CN114968030A - Presentation method, presentation device and computer readable medium of self-adaptive personalized menu - Google Patents
Presentation method, presentation device and computer readable medium of self-adaptive personalized menu Download PDFInfo
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
- G06F3/0482—Interaction with lists of selectable items, e.g. menus
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- G06F8/00—Arrangements for software engineering
- G06F8/30—Creation or generation of source code
- G06F8/38—Creation or generation of source code for implementing user interfaces
Abstract
The invention provides a presentation method of a self-adaptive personalized menu, which comprises the following steps: responding to a page corresponding to a certain menu accessed by a user, calculating and updating a heat value of the menu based on access parameters of the menu, wherein the access parameters comprise a short-term factor parameter and a long-term factor parameter; periodically carrying out attenuation calculation on the heat value of each menu and updating the heat value of each menu; and sequencing the menus according to the heat value, and presenting one or more menus sequenced at the front as user personalized menus. The presentation method and the presentation device can be adaptively changed and presented in the common menu based on the user habit, so that the real-time generation of the common menu by the user behavior is obtained.
Description
Technical Field
The present invention generally relates to the field of computer menu selection, and more particularly, to a method, an apparatus and a computer readable medium for presenting a self-adaptive personalized menu.
Background
Some large software systems contain many function menus, but often the menus frequently used by users are only a part of the menus, and are scattered in different places and difficult to find. And the usual menus for each user are different.
Some software on the market also makes efforts to solve the problem, but the software is often not satisfactory, and has the following disadvantages:
first, some software allows the user to customize commonly used menus, but requires the user to actively make settings. After the user habit is changed, if the user does not reset, the change of the user habit cannot be self-adapted.
Second, sometimes the user habits are only temporarily changed during a specific period of time in the near future, but after the specific period of time, the user habits still return to the old. Even if the function of the self-adaptive common menu is provided, the influence of the short-term habit and the long-term habit of the user on the common menu is hardly considered.
Thirdly, some functions are hidden deeply but not the only entries, users generally jump to the past through other function interfaces, the searching is difficult, and the adaptive algorithm is often ignored.
Fourthly, some adaptive algorithms find the commonly used menu according to periodic statistics, and the influence of the user behavior on the commonly used menu is not effective in real time, such as delaying for one day (T + 1).
Therefore, for users of current large-scale software systems, there is a strong need to provide a method, a presentation apparatus and a computer readable medium for presenting personalized menus according to personal habits of the users in practical applications.
Disclosure of Invention
It is to be understood that both the foregoing general description and the following detailed description of the present disclosure are exemplary and explanatory and are intended to provide further explanation of the disclosure.
The technical problem to be solved by the invention is to provide a method and a device for presenting a self-adaptive personalized menu and a computer readable medium, which are formed based on personal habits of users, have self-adaptability, are convenient to use and have good user experience.
In order to solve the above technical problem, the present invention provides a method for presenting a self-adaptive personalized menu, which is characterized by comprising the following steps:
step one, responding to a page corresponding to a certain menu accessed by a user, calculating and updating a hot value of the menu based on access parameters of the menu, wherein the access parameters comprise a short-term factor parameter and a long-term factor parameter;
step two, regularly carrying out attenuation calculation on the heat value of each menu and updating the heat value of each menu; and
and thirdly, sequencing the menus according to the heat value, and presenting one or more menus sequenced in front as user personalized menus.
Preferably, the present invention further provides a method for presenting an adaptive personalized menu, wherein the short-term factor parameter comprises the number of page accesses, and the long-term factor parameter comprises the total access time.
Preferably, the present invention further provides a method for presenting an adaptive personalized menu, wherein, in the step one,
before the calculating and updating the heat value of the menu, the method further comprises the steps of judging whether the current time is the latest access time, and if not, accumulating and updating the total access time.
