu display method of claim 1, wherein after obtaining the historical consumption data of the user, further comprising:
analyzing the historical consumption data to determine a second label of the user;
the determining the priority order of the menu items based on the first association relationship between the first tag and the menu items comprises:
performing priority ranking on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence;
and optimizing the second menu item list based on the first incidence relation between the first label and the menu items to obtain a first menu item sequence, wherein the first menu item sequence is used for describing the priority order of the menu items.
3. The menu display method of claim 1, wherein the determining the priority order of the menu items based on the first association of the first label with the menu items comprises:
analyzing the occurrence times and the corresponding duration of the first label in the preset time period, and sequencing the first label based on the occurrence times and the corresponding duration to obtain a first label sequence;
and determining a first menu item sequence according to the first label sequence and the first incidence relation between the first label and the menu items, wherein the first menu item sequence represents the priority order of the menu items.
4. A menu display method according to any of claims 1-3, characterized in that said determining the positions of the menu items and displaying the menu interface in said order of priority comprises:
acquiring an initial menu interface, wherein the initial menu interface comprises a plurality of initial menu items;
adjusting the positions of the plurality of initial menu items according to the priority order to obtain a first menu interface;
and displaying the first menu interface.
5. A menu display method according to any of claims 1-3, characterized in that said determining the positions of the menu items and displaying the menu interface in said order of priority comprises:
acquiring a preset menu frame, wherein the preset menu frame is used for determining the display positions of a preset number of menu items;
selecting a preset number of menu items with higher priority according to the priority sequence;
filling a preset number of menu items to the preset menu frame according to the priority order to obtain a second menu interface;
and displaying the second menu interface.
6. The menu display method of claim 1, wherein the obtaining historical consumption data of the user comprises:
monitoring the expenditure activity of the user according to a preset rule;
and when the expenditure activity occurs, acquiring relevant data corresponding to the expenditure activity and storing the data as historical consumption data.
7. A menu display device, comprising:
the data acquisition module is used for acquiring historical consumption data of a user;
the prediction module is used for obtaining a time series model based on the historical consumption data, predicting expenditure activities of the user in a preset time period through the time series model, and determining a first label of the expenditure activities;
the menu item ordering module is used for determining the priority order of the menu items based on the first incidence relation between the first label and the menu items;
and the display module is used for determining the positions of the menu items according to the priority order and displaying a menu interface.
8. The menu display apparatus of claim 7, further comprising a data analysis module, the data analysis module configured to; analyzing the historical consumption data to determine a second label of the user;
the menu item ordering module comprises:
the second label analysis unit is used for carrying out priority sequencing on the menu items based on a second incidence relation between the second label and the menu items to obtain a second menu item sequence;
and the first label analysis unit is used for optimizing the second menu item list to obtain a first menu item sequence based on the first incidence relation between the first label and the menu items, and the first menu item sequence is used for describing the priority order of the menu items.
9. A terminal device, characterized by comprising
One or more processors;
storage means for storing one or more programs;
when executed by the one or more processors, enable the one or more processors to implement the menu display method of any one of claims 1-6.
10. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out a menu display method according to any one of claims 1 to 6.
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