CN112363669B - Operation behavior determination method and device, electronic equipment and computer-readable storage medium - Google Patents
Operation behavior determination method and device, electronic equipment and computer-readable storage medium Download PDFInfo
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- CN112363669B CN112363669B CN202011307608.0A CN202011307608A CN112363669B CN 112363669 B CN112363669 B CN 112363669B CN 202011307608 A CN202011307608 A CN 202011307608A CN 112363669 B CN112363669 B CN 112363669B
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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]
- G06F3/0487—Interaction techniques based on graphical user interfaces [GUI] using specific features provided by the input device, e.g. functions controlled by the rotation of a mouse with dual sensing arrangements, or of the nature of the input device, e.g. tap gestures based on pressure sensed by a digitiser
- G06F3/0488—Interaction techniques based on graphical user interfaces [GUI] using specific features provided by the input device, e.g. functions controlled by the rotation of a mouse with dual sensing arrangements, or of the nature of the input device, e.g. tap gestures based on pressure sensed by a digitiser using a touch-screen or digitiser, e.g. input of commands through traced gestures
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/44—Arrangements for executing specific programs
- G06F9/451—Execution arrangements for user interfaces
Abstract
The embodiment of the application provides an operation behavior judgment method and device, electronic equipment and a computer readable storage medium, and relates to the field of operation judgment. The method comprises the following steps: receiving current touch operation input by a user; determining a corresponding control instruction according to the current touch operation; and if the control instruction is determined to fail, determining effective operation corresponding to the current touch operation according to a preset user operation matching table so as to execute the control instruction corresponding to the effective operation, wherein the user operation matching table comprises a plurality of effective operations and corresponding control instructions. According to the method and the device, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore in the calculation process, the complexity of the calculation process is low, the calculation data volume is small, calculation resources are saved, and the calculation time is reduced.
Description
Technical Field
The present application relates to the field of operation determination technologies, and in particular, to an operation behavior determination method and apparatus, an electronic device, and a computer-readable storage medium.
Background
At present, mobile terminals such as mobile phones and tablet computers are more and more important in daily life. The touch operation is the mainstream operation of the current mobile terminal, a touch screen is arranged on the mobile terminal, a user contacts the touch screen through a finger or an electronic pen or other tools, the touch screen generates a corresponding sensing signal, and an operating system of the mobile terminal analyzes the sensing signal of the touch screen to obtain the operation intention of the user. In order to accurately judge the operation intention of the user, the operating system of the mobile terminal has certain requirements on the accuracy of the touch behavior of the user on the touch screen. For example, when an application is clicked on the interface of the operating system of the mobile terminal, the clicked position is required to be within the range of the application icon, and if the clicking occurs in the area between the two icons, the operation is regarded as an invalid operation and no response is caused.
With the increasing demand for mobile terminals to be intelligent, it is desirable to determine a possible operation intention of a user even if the operation of the user is not standardized enough. For example, the elderly or people with amblyopia problems often have irregular operation due to physical conditions when using the mobile terminal, and the conventional mobile terminal is very inconvenient for the elderly or people.
Disclosure of Invention
The present application aims to solve at least one of the above-mentioned technical drawbacks, and in particular, to determine the operation intention of a user.
In a first aspect, an operation behavior determination method is provided, and the method includes: receiving current touch operation input by a user;
determining a corresponding control instruction according to the current touch operation;
and if the control instruction is determined to fail, determining effective operation corresponding to the current touch operation according to a preset user operation matching table so as to execute the control instruction corresponding to the effective operation, wherein the user operation matching table comprises a plurality of effective operations and corresponding control instructions.
In one possible implementation manner, determining, according to a preset user operation matching table, an effective operation and a corresponding control instruction corresponding to a current touch operation includes:
determining at least one candidate effective operation matched with the current touch operation and a corresponding control instruction in a user operation matching table according to a matching rule corresponding to the current touch operation;
when one candidate effective operation is selected, taking the only candidate effective operation as an effective operation corresponding to the touch operation;
and when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to the historical data information.
In another possible implementation manner, the historical data information includes a plurality of historical touch operation records, one historical touch operation record includes an operation type, an operation object and an operation time, the plurality of historical touch operation records are arranged according to the operation time sequence,
when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to the historical data information, wherein the effective operation comprises the following steps:
in the historical data information, obtaining a first preset number of historical touch operation records adjacent to the current touch operation before the current touch operation, marking the obtained first preset number of historical touch operation records as a first sequence, and arranging the historical touch operation records in the first sequence according to the operation time sequence;
in the historical data information, acquiring a first historical touch operation record corresponding to a starting point touch operation record in a first sequence from a second preset number of historical touch operation records before the first sequence;
determining whether a second historical touch operation record corresponding to any candidate effective operation matched with the current touch operation exists in a plurality of historical touch operation records between the starting point touch operation record and the first historical touch operation record in the historical data information, so that a second sequence formed by the first historical touch operation record and the plurality of historical touch operation records between the first historical touch operation record and the second historical touch operation record meets the mapping condition, the operation type and the operation object of the second historical touch operation record correspond to the operation type and the operation object of the first candidate effective operation, and the historical touch operation records in the second sequence are arranged according to the operation time sequence;
and if so, determining the effective operation corresponding to the current touch operation according to the second historical touch operation record.
In another possible implementation, the mapping condition includes:
each historical touch operation record in the second sequence has a corresponding relation with only one historical touch operation record in the first sequence,
the corresponding relation comprises: the operation object of the corresponding historical touch operation record in the second sequence is the same as the operation object of the historical touch operation record in the first sequence, the operation type of the corresponding historical touch operation record in the second sequence is the same as or associated with the operation type of the historical touch operation record in the first sequence,
the sequence of any two adjacent historical touch operation records in the second sequence is the same as the sequence of the corresponding two historical touch operation records in the first sequence,
the number of the historical touch operation records in the second sequence is larger than a preset threshold value.