Preferably, the present invention further provides a method for presenting a self-adaptive personalized menu, wherein in the first step, a formula for calculating and updating a heat value H of each menu based on an access parameter of each menu is as follows:
wherein, a is the page access number, and d is the total access time;
A. d is used for adjusting the starting points of the two S curves;
alpha and beta are the weight of the superposition of the two S curves;
p1, p2 ∈ (0,1) for adjusting the sensitivity of the rise in heat.
Preferably, the present invention further provides a method for presenting a self-adaptive personalized menu, wherein in the second step, the heat value H' for performing decay update on the heat value of each menu is:
H'＝H*k
wherein the attenuation coefficient k is the inverse of the number of consecutive unaccessed days of the page.
The invention also provides a self-adaptive personalized menu presenting device, which is characterized by comprising the following components:
the hot module is configured to respond to that a certain menu corresponding page is accessed by a user, calculate and update a hot value of the menu based on access parameters of the menu, wherein the access parameters comprise a short-term factor parameter and a long-term factor parameter;
the attenuation module is configured to periodically perform attenuation calculation on the heat value of each menu and update the heat value of each menu; and
and the presentation module is configured to sort the menus according to the updated heat value, and present one or more menus sorted in front as a user personalized menu.
Preferably, the present invention further provides an apparatus for presenting an adaptive personalized menu, wherein the short-term factor parameter comprises the number of page accesses, and the long-term factor parameter comprises the total access time.
Preferably, the present invention further provides an apparatus for presenting an adaptive personalized menu, wherein the thermalization module determines whether the current time is the latest access time before the calculating and updating of the heat value, and if not, accumulates and updates the total access time.
Preferably, the present invention further provides a presentation apparatus for a self-adaptive personalized menu, wherein the thermalization module calculates and updates a formula of a heat value of the menu according to the obtained access parameter:
wherein, a is the page access number, and d is the total access time;
A. d is used for adjusting the starting points of the two S curves;
alpha and beta are the weight of the superposition of the two S curves;
p1, p2 ∈ (0,1) for adjusting the sensitivity of the rise in heat.
Preferably, the present invention further provides a presentation device of a self-adaptive personalized menu, wherein the updated heat value H' attenuated by the attenuation module to the heat value is:
H'＝H*k
wherein the attenuation coefficient k is the inverse of the number of consecutive unvisited days of the page.
Preferably, the present invention further provides an adaptive personalized menu presentation apparatus, wherein the apparatus further comprises a storage unit for receiving the heat value H and the decay heat value H' obtained by the thermalization module and the decay module each time.
The invention also provides a self-adaptive personalized menu presenting device, which comprises:
a memory for storing instructions executable by the processor;
a processor for executing the instructions to implement the method according to the foregoing.
The invention also provides a computer-readable medium having stored computer program code which, when executed by a processor, implements the aforementioned method.
Compared with the prior art, the presentation method and the presentation device can be adaptively changed and presented in the common menu based on the user habit, so that the real-time generation of the common menu by the user behavior is obtained.
Drawings
Embodiments of the present disclosure will now be described in detail with reference to the accompanying drawings. Reference will now be made in detail to the preferred embodiments of the present disclosure, examples of which are illustrated in the accompanying drawings. Wherever possible, the same reference numbers will be used throughout the drawings to refer to the same or like parts. Further, although the terms used in the present disclosure are selected from publicly known and used terms, some of the terms mentioned in the specification of the present disclosure may be selected by the applicant at his or her discretion, the detailed meanings of which are described in relevant parts of the description herein. Furthermore, it is required that the present disclosure is understood, not simply by the actual terms used but by the meaning of each term lying within.
The above and other objects, features and advantages of the present invention will become apparent to those skilled in the art from the following detailed description of the present invention with reference to the accompanying drawings.
FIG. 1 illustrates a schematic diagram of a user menu;
FIG. 2 is a block diagram illustrating the components of the adaptive personalized menu rendering apparatus of the present invention;
FIG. 3 is a flow chart of the operation of the thermalization module of FIG. 2;
fig. 4 is a block diagram of an embodiment of an adaptive personalized menu presentation device of the present application.
