CN111309412A - Software interface adjusting method and device and electronic equipment - Google Patents
Software interface adjusting method and device and electronic equipment Download PDFInfo
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Abstract
The invention discloses a software interface adjusting method and device and electronic equipment, wherein the method comprises the following steps: collecting interface operation data of each user operation software interface; processing the interface operation data to generate an interface operation sequence set; analyzing and acquiring a user operation behavior mode according to the interface operation sequence set; determining an interface adjusting instruction according to the user operation behavior mode; and sending the interface adjusting instruction to software installed in a client, wherein the software dynamically adjusts a software interface according to the interface adjusting instruction. The invention can dynamically adjust the software interface according to the operation behavior of the user, thereby improving the satisfaction degree of the user.
Description
Technical Field
The present invention relates to the field of software interface processing technologies, and in particular, to a software interface adjusting method and apparatus, and an electronic device.
Background
The software interface refers to an instruction part which is specially designed for operation, use and information feedback in software and faces to an operator, and the design of the software interface is an important index for measuring the quality of the software. The existing software interface design is obtained by designing according to software service logic by referring to the existing software interface, and the user satisfaction cannot be known after software is released, and the software interface cannot be dynamically adjusted.
Disclosure of Invention
In view of this, the present invention provides a method and an apparatus for adjusting a software interface, and an electronic device, which are capable of dynamically adjusting the software interface according to a user operation behavior.
Based on the above purpose, the present invention provides a software interface adjusting method, which includes:
collecting interface operation data of each user operation software interface;
processing the interface operation data to generate an interface operation sequence set;
analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
determining an interface adjusting instruction according to the user operation behavior mode;
and sending the interface adjusting instruction to software installed in a client, wherein the software dynamically adjusts a software interface according to the interface adjusting instruction.
Optionally, the interface operation data includes a number, time, an event, and a user identifier.
Optionally, the processing the interface operation data includes:
preprocessing the interface operation data to generate preprocessed interface operation data;
carrying out formatting conversion processing on the preprocessed interface operation data to generate formatted interface operation data;
and performing statistical analysis on the interface operation data after the formatting treatment, constructing an interface operation sequence, and generating the interface operation sequence set formed by the interface operation sequences of the users.
Optionally, a plurality of support degree thresholds from large to small are set, so as to obtain an interface operation sequence meeting a plurality of user operation behavior modes.
Optionally, according to the multiple user operation behavior modes, multiple operation events with the user operation frequency from high to low are determined, the positions of the operation events in the interface are determined according to the sequence of the operation frequency of the operation events from high to low, and the interface adjustment instruction including the position information of each operation event is determined.
An embodiment of the present invention further provides a software interface adjusting apparatus, including:
a data acquisition module: the interface operation data acquisition module is used for acquiring interface operation data of each user operation software interface;
the data processing module is used for processing the interface operation data to generate an interface operation sequence set;
the data analysis module is used for analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
the instruction determining module is used for determining an interface adjusting instruction according to the user operation behavior mode;
and the data transceiver module is used for sending the interface adjusting instruction to software installed on a client, and the software dynamically adjusts a software interface according to the interface adjusting instruction.
Optionally, the interface operation data includes a number, time, an event, and a user identifier.
Optionally, the data processing module includes:
a preprocessing submodule: the interface operation data processing unit is used for preprocessing the interface operation data to generate preprocessed interface operation data;
a formatting processing submodule: the interface operation data processing device is used for carrying out formatting conversion processing on the preprocessed interface operation data to generate formatted interface operation data;
a statistical analysis submodule: and the interface operation sequence set is used for performing statistical analysis on the interface operation data after the formatting processing, constructing an interface operation sequence and generating the interface operation sequence set formed by the interface operation sequences of the users.
Optionally, the data analysis module sets a plurality of support degree thresholds from large to small, so as to obtain an interface operation sequence meeting a plurality of user operation behavior patterns.
Optionally, the instruction determining module determines, according to the plurality of user operation behavior modes, a plurality of operation events with user operation frequencies from high to low, determines, according to the sequence of the operation frequencies of the operation events from high to low, positions of the operation events in an interface, and determines the interface adjustment instruction including position information of each operation event.
An embodiment of the present invention further provides an electronic device, which includes a memory, a processor, and a computer program stored in the memory and executable on the processor, and the processor implements the method when executing the computer program.