In another possible implementation manner, the determining, according to the second historical touch operation record, an effective operation corresponding to the current touch operation includes:
when only one second historical touch operation record exists, taking the candidate effective operation corresponding to the second historical touch operation record as the effective operation corresponding to the current touch operation;
and when at least two second historical touch operation records exist, determining the effective operation corresponding to the current touch operation according to the similarity between the second sequence and the first sequence respectively corresponding to each second historical touch operation record.
In another possible implementation, the method further includes:
if the second historical touch operation record does not exist, acquiring a third preset number of historical touch operation records adjacent to the current touch operation before the current touch operation in the historical data information, marking the acquired third preset number of historical touch operation records as a third sequence, forming a plurality of fourth sequences by respectively matching the third sequence with each candidate effective operation matched with the current touch operation, and arranging the preset number of historical touch operation records in the third sequence according to the operation time sequence;
before the third sequence, at least two fifth sequences with the same number of historical touch operation records as the number of the historical touch operation records in the fourth sequence are obtained from a fourth preset number of historical data information adjacent to the third sequence, and the historical touch operation records in the fifth sequences are arranged according to the operation time sequence;
and aiming at each candidate effective operation, determining the effective operation corresponding to the current touch operation according to the similarity between the fourth sequence corresponding to each candidate effective operation and each fifth sequence.
In a second aspect, there is provided an operation behavior determination apparatus including:
the receiving module is used for receiving the current touch operation input by the user;
the first determining module is used for determining a corresponding control instruction according to the current touch operation;
and the second determining module is used for determining the effective operation corresponding to the current touch operation according to a preset user operation matching table to execute the control instruction corresponding to the effective operation if the control instruction is determined to fail, wherein the user operation matching table comprises a plurality of effective operations and corresponding control instructions.
In another possible implementation, the second determining module is specifically configured to,
determining at least one candidate effective operation matched with the current touch operation and a corresponding control instruction in a user operation matching table according to a matching rule corresponding to the current touch operation;
when one candidate effective operation is selected, taking the only candidate effective operation as an effective operation corresponding to the touch operation;
and when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to the historical data information.
In a third aspect, an electronic device is provided, which includes:
one or more processors;
a memory;
one or more application programs, wherein the one or more application programs are stored in the memory and configured to be executed by the one or more processors, the one or more programs configured to: the operation behavior determination method shown in the first aspect of the present application is executed.
For example, in a third aspect of the present application, there is provided a computing device comprising: the processor, the memory and the communication interface complete mutual communication through the communication bus;
the memory is used for storing at least one executable instruction, and the executable instruction enables the processor to execute the operation corresponding to the operation behavior determination method as shown in the first aspect of the application.
In a fourth aspect, a computer-readable storage medium is provided, in which the computer program is executed by a processor to implement the operation behavior determination method shown in the first aspect of the present application.
For example, in a fourth aspect of the embodiments of the present application, a computer-readable storage medium is provided, on which a computer program is stored, and the computer program, when executed by a processor, implements the operation behavior determination method shown in the first aspect of the present application.
The beneficial effect that technical scheme that this application provided brought is:
according to the method, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore in the calculation process, the complexity of the calculation process is low, the calculation data volume is small, calculation resources are saved, and the calculation time is reduced.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings used in the description of the embodiments of the present application will be briefly described below.
Fig. 1 is a schematic flowchart of an operation behavior determination method according to an embodiment of the present application;
FIG. 2 is a schematic diagram of a history data information record provided by an embodiment of the present application;
FIG. 3 is a second schematic diagram of a historical data information record provided by the present application;
fig. 4 is a schematic structural diagram of an operation behavior determination apparatus according to an embodiment of the present application;
fig. 5 is a schematic structural diagram of an electronic device for determining an operation behavior according to an embodiment of the present application.
Detailed Description
Reference will now be made in detail to embodiments of the present application, examples of which are illustrated in the accompanying drawings, wherein like or similar reference numerals refer to the same or similar elements or elements having the same or similar function throughout. The embodiments described below with reference to the drawings are exemplary only for the purpose of explaining the present application and are not to be construed as limiting the present invention.
As used herein, the singular forms "a", "an", "the" and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms "comprises" and/or "comprising," when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof. It will be understood that when an element is referred to as being "connected" or "coupled" to another element, it can be directly connected or coupled to the other element or intervening elements may also be present. Further, "connected" or "coupled" as used herein may include wirelessly connected or wirelessly coupled. As used herein, the term "and/or" includes all or any element and all combinations of one or more of the associated listed items.
To make the objects, technical solutions and advantages of the present application more clear, embodiments of the present application will be described in further detail below with reference to the accompanying drawings.
At present, mobile terminals such as mobile phones and tablet computers are more and more important in daily life. The touch operation is the mainstream operation of the current mobile terminal, a touch screen is arranged on the mobile terminal, a user contacts the touch screen through a finger or an electronic pen or other tools, the touch screen generates a corresponding sensing signal, and an operating system of the mobile terminal analyzes the sensing signal of the touch screen to obtain the operation intention of the user. In order to accurately judge the operation intention of the user, the operating system of the mobile terminal has certain requirements on the accuracy of the touch behavior of the user on the touch screen. For example, when an application is clicked on the interface of the operating system of the mobile terminal, the clicked position is required to be within the range of the application icon, and if the clicking occurs in the area between the two icons, the operation is regarded as an invalid operation and no response is caused. With the increasing demand for mobile terminals to be intelligent, it is desirable to determine a possible operation intention of a user even if the operation of the user is not standardized enough.
According to the method, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore compared with the method for establishing a learning model based on the user behavior in the prior art, the calculation process of the operation behavior judgment method is low in complexity and small in calculation data amount, calculation resources are saved, and calculation time is shortened.
The following describes the technical solutions of the present application and how to solve the above technical problems with specific embodiments. The following several specific embodiments may be combined with each other, and details of the same or similar concepts or processes may not be repeated in some embodiments. Embodiments of the present application will be described below with reference to the accompanying drawings.