Reference numerals
200-adaptive personalized menu presentation device
201-thermalization module
202-attenuation module
203-memory module
204-rendering module
401-internal communication bus
402-processor
403-read only memory
404-random access memory
405-communication port
406-hard disk
Detailed Description
In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings used in the description of the embodiments will be briefly introduced below. It is obvious that the drawings in the following description are only examples or embodiments of the application, from which the application can also be applied to other similar scenarios without inventive effort for a person skilled in the art. Unless otherwise apparent from the context, or otherwise indicated, like reference numbers in the figures refer to the same structure or operation.
As used in this application and the appended claims, the terms "a," "an," "the," and/or "the" are not intended to be inclusive in the singular, but rather are intended to be inclusive in the plural unless the context clearly dictates otherwise. In general, the terms "comprises" and "comprising" merely indicate that steps and elements are included which are explicitly identified, that the steps and elements do not form an exclusive list, and that a method or apparatus may include other steps or elements.
The relative arrangement of the components and steps, the numerical expressions, and numerical values set forth in these embodiments do not limit the scope of the present application unless specifically stated otherwise. Meanwhile, it should be understood that the sizes of the respective portions shown in the drawings are not drawn in an actual proportional relationship for the convenience of description. Techniques, methods, and apparatus known to those of ordinary skill in the relevant art may not be discussed in detail but are intended to be part of the specification where appropriate. In all examples shown and discussed herein, any particular value should be construed as merely illustrative, and not limiting. Thus, other examples of the exemplary embodiments may have different values. It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, further discussion thereof is not required in subsequent figures.
It should be noted that the terms "first", "second", and the like are used to define the components, and are only used for convenience of distinguishing the corresponding components, and the terms have no special meanings unless otherwise stated, and therefore, the scope of protection of the present application is not to be construed as being limited. Further, although the terms used in the present application are selected from publicly known and used terms, some of the terms mentioned in the specification of the present application may be selected by the applicant at his or her discretion, the detailed meanings of which are described in relevant parts of the description herein. Further, it is required that the present application is understood not only by the actual terms used but also by the meaning of each term lying within.
Flow charts are used herein to illustrate operations performed by systems according to embodiments of the present application. It should be understood that the preceding or following operations are not necessarily performed in the exact order in which they are performed. Rather, various steps may be processed in reverse order or simultaneously. Meanwhile, other operations are added to or removed from these processes.
The technical idea of the invention is to have a method for adaptively changing the presentation of the user menu according to the use habit of the user, thereby obtaining the real-time generation of the user behavior to the commonly used menu.
Fig. 1 illustrates a menu diagram to which the present invention is applied.
The menu includes my primary menus of frequently used, viewing, project, remote diagnosis, operation center and help, etc., a number of secondary menus are included under each primary menu, a number of tertiary menus are included under each secondary menu, and so on.
For example, the secondary menu included under the primary menu "view" is function 1, the secondary menu included under the primary menu "item" is function 2, the secondary menu included under the primary menu "remote diagnosis" is two, that is, function 3 and function 4, and so on.
And when the user interface appeared after clicking any level of menu is a page, each menu corresponds to one page. The menus appearing in "My frequently used" will automatically appear as the user uses the menus that the user frequently clicks. Thus, the presentation of the user-customized menu shown in FIG. 1 is a summary of menus that automatically appears as the user personally uses using the method of the present invention.
The basic forming principle and process of the "user personalized menu" are described as follows:
if the user is using for the first time, there is no "My commonly used" menu.
After clicking the menu once, the menu which is just clicked can be taken as the next-level menu to appear under the My common menu, and after clicking m different menus, the number of submenus in the My common menu can reach the maximum value m. Then, the user clicks the menu in the process of continuing to use the software system, the number of submenus in the My commonly used menu keeps m, but the content is updated in a rolling mode along with the behavior of clicking the menu by the user, and the most commonly used menu kicks the least commonly used menu.