As can be seen from the above, according to the software interface adjusting method and apparatus, and the electronic device provided by the present invention, the interface operation data is collected and processed to generate the interface operation sequence set, the user operation behavior pattern is analyzed and obtained according to the interface operation sequence set, the interface adjusting instruction is determined according to the user operation behavior pattern, the interface adjusting instruction is sent to the software, and the software dynamically adjusts the software interface according to the interface adjusting instruction. The invention can dynamically adjust and optimize the software interface according to the operation behavior of the user, can solve the problem of dynamic adjustment and optimization of the software interface after software is released, improves the humanization degree of the software interface and improves the satisfaction degree of the user.
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In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings 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 some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
FIG. 1 is a schematic flow chart of a method according to an embodiment of the present invention;
fig. 2 is a schematic structural diagram of an apparatus according to an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is described in further detail below with reference to specific embodiments and the accompanying drawings.
It should be noted that all expressions using "first" and "second" in the embodiments of the present invention are used for distinguishing two entities with the same name but different names or different parameters, and it should be noted that "first" and "second" are merely for convenience of description and should not be construed as limitations of the embodiments of the present invention, and they are not described in any more detail in the following embodiments.
FIG. 1 is a schematic flow chart of a method according to an embodiment of the present invention. As shown in the figure, the software interface adjusting method provided in the embodiment of the present invention includes:
s10: collecting interface operation data of each user operation software interface;
and collecting interface operation data of each user operation software interface, wherein the interface operation data comprises data items such as numbers, time, events, user identifications and the like. As shown in the example of table 1, the collected interface operation data includes eight data entries numbered 1-8, and each data entry includes data items such as a number, time, an event, a user identifier, and the like; the method comprises the steps that time is an operation time point, an event is an operation event name, and a user identification is used for identifying a user operating a software interface; for example, for the data entry of number 1, the user identified as "107" performed the interface operation of "click the home menu" at the time point "18 minutes 20 seconds at 18 o 'clock 29 o' clock 10 m 2018".
| Numbering | Time of day | Event(s) | User identification |
| 1 | 18 o 18 min 20 s at 29 h in 10 s in 2018 | Click home menu | 107 |
| 2 | 2018 years, 10 months, 29 days, 18 o' clock, 18 minutes, 25 seconds | Clicking on a personal hub menu | 106 |
| 3 | 18 o 18 min 30 s at 29 h in 2018 | Clicking resource center menu | 105 |
| 4 | 18 o 18 min 25 s at 29 h in 2018 | Clicking resource center menu | 107 |
| 5 | 23 o' clock, 59 min 25 s at 29 th day in 10 months in 2018 | Click the close button | |
| 6 | 23 o' clock 59 min 59 sec in 29 th day in 10 th month in 2018 | Automatic shutdown | 108 |
| 7 | 20 o 18 min 20 s in 29 h 10/2018 | Click digital teaching material | 107 |
| 8 | 19 o, 10 min and 25 s on 29 th day in 10 months in 2018 | Modifying head portrait | 106 |
Table 1 interface operational data example
S11: processing the interface operation data to generate an interface operation sequence set;
processing the interface operation data, including:
s110: preprocessing the interface operation data to generate preprocessed interface operation data;
the interface operation data preprocessing comprises the following steps: removing data entries with incomplete data items (for example, the data entry with the number 5 in table 1 lacks a user identifier, the data entry with the number 5 is removed, subsequent processing analysis is not performed), removing data entries with automatic software operation (for example, the event corresponding to the data entry with the number 6 in table 1 is automatic shutdown, the data entry with the number 6 is removed, subsequent analysis processing is not performed), removing data entries with data items that do not meet the data specification (for example, a messy code condition occurs in the data items), and the like.
S111: carrying out formatting conversion processing on the preprocessed interface operation data to generate formatted interface operation data;
and carrying out formatting conversion processing on the preprocessed interface operation data to generate interface operation data suitable for computer processing. As shown in the examples in tables 1 and 2, the collected time point is converted into a timestamp that can be recognized by the computer, the event name is converted into an event identifier corresponding to the event name, for example, the event name "click home menu" is converted into its corresponding event identifier "a", the event name "click personal center menu" is converted into its corresponding event identifier "B", the event name "click resource center menu" is converted into its corresponding event identifier "C", the event name "click digital textbook" is converted into its corresponding event identifier "D", and the event name "modify avatar" is converted into its corresponding event identifier "E".