The embodiment of the application provides an operation behavior determination method, and an execution subject of the method can be various terminal or server devices with operation behavior determination capability, and can also be devices or chips integrated on the devices. As shown in fig. 1, which is a schematic flow chart of an operation behavior determination method provided in an embodiment of the present application, the method includes the following steps:
s101: and receiving the current touch operation input by the user.
Specifically, the current touch operation input by the user may include a touch operation input by the user on a touch screen of the mobile terminal through an input device such as a finger or an electronic pen, for example, on an interface of the operating system, the current touch operation may include operations such as clicking an application, dragging the application, turning a page on a sliding interface, and for example, on an interface of the APP, the current touch operation may include operations such as clicking a dialog box or an icon, inputting information, and browsing content on the sliding interface.
S102: and determining a corresponding control instruction according to the current touch operation.
Specifically, the current touch operation may include touch operation information such as an operation type and an operation object, for example, the operation type may be a click operation, and the operation object may be an icon of an APP application, or may also be coordinate data of a touch screen corresponding to the mobile terminal, where the coordinate data may be a coordinate value or a coordinate value range.
The corresponding control instruction may be determined by determining the control instruction corresponding to the current touch operation according to the touch operation information of the current touch operation, including an operation object, an operation type and the like, for example, by matching the information of the operation object, the operation type and the like of the current touch operation with the touch operation information corresponding to a preset control instruction, and determining the corresponding control instruction, for example, when the operation type of the current touch operation is a click operation, the operation object of the current touch operation corresponds to one coordinate data of the touch screen of the mobile terminal, the coordinate data may be one coordinate value or a coordinate value range, and by matching the coordinate value or the coordinate value range with the coordinate data corresponding to the operation object corresponding to each preset operation instruction, the corresponding control instruction may be determined, for example, when the coordinate data corresponding to the operation object of the current touch operation is within a preset coordinate range that can open an application, for example, when the wechat icon corresponds to a coordinate range, it may be determined that the corresponding control instruction is to open the wechat.
S103: and if the control instruction is determined to fail, determining effective operation corresponding to the current touch operation according to a preset user operation matching table so as to execute the control instruction corresponding to the effective operation.
Specifically, in step S102, if the corresponding control instruction cannot be determined according to the current touch operation, for example, when information such as an operation object and an operation type of the current touch operation matches touch operation information corresponding to a preset control instruction, and there is no control instruction matching with the information, the effective operation corresponding to the current touch operation may be determined according to a preset user operation matching table, so as to execute the control instruction corresponding to the effective operation. The user operation matching table comprises a plurality of effective operations and corresponding control instructions. The user operation matching table may include matching tables corresponding to different operation levels, for example, the operation level may include: the application interfaces can also comprise an application first-level interface and an application second-level interface, for example, in the application interface of the WeChat APP, a first-layer interface which comprises a plurality of dialog boxes and corresponds to the interface after entering the WeChat APP can be used as the application first-level interface, and a chat interface which enters the dialog boxes by clicking any dialog box in the application first-level interface can be used as the application second-level interface. As described above, in which operation hierarchy the user operation is located, the user operation matching table of that hierarchy can be used.
According to the method and the device, effective operation corresponding to the current touch operation is determined according to a preset user operation matching table so as to execute the control instruction corresponding to the effective operation.
In an embodiment of the present application, the step S103 may include:
s1031: and determining at least one candidate effective operation matched with the current touch operation and a corresponding control instruction in the user operation matching table according to the matching rule corresponding to the current touch operation.
Specifically, in the user operation matching table, the operation type of each valid operation, an operation object (the operation object may be a corresponding coordinate value or a corresponding value range), an operation instruction corresponding to the valid operation, and other related contents may be recorded.
The corresponding matching rule can be determined according to different operation types and operation objects, for example, when the operation type of the current touch operation is a click operation, the operation object (the coordinate value or the value range corresponding to the operation object) may be matched with the user operation matching table, for example, the current touch operation is to click the coordinate position (10, 20) corresponding to the touch screen, the current touch operation of the click (10, 20) can be matched with the effective operation type and the effective operation object information corresponding to each effective operation recorded in the user operation matching table, for example, the information of the effective operation corresponding to the "click WeChat" is that the click abscissa corresponds to 7 to 15, the ordinate corresponds to a coordinate range of 17 to 25, therefore, when the current touch operation is matched with the user operation matching table, the current touch operation is matched with the effective operation corresponding to the 'click WeChat'. In addition, when matching is performed, a preset threshold value can be added to the current touch operation to serve as a fault tolerance range, then matching is performed on the current touch operation and the user operation matching table, for example, on the basis of coordinates of the current touch operation of the click (10, 20), the horizontal and vertical coordinates are respectively +3 or-3 to serve as fault tolerance ranges, and then the coordinate data (10 +/-3, 20 +/-3) with the added fault tolerance ranges are matched with the user operation matching table.
It should be noted that, in the above matching process, the threshold of the fault-tolerant range needs to be set according to the actual situation of possible errors of the touch operation of the user, for example, in the process of clicking the application, when a far range around the application icon is clicked, the valid operation of the operation cannot be regarded as clicking the application icon, and therefore, the threshold of the fault-tolerant range may be set according to the range of the erroneous operation acceptable for the actual touch operation, in other words, none of the touch operations has the candidate valid operation matched therewith.
Further, in the matching process, one or more candidate valid operations matching the current touch operation may exist in the user operation matching table. In addition, there may not be a candidate valid operation that matches the current touch operation. And when the candidate valid operation matched with the current touch operation does not exist in the user operation matching table, considering the current touch operation as an invalid operation, and not executing any operation instruction. For example, on the operating system interface, the coordinate data clicked by the current touch operation is a position far away from any APP icon, and if the coordinate data does not have a candidate valid operation matched with the coordinate data in the user operation matching table, it is considered that the current touch operation does not correspond to any possible valid operation, and no operation instruction is executed.