Fig. 2 is a block diagram showing the components of the user-customized menu presenting apparatus according to the present invention, and only the parts related to the embodiment of the present application are illustrated for convenience of explanation. The apparatus 200 comprises:
the thermalization module 201 is used for triggering the calculation of a primary heat value of a corresponding menu of a page according to the access of any level of menu page, and covering the original heat value;
the attenuation module 202 is used for carrying out heat attenuation calculation at regular time every day;
the storage module 203 is used for storing the calculation results of all relevant input parameters and heat values;
and a presentation module 204 for displaying a commonly used menu for obtaining the user.
The following describes specific implementation schemes and functions of the modules in the method for presenting the self-adaptive personalized menu.
Table 1 shows the configuration of the storage module 203, in which the storage module 203 stores all the relevant input parameters and the heat calculation results, and the initial heat value of each menu is set to 0.
Wherein, the menu table of table 1:
TABLE 1
And the thermalization module 201 triggers one-time calculation of the heat value of the corresponding menu of each page when the user enters the page, and covers the original heat value.
The thermalization module 201 is configured to perform the functions shown in fig. 3, and the calculation of the heat value will be described in detail below.
The heat value H applied in the present invention is:
H＝f(a，d) (1)
the method specifically comprises the following steps:
wherein, a represents the page access number, d represents the access days, and the two fields respectively correspond to the two fields in the table 1; A. d is used for adjusting the starting points of the two S curves, and both the starting points are greater than 0; alpha and beta are the weight of superposition of the two S curves, and both are greater than 0; p1, p2 ∈ (0,1) for adjusting the sensitivity of the rise in heat.
The formula (2) is the superposition of two S curves, and accords with the characteristic that the heat rises rapidly with the increase of the page access number a and the access days d at the beginning and the rise of the heat at the later stage tends to be slow.
According to the formula (2), the hot value H increases with the increase of the page access number a and the access days d of the user.
Wherein, the page access number a represents a short-term factor parameter, and the access days d represents a long-term factor parameter.
If a user accesses a certain page more times during a day, the change in popularity is affected in the field. However, if the number of days of occurrence of such behavior of the user is limited and does not represent long-term habit, the influence of the number of access days d on the heat value H after long-term use appears, and the short-term influence caused by the number of page accesses a is weakened.
The workflow of the thermalization module 201 is described below in conjunction with fig. 3:
step S30, initialization;
in the initialization process, initializing the access times a, the access days d, the latest access date and the heat value of each menu, setting the initial values to be 0, and storing the initial values into a table 1 of the storage module 203;
step S31, the current user accesses the current menu, and at this time, the access frequency a +1 in the storage module 203 is obtained;
step S32, determine whether the current date is the latest access date? If not, skipping step S33, proceeding to step S34;
step S33, if the current date is the latest access date, continuing to assign the current date to the latest access date of the menu in the storage module 203 by the number d +1 of access days in the storage module 203;
step S234, calculating and obtaining a current heat value H according to the obtained parameters and by referring to a formula (1);
in step S35, the flow of calculating the calorific value ends.
Returning to FIG. 2, the decay module 202 performs the heat decay calculation periodically, preferably daily;
and performing heat attenuation calculation on the accessed page according to the continuous number of days without access, and defining an attenuation coefficient k as:
k 1/consecutive unaccessed days of the page (3)
The attenuated heat value H' is then:
H'＝H*k (4)
traversing all the page heat values at regular time every day, performing attenuation calculation, obtaining attenuated values H1 ' and H2 ' … for each page according to a formula (4), covering the original heat value H in the original heating module 201, and storing the attenuated heat value H ' in the storage unit 203.
The thermalization module 201 and the attenuation module 202 send the heat value H and the attenuation heat value H' calculated each time to the storage module 203.