| Numbering | Time of day | Event(s) | User identification |
| 1 | 1540808300 | A | 107 |
| 2 | 1540808305 | B | 106 |
| 3 | 1540808310 | C | 105 |
| 4 | 1540808305 | C | 107 |
| 7 | 1540815500 | D | 107 |
| 8 | 1540811425 | E | 106 |
Table 2 formatted interface operational data examples
S112: performing statistical analysis on the interface operation data after the formatting treatment, constructing an interface operation sequence, and generating an interface operation sequence set formed by the interface operation sequences of all users;
and according to the user identification and the time sequence, carrying out statistical analysis on the interface operation sequence corresponding to the same user. With reference to tables 2 and 3, the interface operation sequences corresponding to the same user are counted according to the user identifier and the time sequence, for example, for a user with a user identifier of "107", the interface operation sequence executed according to the time sequence is "a- > C- > D", that is, first, the operation of "clicking a home menu" is executed, then, the operation of "clicking a resource center menu" is executed, and then, the operation of "clicking a digital teaching material" is executed.
| User identification | Interface operation sequence |
| 105 | C |
| 106 | B->E |
| 107 | A->C->D |
TABLE 3 interface operation sequence example
S12: analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
and based on a sequence mode theory in the field of data mining, analyzing the user operation behavior mode according to the constructed interface operation sequence set. Specifically, a support degree N is set, the support degree of the sequence M in the sequence set is the number of sequences in the sequence set including the sequence M, a support degree threshold is given, and if the support degree of the sequence M in the sequence set is not lower than the support degree threshold, the sequence M is called a sequence mode. Taking table 3 as an example, the sequence set includes three operation sequences "C", "B- > E", "a- > C- > D", the support threshold is set to be 50%, and the interface operation sequence "C" appears twice in the sequence set, which includes: (2/3) > 50%, the interface operation sequence "C" is a user operation behavior pattern that satisfies a set condition (support degree threshold).
And setting a plurality of support degree thresholds from large to small according to the mode to obtain an interface operation sequence meeting a plurality of user operation behavior modes.
S13: determining an interface adjusting instruction according to the user operation behavior mode;
and determining an interface adjusting mode and an interface adjusting instruction according to the user operation behavior mode obtained by analysis.
Obtaining a plurality of user operation behavior modes according to a plurality of support degree thresholds from large to small, determining a plurality of operation events with the user operation frequency from large to small, determining the positions of the operation events in the interface according to the sequence of the operation frequency of the operation events from large to small, namely dynamically adjusting the operation event with the maximum operation frequency to the most obvious position (such as the middle position of a window) in the interface, dynamically adjusting the operation event with the minimum operation frequency to the least obvious position (such as the side position) in the interface, and further determining an interface adjusting instruction comprising position information of each operation event.
S14: and sending the interface adjusting instruction to software installed in the client, and dynamically adjusting the software interface by the software according to the received interface adjusting instruction.
And dynamically adjusting the interface according to the determined interface adjusting instruction. There may be two dynamic adjustment modes: one is that when software starts, the server actively sends an interface adjusting instruction to the software installed on the client, the software dynamically adjusts the interface according to the interface adjusting instruction, and after the software starts, the dynamically adjusted software interface is displayed; the second method is that the software sends an interface adjusting request to the server at regular time, the server sends an interface adjusting instruction to the software according to the received interface adjusting request, the software dynamically adjusts the interface according to the received interface adjusting instruction, and the dynamically adjusted software interface is displayed after adjustment.
Fig. 2 is a schematic structural diagram of an apparatus according to an embodiment of the present invention. As shown in the drawings, the software interface adjusting apparatus provided in the embodiment of the present invention includes:
a data acquisition module: the interface operation data acquisition module is used for acquiring interface operation data of each user operation software interface;
optionally, the acquiring interface operation data of each user operation software interface includes: number, time, event, user identification, etc.
The data processing module is used for processing the collected interface operation data to generate an interface operation sequence set;
the data analysis module is used for analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
optionally, based on a sequence mode theory in the field of data mining, a user operation behavior mode is analyzed according to the constructed interface operation sequence set. And setting a plurality of support degree thresholds from large to small to obtain an interface operation sequence meeting a plurality of user operation behavior modes.