S1032: and when one candidate effective operation is used, taking the only candidate effective operation as the effective operation corresponding to the touch operation.
For example, in the matching process of step S1031, the current touch operation corresponds to the only candidate valid operation "click WeChat", and then the "click WeChat" is taken as the valid operation corresponding to the current touch operation to execute the operation instruction corresponding to the valid operation, that is, open the WeChat APP.
S1033: and when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to the historical data information.
For example, in the matching process of step S1031, if the current touch operation corresponds to the candidate valid operations "click WeChat" and "click Taobao", the valid operation corresponding to the current touch operation is determined according to the historical data information.
According to the method and the device, the current touch operation is matched with the candidate effective operation in the user operation matching table according to the preset user operation matching table, and the effective operation corresponding to the current touch operation is determined so as to execute the control instruction corresponding to the effective operation.
In another embodiment of the present application, the historical data information includes a plurality of historical touch operation records, one historical touch operation record at least includes an operation type, an operation object, and an operation time, and the plurality of historical touch operation records are arranged according to an operation time sequence. The historical data information may be stored in a table or other form for later use.
The step S1033 may specifically include:
in the historical data information, a first preset number of historical touch operation records adjacent to the current touch operation are obtained before the current touch operation is performed, the obtained first preset number of historical touch operation records are marked as a first sequence, and the historical touch operation records in the first sequence are arranged according to the operation time sequence.
In the historical data information, a first historical touch operation record corresponding to a starting point touch operation record in a first sequence is obtained from a second preset number of historical touch operation records before the first sequence, the starting point touch operation record is the historical touch operation record with the longest operation time interval with the current touch operation in the first sequence, and the operation type and the operation object of the first historical touch operation record are the same as those of the starting point touch operation record.
Specifically, as shown in fig. 2, it is one of the schematic diagrams of history data information records provided in the embodiment of the present application, in the schematic diagram, the first preset number may be, for example, 15, that is, in the history data information, 15 consecutive history touch operation records are sequentially obtained from the history touch operation records before the current touch operation f 0. And recording the acquired f 1-f 15 historical touch operation as a first sequence. Wherein f15 is the starting point touch operation record.
Then, it is determined whether a second historical touch operation record fm corresponding to any candidate valid operation matching the current touch operation exists in the plurality of historical touch operation records between the starting point touch operation record f15 and the first historical touch operation record fN in the historical data information, so that a second sequence formed by the first historical touch operation record fN and the plurality of historical touch operation records between the first historical touch operation record and the second historical touch operation record meets the mapping condition, the operation type and the operation object of the second historical touch operation record correspond to the operation type and the operation object of the first candidate valid operation, and the historical touch operation records in the second sequence are arranged according to the operation time sequence. The first candidate valid operation is any candidate valid operation matched with the current touch operation.
In the above process, the determined first history touch operation record fN and the start touch operation record f15 have the same information such as the operation type and the operation object except that the operation time is different. Therefore, in the history data information, there may be a plurality of history touch operation records of the same operation type and operation object as the starting touch operation record f15, and in the embodiment of the present application, fN may first select the history touch operation record with the smallest time interval between the operation time and the operation time of the starting touch operation record f 15. If there is no second historical touch operation record that may constitute a second sequence when the historical touch operation record with the smallest time interval from the operation time of the start touch operation record f15 is selected as the first historical touch operation record fN, the historical touch operation record may be discarded as the first historical touch operation record fN, and another historical touch operation record with the smallest time interval from the operation time of f15 may be continuously selected as the first historical touch operation record fN, and on the basis thereof, the second historical touch operation record fm may be continuously searched. Therefore, in summary, the process of determining the first historical touch operation record fN may be repeated until the first historical touch operation record fN meeting the above condition is not found in the historical data information. If the first historical touch operation record fN meeting the above condition does not exist in the historical data information, the operation instruction corresponding to the current touch operation is not determined in step S1033.
In addition, for the same reason, the second history touch operation record fm is different from the operation time of any candidate valid operation, and the operation types, operation objects, and the like of the second history touch operation record fm and any candidate valid operation are completely the same.
Specifically, the mapping conditions are specifically:
and each historical touch operation record in the second sequence has a corresponding relation with the only one historical touch operation record in the first sequence.
The corresponding relation comprises: the operation object of the corresponding historical touch operation record in the second sequence is the same as the operation object of the historical touch operation record in the first sequence, and the operation type of the corresponding historical touch operation record in the second sequence is the same as or associated with the operation type of the historical touch operation record in the first sequence, wherein the associated operation type can be determined through an association relation table stored in an operating system in advance. For example, on the operating system interface, the sliding page may be regarded as having no relevance to other operations, the drag operation (e.g., dragging APP) and the delete operation (e.g., deleting APP) and the like may be regarded as being associated with the click operation, for example, the APP is clicked first and then the processes of moving, deleting and the like are performed, and according to the association degree, a corresponding association value may be set for the associated operation and stored in the association table in advance.
It should be noted that the association operation and the association value of the association operation may be set according to the normal operation habit of the user, for example, in the daily operation habit, when the APP icon is moved, the icon that needs to be moved is usually clicked and then dragged, so the click operation and the drag operation may be regarded as the association operation, and a higher association value may be set.
Moreover, the association relationship table may also be set according to different hierarchies of the operating system interface and the application interface, and the association relationships of the association operations in the association relationship tables on different hierarchies may be different.
The sequence of any two adjacent historical touch operation records in the second sequence is the same as the sequence of the corresponding two historical touch operation records in the first sequence,
the number of the historical touch operation records in the second sequence is larger than a preset threshold value.
And if the second historical touch operation record exists, determining the effective operation corresponding to the current touch operation according to the second historical touch operation record.
And when only one second historical touch operation record exists, taking the candidate effective operation corresponding to the second historical touch operation record as the effective operation corresponding to the current touch operation.