The presentation module 204 receives the related data acquired by the storage module 203, and then gives the heat H to all the pages visited by the user 1 ,H 2 … …, sorting in descending order, taking the top m, and displaying the menu corresponding to the m pages under the 'my common use' menu. And if the number of the menus is less than m, taking all the menus for display.
By the method, collection and display of the commonly used menu can be acquired adaptively according to the habit of the user.
The application also includes an adaptive personalized menu presentation device comprising a memory and a processor, wherein the memory is configured to store instructions executable by the processor; a processor for executing the instructions to implement the method of presenting an adaptive personalized menu as described hereinbefore.
Fig. 4 is a block diagram of a system of an adaptive personalized menu presentation apparatus according to another embodiment of the present application, where fig. 4 is a block diagram of the adaptive personalized menu presentation apparatus according to another embodiment of the present application. Referring to fig. 4, the adaptive personalized menu presentation device 200 may include an internal communication bus 401, a processor 402, a Read Only Memory (ROM)403, a Random Access Memory (RAM)404, and a communication port 405. When applied to a personal computer, the adaptive personalized menu rendering device 200 may also include a hard disk 406. The internal communication bus 401 may enable data communication between the components of the adaptive personalized menu rendering device. The processor 402 may make the determination and issue the prompt. In some embodiments, processor 402 may be comprised of one or more processors. The communication port 405 may enable data communication of the apparatus 200 with the outside. In some embodiments, the adaptive personalized menu rendering device 200 may send and receive information and data from a network through the communication port 405. The apparatus 200 may also include various forms of program storage units and data storage units such as a hard disk 406, Read Only Memory (ROM)403 and Random Access Memory (RAM)404, capable of storing various data files for computer processing and/or communication, and possibly program instructions for execution by the processor 402. The processor executes these instructions to implement the main parts of the method. The results processed by the processor are communicated to the user device through the communication port and displayed on the user interface.
The method for presenting an adaptive personalized menu may be implemented as a computer program, stored in the hard disk 406, and loaded into the processor 402 for execution, so as to implement the method for presenting an adaptive personalized menu of the present application.
The present application also comprises a computer readable medium having stored thereon a computer program code which, when executed by a processor, implements a method of presenting an adaptive personalized menu as described above.
The method for presenting the self-adaptive personalized menu disclosed by the invention has the following advantages:
the whole method for presenting the personalized menu is automatically completed by the background, the user does not need to make a selection, and the common menu of each user is automatically formed based on own habits.
The presentation process is self-adaptive, and the content of the common menu of each user can change along with the change of the use habit of the user. In the process, the influence of the short-term behavior and the long-term behavior of the user is considered at the same time.
In addition, the hidden menu can be pulled up by replacing the menu click number with the page access number.
The background of the whole process is carried out automatically, so that the user behavior can generate and change the contents of the frequently-used menu, and the effect can be achieved in real time.
When the presentation method of the self-adaptive personalized menu disclosed by the invention is implemented as a computer program, the computer program can also be stored in a computer readable storage medium as a product. For example, computer-readable storage media can include but are not limited to magnetic storage devices (e.g., hard disk, floppy disk, magnetic strips), optical disks (e.g., Compact Disk (CD), Digital Versatile Disk (DVD)), smart cards, and flash memory devices (e.g., electrically Erasable Programmable Read Only Memory (EPROM), card, stick, key drive). In addition, various storage media described herein can represent one or more devices and/or other machine-readable media for storing information. The term "machine-readable medium" can include, without being limited to, wireless channels and various other media (and/or storage media) capable of storing, containing, and/or carrying code and/or instructions and/or data.
It should be understood that the above-described embodiments are illustrative only. The embodiments described herein may be implemented in hardware, software, firmware, middleware, microcode, or any combination thereof. For a hardware implementation, the processor may be implemented within one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), Programmable Logic Devices (PLDs), Field Programmable Gate Arrays (FPGAs), processors, controllers, micro-controllers, microprocessors, and/or other electronic units designed to perform the functions described herein, or a combination thereof.