The instruction determining module is used for determining an interface adjusting instruction according to the user operation behavior mode;
optionally, according to a plurality of support degree thresholds from large to small, a plurality of user operation behavior modes are obtained, a plurality of operation events with the user operation frequency from large to small are determined, according to the sequence of the operation frequency of the operation events from large to small, the positions of the operation events in the interface are determined, that is, the operation event with the maximum operation frequency is dynamically adjusted to the most obvious position (such as the middle position of a window) in the interface, the operation event with the minimum operation frequency is dynamically adjusted to the least obvious position (such as the side position) in the interface, and then an interface adjustment instruction including position information of each operation event is determined.
And the data transceiver module is used for sending the interface adjusting instruction to software installed on the client, and the software dynamically adjusts the software interface according to the received interface adjusting instruction.
The data processing module comprises:
a preprocessing submodule: the interface operation data processing device is used for preprocessing the interface operation data to generate preprocessed interface operation data;
a formatting processing submodule: the interface operation data processing device is used for carrying out formatting conversion processing on the preprocessed interface operation data to generate the interface operation data after the formatting processing;
a statistical analysis submodule: the interface operation sequence set is used for carrying out statistical analysis on the interface operation data after the formatting processing, constructing an interface operation sequence and generating an interface operation sequence set formed by the interface operation sequences of all users.
The data transceiver module is used for receiving an interface adjustment request sent by the client, sending an interface adjustment instruction to the client according to the interface adjustment request, and dynamically adjusting a software interface by software of the client according to the received interface adjustment instruction.
Based on the above purpose, the embodiment of the present invention further provides an embodiment of an apparatus for executing the software interface adjusting method. The device comprises:
one or more processors, and a memory.
The apparatus for performing the software interface adjustment method may further include: an input device and an output device.
The processor, memory, input device, and output device may be connected by a bus or other means.
The memory, which is a non-volatile computer-readable storage medium, may be used to store non-volatile software programs, non-volatile computer-executable programs, and modules, such as program instructions/modules (e.g., the data processing module shown in fig. 2) corresponding to the software interface adjusting method in the embodiment of the present invention. The processor executes various functional applications and data processing of the server by running the nonvolatile software program, instructions and modules stored in the memory, that is, the software interface adjusting method of the above method embodiment is realized.
The memory may 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 use of an apparatus that performs the software interface adjustment method, and the like. Further, the memory 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 embodiments, the memory optionally includes memory remotely located from the processor, and these remote memories may be connected to the member user behavior monitoring device via 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 input device may receive input numeric or character information and generate key signal inputs related to user settings and function control of the device performing the software interface adjustment method. The output device may include a display device such as a display screen.
The one or more modules are stored in the memory and, when executed by the one or more processors, perform the software interface adjustment method of any of the method embodiments described above. The technical effect of the embodiment of the device for executing the software interface adjusting method is the same as or similar to that of any method embodiment.
The embodiment of the invention also provides a non-transitory computer storage medium, wherein the computer storage medium stores computer executable instructions, and the computer executable instructions can execute the processing method of the list item operation in any method embodiment. Embodiments of the non-transitory computer storage medium may be the same or similar in technical effect to any of the method embodiments described above.
Finally, it should be noted that, as will be understood by those skilled in the art, all or part of the processes in the methods of the above embodiments may be implemented by a computer program that can be stored in a computer-readable storage medium and that, when executed, can include the processes of the embodiments of the methods described above. The storage medium may be a magnetic disk, an optical disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), or the like. The technical effect of the embodiment of the computer program is the same as or similar to that of any of the method embodiments described above.
Furthermore, the apparatuses, devices, etc. described in the present disclosure may be various electronic terminal devices, such as a mobile phone, a Personal Digital Assistant (PDA), a tablet computer (PAD), a smart television, etc., and may also be large terminal devices, such as a server, etc., and therefore the scope of protection of the present disclosure should not be limited to a specific type of apparatus, device. The client disclosed by the present disclosure may be applied to any one of the above electronic terminal devices in the form of electronic hardware, computer software, or a combination of both.
Furthermore, the method according to the present disclosure may also be implemented as a computer program executed by a CPU, which may be stored in a computer-readable storage medium. The computer program, when executed by the CPU, performs the above-described functions defined in the method of the present disclosure.
Further, the above method steps and system elements may also be implemented using a controller and a computer readable storage medium for storing a computer program for causing the controller to implement the functions of the above steps or elements.