And when at least two second historical touch operation records exist, determining the effective operation corresponding to the current touch operation according to the similarity between the second sequence and the first sequence respectively corresponding to each second historical touch operation record.
For example, when there are 3 second history touch operation records, for convenience of description, three second history manipulation records may be respectively labeled as fa, fb, fc, and the second sequence corresponding to each second history touch operation record may be respectively labeled as a1, b1, c1, and the valid operation corresponding to the current touch operation is determined according to the similarity between the second sequence a1, b1, c1 and the first sequence.
For example, each historical touch operation record in the first sequence may be aligned with the historical touch operation records in the second sequence a1, b1 and c1 according to the arrangement order of the historical touch operation records, and three number sequences a2, b2 and c2 corresponding to the second sequences a1, b1 and c1 in the first sequence are generated according to the alignment of each historical touch operation record in the first sequence. And determining the similarity through the generated sequence a2, b2 and c2, and further determining the effective operation corresponding to the current touch operation.
Specifically, the generation rules of the series a2, b2, and c2 are as follows:
each historical touch operation record in the first sequence is respectively compared with the historical touch operation records in the second sequence a1, b1 and c1,
when the historical touch operation records in the first sequence have corresponding historical touch operation records in the second sequence, for example, the corresponding historical touch operation records in the first sequence and the second sequence have the same operation objects, the same operation types, or are associated with each other. When the operation type of the historical touch operation record in the first sequence is the same as that of the corresponding historical touch operation record in the second sequence a1, a value of 1 is recorded in the corresponding sequence a2, and when the historical touch operation record in the first sequence is associated with the operation type of the corresponding historical touch operation record in the second sequence a1, a corresponding associated value, for example, 0.5, is recorded in the corresponding sequence a 2. When the historical touch operation record in the first sequence does not have the corresponding historical touch operation record in the second sequence a1, a value 0 is recorded in the corresponding sequence a 2.
And then adding the numerical values recorded in the numerical sequences a2, b2 and c2, respectively, taking the sum of the numerical values of the numerical sequences as a weighted value of the numerical sequence, taking the second sequence corresponding to the numerical sequence with the largest weighted value as the sequence most similar to the first sequence, and taking the candidate effective operation corresponding to the second sequence most similar to the first sequence as the effective operation corresponding to the current touch operation.
The determined number series a2, b2, and c2 may be statistically analyzed by a nonparametric statistical method, for example, a Wilcoxon signed rank test using paired samples, and the number series with the largest weight value may be paired with other number series to determine whether the number series with the largest weight value is statistically significantly different from the other number series. If the sequence with the largest weight value is statistically significantly different from other sequences as a result of the symbol rank test, it can be further confirmed that the second sequence corresponding to the sequence with the largest weight value is reasonable as the sequence most similar to the first sequence. If the sequence with the largest weighted value is not significantly different from at least one other sequence as a result of the symbol rank test, it may be determined that the number of the historical touch operation records included in the first sequence is increased, that is, the first preset number is increased, so as to increase the number of samples.
According to the embodiment of the application, based on the assumption that the recent touch operation habit of the user is similar to the historical touch operation habit, the first sequence and the second sequence are obtained from the historical touch operation record, and therefore the effective operation corresponding to the current touch operation is determined based on the comparison of the similarity between the first sequence and the second sequence.
In another embodiment of the present application, the step S103 may further include:
s1034: if the second historical touch operation record does not exist, obtaining a third preset number of historical touch operation records adjacent to the current touch operation before the current touch operation in the historical data information, marking the obtained third preset number of historical touch operation records as a third sequence, forming a plurality of fourth sequences by respectively matching the third sequence with each candidate effective operation of the current touch operation, and arranging the preset number of historical touch operation records in the third sequence according to the operation time sequence.
Before the third sequence, at least two fifth sequences with the same number of historical touch operation records as the number of the historical touch operation records in the fourth sequence are obtained from a fourth preset number of historical data information adjacent to the third sequence, and the historical touch operation records in the fifth sequences are arranged according to the operation time sequence;
and aiming at each candidate effective operation, determining the effective operation corresponding to the current touch operation according to the similarity between the fourth sequence corresponding to each candidate effective operation and each fifth sequence.
Specifically, when the second historical touch operation record does not exist, that is, the second sequence corresponding to the second historical touch operation record does not exist in the historical manipulation record, so that the candidate valid operation corresponding to the second historical touch operation record is determined as the valid operation corresponding to the current touch operation based on the similarity between the second sequence and the first sequence. Therefore, in this case, based on another assumption, the recent touch operation habit of the user is not similar to the historical touch operation habit, and therefore, the valid operation corresponding to the current touch operation can be determined through the above steps.
For example, as shown in fig. 3, which is a second schematic diagram of history data information records provided in the embodiment of the present application, in the schematic diagram, the first preset number may be, for example, 3, that is, in the history data information, 3 consecutive history touch operation records are sequentially obtained from the history touch operation records before the current touch operation f 0. And 3 acquired history touch operation records of f 1-f 3 are taken as a third sequence. And combining the third sequence with the candidate valid operations fx and fy matched with the current touch operation f0 to form a corresponding fourth sequence, namely fx, f1, f2, f3, fy, f1, f2 and f 3. Then, a plurality of fifth sequences before the third sequence are obtained, for example, f4, f5, f6, f7 and f8, f9, f10, f11, and the like. The fifth sequence in fig. three is only an exemplary illustration, and it can be understood that, in an actual calculation process, in order to more accurately determine an effective operation corresponding to a current touch operation, an appropriate number of fifth sequences may be obtained in a history touch operation record.
Then, the valid operation corresponding to the current touch operation may be determined according to the similarity between the fourth sequence corresponding to each candidate valid operation and each fifth sequence.