Aspects of the present application may be embodied entirely in hardware, entirely in software (including firmware, resident software, micro-code, etc.) or in a combination of hardware and software. The above hardware or software may be referred to as "data block," module, "" engine, "" unit, "" component, "or" system. The processor may be one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), digital signal processing devices (DAPDs), Programmable Logic Devices (PLDs), Field Programmable Gate Arrays (FPGAs), processors, controllers, microcontrollers, microprocessors, or a combination thereof. Furthermore, aspects of the present application may be represented as a computer product, including computer readable program code, embodied in one or more computer readable media. For example, computer-readable media may include, but are not limited to, magnetic storage devices (e.g., hard disk, floppy disk, magnetic strips … …), optical disks (e.g., Compact Disk (CD), Digital Versatile Disk (DVD) … …), smart cards, and flash memory devices (e.g., card, stick, key drive … …).
The computer-readable medium may comprise a propagated data signal with the computer program code embodied therein, for example, on a baseband or as part of a carrier wave. The propagated signal may take any of a variety of forms, including electromagnetic, optical, and the like, or any suitable combination. The computer readable medium can be any computer readable medium that can communicate, propagate, or transport the program for use by or in connection with an instruction execution system, apparatus, or device. Program code on a computer readable medium may be propagated over any suitable medium, including radio, electrical cable, fiber optic cable, radio frequency signals, or the like, or any combination of the preceding.
Having thus described the basic concept, it will be apparent to those skilled in the art that the foregoing disclosure is by way of example only, and is not intended to limit the present application. Various modifications, improvements and adaptations to the present application may occur to those skilled in the art, although not explicitly described herein. Such modifications, improvements and adaptations are proposed in the present application and thus fall within the spirit and scope of the exemplary embodiments of the present application.
As used in this application and the appended claims, the terms "a," "an," "the," and/or "the" are not intended to be inclusive in the singular, but rather are intended to be inclusive in the plural unless the context clearly dictates otherwise. In general, the terms "comprises" and "comprising" merely indicate that steps and elements are included which are explicitly identified, that the steps and elements do not form an exclusive list, and that a method or apparatus may include other steps or elements.
The relative arrangement of the components and steps, the numerical expressions, and numerical values set forth in these embodiments do not limit the scope of the present application unless specifically stated otherwise. Meanwhile, it should be understood that the sizes of the respective portions shown in the drawings are not drawn in an actual proportional relationship for the convenience of description. Techniques, methods, and apparatus known to those of ordinary skill in the relevant art may not be discussed in detail, but are intended to be part of the specification where appropriate. In all examples shown and discussed herein, any particular value should be construed as merely illustrative, and not limiting. Thus, other examples of the exemplary embodiments may have different values. It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, further discussion thereof is not required in subsequent figures.
Further, although the terms used in the present application are selected from publicly known and used terms, some of the terms mentioned in the specification of the present application may be selected by the applicant at his or her discretion, the detailed meanings of which are described in relevant parts of the description herein. Further, it is required that the present application is understood not only by the actual terms used but also by the meaning of each term lying within.
Also, this application uses specific language to describe embodiments of the application. Reference throughout this specification to "one embodiment," "an embodiment," and/or "some embodiments" means that a particular feature, structure, or characteristic described in connection with at least one embodiment of the present application is included in at least one embodiment of the present application. Therefore, it is emphasized and should be appreciated that two or more references to "an embodiment" or "one embodiment" or "an alternative embodiment" in various places throughout this specification are not necessarily all referring to the same embodiment. Furthermore, some features, structures, or characteristics of one or more embodiments of the present application may be combined as appropriate.