Further, it should be appreciated that the computer-readable storage media (e.g., memory) described herein can be either volatile memory or nonvolatile memory, or can include both volatile and nonvolatile memory. By way of example, and not limitation, nonvolatile memory can include Read Only Memory (ROM), Programmable ROM (PROM), Electrically Programmable ROM (EPROM), Electrically Erasable Programmable ROM (EEPROM), or flash memory. Volatile memory can include Random Access Memory (RAM), which can act as external cache memory. By way of example and not limitation, RAM is available in a variety of forms such as synchronous RAM (DRAM), Dynamic RAM (DRAM), Synchronous DRAM (SDRAM), double data rate SDRAM (DDR SDRAM), Enhanced SDRAM (ESDRAM), Synchronous Link DRAM (SLDRAM), and Direct Rambus RAM (DRRAM). The storage devices of the disclosed aspects are intended to comprise, without being limited to, these and other suitable types of memory.
Those of skill would further appreciate that the various illustrative logical blocks, modules, circuits, and algorithm steps described in connection with the disclosure herein may be implemented as electronic hardware, computer software, or combinations of both. To clearly illustrate this interchangeability of hardware and software, various illustrative components, blocks, modules, circuits, and steps have been described above generally in terms of their functionality. Whether such functionality is implemented as software or hardware depends upon the particular application and design constraints imposed on the overall system. Skilled artisans may implement the described functionality in varying ways for each particular application, but such implementation decisions should not be interpreted as causing a departure from the scope of the present disclosure.
The various illustrative logical blocks, modules, and circuits described in connection with the disclosure herein may be implemented or performed with the following components designed to perform the functions described herein: a general purpose processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other programmable logic device, discrete gate or transistor logic, discrete hardware components, or any combination of these components. A general purpose processor may be a microprocessor, but in the alternative, the processor may be any conventional processor, controller, microcontroller, or state machine. A processor may also be implemented as a combination of computing devices, e.g., a combination of a DSP and a microprocessor, a plurality of microprocessors, one or more microprocessors in conjunction with a DSP core, or any other such configuration.
The steps of a method or algorithm described in connection with the disclosure herein may be embodied directly in hardware, in a software module executed by a processor, or in a combination of the two. A software module may reside in RAM memory, flash memory, ROM memory, EPROM memory, EEPROM memory, registers, hard disk, a removable disk, a CD-ROM, or any other form of storage medium known in the art. An exemplary storage medium is coupled to the processor such the processor can read information from, and write information to, the storage medium. In the alternative, the storage medium may be integral to the processor. The processor and the storage medium may reside in an ASIC. The ASIC may reside in a user terminal. In the alternative, the processor and the storage medium may reside as discrete components in a user terminal.
In one or more exemplary designs, the functions may be implemented in hardware, software, firmware, or any combination thereof. If implemented in software, the functions may be stored on or transmitted over as one or more instructions or code on a computer-readable medium. Computer-readable media includes both computer storage media and communication media including any medium that facilitates transfer of a computer program from one place to another. A storage media may be any available media that can be accessed by a general purpose or special purpose computer. By way of example, and not limitation, such computer-readable media can comprise RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage or other magnetic storage devices, or any other medium that can be used to carry or store desired program code in the form of instructions or data structures and that can be accessed by a general-purpose or special-purpose computer, or a general-purpose or special-purpose processor. Also, any connection is properly termed a computer-readable medium. For example, if the software is transmitted from a website, server, or other remote source using a coaxial cable, fiber optic cable, twisted pair, Digital Subscriber Line (DSL), or wireless technologies such as infrared, radio, and microwave, then the coaxial cable, fiber optic cable, twisted pair, DSL, or wireless technologies such as infrared, radio, and microwave are included in the definition of medium. Disk and disc, as used herein, includes Compact Disc (CD), laser disc, optical disc, Digital Versatile Disc (DVD), floppy disk, blu-ray disc where disks usually reproduce data magnetically, while discs reproduce data optically with lasers. Combinations of the above should also be included within the scope of computer-readable media.
Disclosed exemplary embodiments should be noted, however, that various changes and modifications could be made herein without departing from the scope of the disclosure as defined by the appended claims. The functions, steps and/or actions of the method claims in accordance with the disclosed embodiments described herein need not be performed in any particular order. Furthermore, although elements of the disclosure may be described or claimed in the singular, the plural is contemplated unless limitation to the singular is explicitly stated.