For example, each fifth sequence may be compared with the fourth sequence corresponding to each candidate valid operation, and the numerical values corresponding to the similarities may be grouped into the sequence corresponding to the fourth sequence corresponding to each candidate valid operation. And determining candidate effective operations corresponding to the fourth sequence with the lowest similarity of the fifth sequences based on the sequence, wherein the candidate effective operations corresponding to the current touch operation are effective operations corresponding to the current touch operation, namely the candidate effective operations corresponding to the fourth sequence with the lowest similarity are operations which do not appear in the historical touch record.
Specifically, the historical touch operation records in each fifth sequence may be compared with the historical touch operation records at the corresponding position in the fourth sequence to form each sequence corresponding to each fourth sequence. For example, the first historical touch operation record f4 in the fifth sequence is aligned with the fx of the first record in the fourth sequence, the second historical touch operation record f5 in the fifth sequence is aligned with the second historical touch operation record f1 in the fourth sequence, and when the operation object and the operation type of each historical touch operation record in the fifth sequence are the same as those of the corresponding historical touch operation record in the fourth sequence, a value of 1 is recorded in the sequence. When a historical touch operation record which is the same as the operation object and the operation type of the corresponding historical touch operation record in the fourth sequence and is associated with the operation object and the operation type of the corresponding historical touch operation record in the fourth sequence exists in the fifth sequence, an associated value is recorded in the sequence; when at least two corresponding historical touch operation records are associated, recording the product of the corresponding associated values. As long as one historical touch operation record in the fifth sequence is different from the operation object or operation type of the corresponding historical touch operation record in the fourth sequence, a numerical value 0 is recorded in the sequence.
Similarly to step S1033, the numerical values recorded in the respective number sequences are added, and the sum of the numerical values of the respective number sequences is used as the weighted value of the number sequence, in this step, the fourth sequence corresponding to the number sequence with the smallest weighted value is used as the sequence that is least similar to the fifth sequence in the history, and the candidate valid operation corresponding to the fourth sequence can be regarded as the operation behavior that has not occurred in the history, and is preliminarily determined as the valid operation corresponding to the current touch operation.
Furthermore, it is necessary to perform statistical analysis by using a non-parametric statistical method to determine whether the sequence with the smallest weighting value has significant differences from other sequences. For example, using the Wilcoxon signed rank test of paired samples, the test is performed by pairing the number sequence with the lowest weight value with the other number sequences. If the sequence with the lowest weight value does not have a statistically significant difference from at least one other sequence as a result of the symbol rank test, the number of fifth sequences may be increased, thereby achieving an increased number of samples.
According to the embodiment of the application, based on the assumption that the recent touch operation habits of the user are not similar to the historical touch operation habits of the user, the fourth sequence and the fifth sequence are obtained from the historical touch operation record, and therefore the effective operation corresponding to the current touch operation is determined based on the comparison of the similarity between the fourth sequence and the fifth sequence.
In another embodiment of the present application, in step S1034, if the sequence with the smallest weighting value has no statistically significant difference from at least one other sequence as a result of the symbol rank test, the number of the fifth sequence may be increased, thereby increasing the number of samples.
In the above processing, if the number of the fifth sequence is increased to the preset maximum number, the number sequence with the smallest weighted value still has no statistically significant difference from at least one other number sequence, at this time, it is assumed in step S1034 that "the recent touch operation habit and the historical touch operation habit of the user are not similar" may be incorrect, and in order to avoid a high probability of false determination, it may be considered that the current touch operation does not have a candidate valid operation matching the current touch operation in the user operation matching table, and the current touch operation is considered as an invalid operation, and no operation instruction is executed.
An operation behavior determination device according to an embodiment of the present application is provided, as shown in fig. 4, which is a schematic structural diagram of the operation behavior determination device according to an embodiment of the present application, and the operation behavior determination device 40 may include: a receiving module 401, a first determining module 402, a second determining module 403, wherein,
a receiving module, 401, configured to receive a current touch operation input by a user.
Specifically, the current touch operation input by the user may include a touch operation input by the user on a touch screen of the mobile terminal through an input device such as a finger or an electronic pen, for example, on an interface of an operating system, the current touch operation may include operations such as clicking a WeChat, dragging the WeChat, and sliding a page of an interface, and for example, on an interface of an APP, the current touch operation may include operations such as clicking a dialog box and inputting information.
The first determining module 402 is configured to determine a corresponding control instruction according to a current touch operation.
The control instruction corresponding to the current touch operation can be determined according to the touch operation information of the current touch operation, including the operation object, the operation type and the like.
The second determining module 403 is configured to determine, according to a preset user operation matching table, an effective operation corresponding to the current touch operation to execute the control instruction corresponding to the effective operation if it is determined that the control instruction fails, where the user operation matching table includes a plurality of effective operations and corresponding control instructions.
Specifically, according to a matching rule corresponding to the current touch operation, at least one candidate effective operation and a corresponding control instruction matched with the current touch operation are determined in a user operation matching table;
when one candidate effective operation is selected, taking the only candidate effective operation as an effective operation corresponding to the touch operation;
and when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to the historical data information.
Specifically, the historical data information includes a plurality of historical touch operation records, one historical touch operation record includes an operation type, an operation object and operation time, and the plurality of historical touch operation records are arranged according to the operation time sequence.
In the historical data information, a first preset number of historical touch operation records adjacent to the current touch operation are obtained before the current touch operation is performed, the obtained first preset number of historical touch operation records are marked as a first sequence, and the historical touch operation records in the first sequence are arranged according to the operation time sequence.
In the historical data information, a first historical touch operation record corresponding to a starting point touch operation record in a first sequence is obtained from a second preset number of historical touch operation records before the first sequence, the starting point touch operation record is the historical touch operation record with the longest operation time interval with the current touch operation in the first sequence, and the operation type and the operation object of the first historical touch operation record are the same as those of the starting point touch operation record.