Numerals describing the number of components, attributes, etc. are used in some embodiments, it being understood that such numerals used in the description of the embodiments are modified in some instances by the use of the modifier "about", "approximately" or "substantially". Unless otherwise indicated, "about", "approximately" or "substantially" indicates that the number allows a variation of ± 20%. Accordingly, in some embodiments, the numerical parameters used in the specification and claims are approximations that may vary depending upon the desired properties of the individual embodiments. In some embodiments, the numerical parameter should take into account the specified significant digits and employ a general digit-preserving approach. Notwithstanding that the numerical ranges and parameters setting forth the broad scope of the range are approximations, in the specific examples, such numerical values are set forth as precisely as possible within the scope of the application.
Claims (13)
1. A method for presenting an adaptive personalized menu, comprising the steps of:
step one, responding to a page corresponding to a certain menu accessed by a user, calculating and updating a hot value of the menu based on access parameters of the menu, wherein the access parameters comprise a short-term factor parameter and a long-term factor parameter;
step two, regularly carrying out attenuation calculation on the heat value of each menu and updating the heat value of each menu; and
and thirdly, sequencing the menus according to the heat value, and presenting one or more menus sequenced in front as user personalized menus.
2. The method of claim 1, wherein the step of displaying the personalized menu includes the steps of,
the short-term factor parameter includes a page access number, and the long-term factor parameter includes a total access time.
3. The method for presenting an adaptive personalized menu according to claim 2, wherein in the first step,
before the calculating and updating the heat value of the menu, the method further comprises the steps of judging whether the current time is the latest access time, and if not, accumulating and updating the total access time.
4. The method of claim 3, wherein the step of displaying the personalized menu includes,
in the first step, a formula for calculating and updating the heat value H of each menu based on the access parameter of each menu is as follows:
wherein, a is the page access number, and d is the total access time;
A. d is used for adjusting the starting points of the two S curves;
alpha and beta are the weight of the superposition of the two S curves;
p1, p2 ∈ (0,1) for adjusting the sensitivity of the rise in heat.
5. The method of claim 1, wherein the step of displaying the personalized menu includes the steps of,
in the second step, the heat value H' for performing attenuation update on the heat value of each menu is:
H'＝H*k
wherein the attenuation coefficient k is the inverse of the number of consecutive unaccessed days of the page.
6. An adaptive personalized menu presentation device, comprising:
the hot module is configured to respond to that a certain menu corresponding page is accessed by a user, calculate and update a hot value of the menu based on access parameters of the menu, wherein the access parameters comprise a short-term factor parameter and a long-term factor parameter;
the attenuation module is configured to periodically perform attenuation calculation on the heat value of each menu and update the heat value of each menu; and
and the presentation module is configured to sort the menus according to the updated heat value, and present one or more menus sorted in front as a user personalized menu.
7. The adaptive personalized menu presentation device of claim 6,
the short-term factor parameter includes a page access number, and the long-term factor parameter includes a total access time.
8. The adaptive personalized menu presentation device of claim 7,
and the thermalization module judges whether the current time is the latest access time before calculating and updating the heat value, and accumulates and updates the total access time if the current time is not the latest access time.
9. The adaptive personalized menu presentation device of claim 8,
the thermalization module calculates and updates a formula of the heat value of the menu according to the obtained access parameter:
wherein, a is the page access number, and d is the total access time;
A. d is used for adjusting the starting points of the two S curves;
alpha and beta are the weight of the superposition of the two S curves;
p1, p2 ∈ (0,1) for adjusting the sensitivity of the rise in heat.
10. The apparatus of claim 6, wherein the decay module decays the updated heat value H' to the heat value as follows:
H'＝H*k
wherein the attenuation coefficient k is the inverse of the number of consecutive unaccessed days of the page.
11. The adaptive personalized menu presentation device of claim 6, wherein the presentation device further comprises:
and the storage unit receives the heat value H and the attenuation heat value H' obtained by the thermalization module and the attenuation module each time.
12. An adaptive personalized menu presentation device, comprising:
a memory for storing instructions executable by the processor;
a processor for executing the instructions to implement the method of any one of claims 1 to 5.
13. A computer readable medium having stored thereon computer program code which, when executed by a processor, implements a method according to any of claims 1-5.
Priority Applications (1)
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