It should be understood that, as used herein, the singular forms "a," "an," "the" are intended to include the plural forms as well, unless the context clearly supports the exception. It should also be understood that "and/or" as used herein is meant to include any and all possible combinations of one or more of the associated listed items.
The above-mentioned serial numbers of the embodiments of the present disclosure are merely for description and do not represent the merits of the embodiments.
It will be understood by those skilled in the art that all or part of the steps for implementing the above embodiments may be implemented by hardware, or may be implemented by a program instructing relevant hardware, where the program may be stored in a computer-readable storage medium, and the above-mentioned storage medium may be a read-only memory, a magnetic disk or an optical disk, etc.
Those of ordinary skill in the art will understand that: the discussion of any embodiment above is meant to be exemplary only, and is not intended to intimate that the scope of the disclosure, including the claims, is limited to these examples; within the idea of an embodiment of the invention, also technical features in the above embodiment or in different embodiments may be combined and there are many other variations of the different aspects of an embodiment of the invention as described above, which are not provided in detail for the sake of brevity. Therefore, any omissions, modifications, substitutions, improvements, and the like that may be made without departing from the spirit and principles of the embodiments of the present invention are intended to be included within the scope of the embodiments of the present invention.
Claims (11)
1. A software interface adjusting method is characterized by comprising the following steps:
collecting interface operation data of each user operation software interface;
processing the interface operation data to generate an interface operation sequence set;
analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
determining an interface adjusting instruction according to the user operation behavior mode;
and sending the interface adjusting instruction to software installed in a client, wherein the software dynamically adjusts a software interface according to the interface adjusting instruction.
2. The method of claim 1, wherein the interface operation data includes a number, a time, an event, a user identification.
3. The method of claim 1, wherein the processing interface operation data comprises:
preprocessing the interface operation data to generate preprocessed interface operation data;
carrying out formatting conversion processing on the preprocessed interface operation data to generate formatted interface operation data;
and performing statistical analysis on the interface operation data after the formatting treatment, constructing an interface operation sequence, and generating the interface operation sequence set formed by the interface operation sequences of the users.
4. The method according to claim 1, wherein a plurality of support degree thresholds from large to small are set, and an interface operation sequence satisfying a plurality of user operation behavior patterns is obtained.
5. The method according to claim 4, wherein a plurality of operation events with user operation frequency from large to small are determined according to the plurality of user operation behavior patterns, the positions of the operation events in the interface are determined according to the sequence of the operation frequency of the operation events from large to small, and the interface adjusting instruction comprising the position information of each operation event is determined.
6. A software interface adjustment apparatus, comprising:
a data acquisition module: the interface operation data acquisition module is used for acquiring interface operation data of each user operation software interface;
the data processing module is used for processing the interface operation data to generate an interface operation sequence set;
the data analysis module is used for analyzing and acquiring a user operation behavior mode according to the interface operation sequence set;
the instruction determining module is used for determining an interface adjusting instruction according to the user operation behavior mode;
and the data transceiver module is used for sending the interface adjusting instruction to software installed on a client, and the software dynamically adjusts a software interface according to the interface adjusting instruction.
7. The apparatus of claim 6, wherein the interface operation data comprises a number, a time, an event, a user identification.
8. The apparatus of claim 6, wherein the data processing module comprises:
a preprocessing submodule: the interface operation data processing unit is used for preprocessing the interface operation data to generate preprocessed interface operation data;
a formatting processing submodule: the interface operation data processing device is used for carrying out formatting conversion processing on the preprocessed interface operation data to generate formatted interface operation data;
a statistical analysis submodule: and the interface operation sequence set is used for performing statistical analysis on the interface operation data after the formatting processing, constructing an interface operation sequence and generating the interface operation sequence set formed by the interface operation sequences of the users.
9. The device of claim 6, wherein the data analysis module sets a plurality of support thresholds from large to small, resulting in an interface operation sequence that satisfies a plurality of the user operation behavior patterns.
10. The apparatus according to claim 9, wherein the instruction determining module determines a plurality of operation events with user operation frequencies from large to small according to the plurality of user operation behavior patterns, determines positions of the operation events in an interface according to a sequence of the operation frequencies of the operation events from large to small, and determines the interface adjustment instruction including position information of each operation event.
11. An electronic device comprising a memory, a processor and a computer program stored on the memory and executable on the processor, characterized in that the processor implements the method according to any of claims 1 to 5 when executing the program.
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