And determining whether a second historical touch operation record corresponding to any candidate effective operation matched with the current touch operation exists in a plurality of historical touch operation records between the starting point touch operation record and the first historical touch operation record in the historical data information, so that a second sequence formed by the first historical touch operation record and the plurality of historical touch operation records between the first historical touch operation record and the second historical touch operation record meets the mapping condition, the operation type and the operation object of the second historical touch operation record correspond to the operation type and the operation object of the first candidate effective operation, and the historical touch operation records in the second sequence are arranged according to the operation time sequence. Wherein, the mapping condition comprises: each historical touch operation record in the second sequence has a corresponding relationship with a unique one of the historical touch operation records in the first sequence, and the corresponding relationship includes: the operation object of the corresponding historical touch operation record in the second sequence is the same as that of the historical touch operation record in the first sequence, the operation type of the corresponding historical touch operation record in the second sequence is the same as or related to that of the historical touch operation record in the first sequence, the sequence of any two adjacent historical touch operation records in the second sequence is the same as that of the corresponding two historical touch operation records in the first sequence, and the number of the historical touch operation records in the second sequence is larger than a preset threshold value.
And if the second historical touch operation record exists, determining the effective operation corresponding to the current touch operation according to the second historical touch operation record.
Specifically, when only one second historical touch operation record exists, the candidate valid operation corresponding to the second historical touch operation record is used as the valid operation corresponding to the current touch operation.
And when at least two second historical touch operation records exist, determining the effective operation corresponding to the current touch operation according to the similarity between the second sequence and the first sequence respectively corresponding to each second historical touch operation record.
If the second historical touch operation record does not exist, acquiring a third preset number of historical touch operation records adjacent to the current touch operation before the current touch operation in the historical data information, marking the acquired third preset number of historical touch operation records as a third sequence, forming a plurality of fourth sequences by respectively matching the third sequence with each candidate effective operation matched with the current touch operation, and arranging the preset number of historical touch operation records in the third sequence according to the operation time sequence;
before the third sequence, at least two fifth sequences with the same number of historical touch operation records as the number of the historical touch operation records in the fourth sequence are obtained from a fourth preset number of historical data information adjacent to the third sequence, and the historical touch operation records in the fifth sequences are arranged according to the operation time sequence;
and aiming at each candidate effective operation, determining the effective operation corresponding to the current touch operation according to the similarity between the fourth sequence corresponding to each candidate effective operation and each fifth sequence.
The volume adjustment device of the present embodiment can perform the volume adjustment method shown in the previous embodiments of the present application, and the implementation principles thereof are similar, and are not described herein again.
According to the method and the device, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore in the calculation process, the complexity of the calculation process is low, the calculation data amount is small, calculation resources are saved, and the calculation time is shortened.
An embodiment of the present application provides an electronic device, including: a memory and a processor; at least one program stored in the memory for execution by the processor, which when executed by the processor, implements: according to the method, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore in the calculation process, the complexity of the calculation process is low, the calculation data volume is small, calculation resources are saved, and the calculation time is reduced.
In an alternative embodiment, an electronic device is provided, as shown in fig. 5, the electronic device 4000 shown in fig. 5 comprising: a processor 4001 and a memory 4003. Processor 4001 is coupled to memory 4003, such as via bus 4002. Optionally, the electronic device 4000 may further include a transceiver 4004, and the transceiver 4004 may be used for data interaction between the electronic device and other electronic devices, such as transmission of data and/or reception of data. In addition, the transceiver 4004 is not limited to one in practical applications, and the structure of the electronic device 4000 is not limited to the embodiment of the present application.
The Processor 4001 may be a CPU (Central Processing Unit), a general-purpose Processor, a DSP (Digital Signal Processor), an ASIC (Application Specific Integrated Circuit), an FPGA (Field Programmable Gate Array) or other Programmable logic device, a transistor logic device, a hardware component, or any combination thereof. Which may implement or perform the various illustrative logical blocks, modules, and circuits described in connection with the disclosure. The processor 4001 may also be a combination that performs a computational function, including, for example, a combination of one or more microprocessors, a combination of a DSP and a microprocessor, or the like.
The Memory 4003 may be a ROM (Read Only Memory) or other types of static storage devices that can store static information and instructions, a RAM (Random Access Memory) or other types of dynamic storage devices that can store information and instructions, an EEPROM (Electrically Erasable Programmable Read Only Memory), a CD-ROM (Compact Disc Read Only Memory) or other optical Disc storage, optical Disc storage (including Compact Disc, laser Disc, optical Disc, digital versatile Disc, blu-ray Disc, etc.), a magnetic Disc storage medium 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 computer, but is not limited to these.
The memory 4003 is used for storing application codes for executing the scheme of the present application, and the execution is controlled by the processor 4001. Processor 4001 is configured to execute application code stored in memory 4003 to implement what is shown in the foregoing method embodiments.
Among them, electronic devices include but are not limited to: mobile phones, notebook computers, multimedia players, desktop computers, and the like.
The present application provides a computer-readable storage medium, on which a computer program is stored, which, when running on a computer, enables the computer to execute the corresponding content in the foregoing method embodiments. Compared with the prior art, the effective operation corresponding to the current touch operation is determined according to the preset user operation matching table so as to execute the control instruction corresponding to the effective operation, and therefore in the calculation process, the operation behavior judgment method is low in complexity in the calculation process and small in calculation data amount, calculation resources are saved, and calculation time is shortened.
It should be understood that, although the steps in the flowcharts of the figures are shown in order as indicated by the arrows, the steps are not necessarily performed in order as indicated by the arrows. The steps are not performed in the exact order shown and may be performed in other orders unless explicitly stated herein. Moreover, at least a portion of the steps in the flow chart of the figure may include multiple sub-steps or multiple stages, which are not necessarily performed at the same time, but may be performed at different times, which are not necessarily performed in sequence, but may be performed alternately or alternately with other steps or at least a portion of the sub-steps or stages of other steps.
The foregoing is only a partial embodiment of the present invention, and it should be noted that, for those skilled in the art, various modifications and decorations can be made without departing from the principle of the present invention, and these modifications and decorations should also be regarded as the protection scope of the present invention.
Claims (8)
1. An operation behavior determination method, comprising:
receiving current touch operation input by a user;
determining a corresponding control instruction according to the current touch operation;
if the control instruction is determined to fail, determining effective operation corresponding to the current touch operation according to a preset user operation matching table so as to execute the control instruction corresponding to the effective operation, wherein the user operation matching table comprises a plurality of effective operations and corresponding control instructions,
the determining, according to a preset user operation matching table, the effective operation and the corresponding control instruction corresponding to the current touch operation includes:
determining at least one candidate effective operation matched with the current touch operation and a corresponding control instruction in the user operation matching table according to a matching rule corresponding to the current touch operation;
when the number of the candidate effective operations is one, taking the only candidate effective operation as the effective operation corresponding to the touch operation;
when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to historical data information,
the historical data information comprises a plurality of historical touch operation records, one historical touch operation record comprises an operation type, an operation object and operation time, and the plurality of historical touch operation records are arranged according to the operation time sequence.
2. The determination method according to claim 1,
when the candidate effective operations are at least two, the determining the effective operation corresponding to the current touch operation according to the historical data information includes:
in the historical data information, obtaining a first preset number of historical touch operation records adjacent to the current touch operation before the current touch operation, and marking the obtained first preset number of historical touch operation records as a first sequence, wherein the historical touch operation records in the first sequence are arranged according to the operation time sequence;
in the historical data information, acquiring a first historical touch operation record corresponding to a starting point touch operation record in a first sequence from a second preset number of historical touch operation records before the first sequence;
determining whether a second historical touch operation record corresponding to any candidate effective operation matched with the current touch operation exists in a plurality of historical touch operation records between the starting point touch operation record and the first historical touch operation record in historical data information, so that a second sequence formed by the first historical touch operation record and the plurality of historical touch operation records between the first historical touch operation record and the second historical touch operation record meets a mapping condition, the operation type and the operation object of the second historical touch operation record correspond to the operation type and the operation object of the first candidate effective operation, and the historical touch operation records in the second sequence are arranged according to the operation time sequence;
and if so, determining the effective operation corresponding to the current touch operation according to the second historical touch operation record.
3. The determination method according to claim 2, wherein the mapping condition includes:
each historical touch operation record in the second sequence has a corresponding relation with only one historical touch operation record in the first sequence,
the corresponding relation comprises: the operation object of the corresponding historical touch operation record in the second sequence is the same as the operation object of the historical touch operation record in the first sequence, the operation type of the corresponding historical touch operation record in the second sequence is the same as or associated with the operation type of the historical touch operation record in the first sequence,
the sequence of any two adjacent historical touch operation records in the second sequence is the same as the sequence of the corresponding two historical touch operation records in the first sequence,
the number of the historical touch operation records in the second sequence is larger than a preset threshold value.
4. The method according to claim 2, wherein the determining, according to the second historical touch operation record, the valid operation corresponding to the current touch operation includes:
when only one second historical touch operation record exists, taking the candidate effective operation corresponding to the second historical touch operation record as the effective operation corresponding to the current touch operation;
and when at least two second historical touch operation records exist, determining the effective operation corresponding to the current touch operation according to the similarity between the second sequence corresponding to each second historical touch operation record and the first sequence.
5. The method of determining according to claim 2, further comprising:
if the second historical touch operation record does not exist, obtaining a third preset number of historical touch operation records adjacent to the current touch operation in historical data information before the current touch operation, marking the obtained third preset number of historical touch operation records as a third sequence, forming a plurality of fourth sequences by using each candidate effective operation matched with the current touch operation in the third sequence, and arranging the preset number of historical touch operation records in the third sequence according to the operation time sequence;
before the third sequence, obtaining at least two fifth sequences with the same number of historical touch operation records as the fourth sequence in a fourth preset number of historical data information adjacent to the third sequence, wherein the historical touch operation records in the fifth sequences are arranged according to the operation time sequence;
and for each candidate effective operation, determining the effective operation corresponding to the current touch operation according to the similarity between the fourth sequence corresponding to each candidate effective operation and each fifth sequence.
6. An operation behavior determination device characterized by comprising:
the receiving module is used for receiving the current touch operation input by the user;
the first determining module is used for determining a corresponding control instruction according to the current touch operation;
a second determining module, configured to determine, according to a preset user operation matching table, an effective operation corresponding to the current touch operation to execute the control instruction corresponding to the effective operation if it is determined that the control instruction fails, where the user operation matching table includes a plurality of effective operations and corresponding control instructions,
the second determining means is specifically configured to,
determining at least one candidate effective operation matched with the current touch operation and a corresponding control instruction in the user operation matching table according to a matching rule corresponding to the current touch operation;
when the number of the candidate effective operations is one, taking the only candidate effective operation as the effective operation corresponding to the touch operation;
when the candidate effective operations are at least two, determining the effective operation corresponding to the current touch operation according to historical data information,
the historical data information comprises a plurality of historical touch operation records, one historical touch operation record comprises an operation type, an operation object and operation time, and the plurality of historical touch operation records are arranged according to the operation time sequence.
7. An electronic device, characterized in that the electronic device comprises:
one or more processors;
a memory;
one or more applications, wherein the one or more applications are stored in the memory and configured to be executed by the one or more processors, the one or more programs configured to: executing the operational behavior determination method according to any of claims 1-5.
8. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the operational behavior determination method according to any one of claims 1 to 5.
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Effective date of registration: 20230516 Address after: Room 401, Floor 4, No. 2, Haidian East Third Street, Haidian District, Beijing 100080 Patentee after: Yuanxin Information Technology Group Co.,Ltd. Address before: 100080 401-06, 4th floor, 2 Haidian East 3rd Street, Haidian District, Beijing Patentee before: YUANXIN TECHNOLOGY |