CN107979691B - Theme recommendation method and server - Google Patents
Theme recommendation method and server Download PDFInfo
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- CN107979691B CN107979691B CN201711131134.7A CN201711131134A CN107979691B CN 107979691 B CN107979691 B CN 107979691B CN 201711131134 A CN201711131134 A CN 201711131134A CN 107979691 B CN107979691 B CN 107979691B
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M1/00—Substation equipment, e.g. for use by subscribers
- H04M1/72—Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
- H04M1/724—User interfaces specially adapted for cordless or mobile telephones
- H04M1/72448—User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
- H04M1/72454—User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions according to context-related or environment-related conditions
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
- G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
- G10L25/48—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use
- G10L25/51—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use for comparison or discrimination
- G10L25/63—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use for comparison or discrimination for estimating an emotional state
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/55—Push-based network services
Abstract
The invention provides a theme recommendation method, a mobile terminal and a server. The method comprises the following steps: acquiring voice information of a user, and performing emotion recognition on the voice information to obtain emotional characteristics of the user; determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user; and recommending the theme. According to the method and the system, the theme is recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
Description
Technical Field
The invention relates to the technical field of communication, in particular to a theme recommendation method, a mobile terminal and a server.
Background
With the development of science and technology, mobile phones have become indispensable products in our lives. Nowadays, some applications have been developed with the function of automatically changing themes, avoiding aesthetic fatigue to the user due to long-term use of one theme.
However, the theme recommendation at present is usually a simple recommendation skin changing way, and a problem that the recommended theme does not meet the current requirements of the user occurs.
Disclosure of Invention
The embodiment of the invention provides a theme recommendation method, a mobile terminal and a server, which aim to solve the problem that a recommended theme does not meet the current requirements of a user in a simple recommendation skin changing mode.
In order to solve the above technical problem, an embodiment of the present invention provides a theme recommendation method, which is applied to a mobile terminal, and the method includes:
acquiring voice information of a user, and performing emotion recognition on the voice information to obtain emotional characteristics of the user;
determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user;
and recommending the theme.
In order to solve the above technical problem, an embodiment of the present invention further provides a theme recommendation method applied to a server, where the method includes:
receiving user emotional characteristics and current environment information of a user, which are sent by a mobile terminal;
determining a theme according to the user emotional features, the environment information and a theme model in the server;
and sending the determined theme to the mobile terminal.
In order to solve the above technical problem, an embodiment of the present invention further provides a mobile terminal, where the mobile terminal includes:
the information acquisition module is used for acquiring voice information of a user and carrying out emotion recognition on the voice information to obtain emotional characteristics of the user;
the first theme determining module is used for determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user;
and the theme recommending module is used for recommending the theme.
In order to solve the above technical problem, an embodiment of the present invention further provides a server, where the server includes:
the information receiving module is used for receiving the user emotional characteristics sent by the mobile terminal and the current environment information of the user;
the second theme determining module is used for determining a theme according to the user emotional characteristics, the environment information and a theme model in the server;
the embodiment of the present invention further provides a mobile terminal, which includes a processor, a memory, and a computer program stored on the memory and capable of running on the processor, and when the computer program is executed by the processor, the steps of the theme recommendation method as described above are implemented.
The embodiment of the present invention further provides a computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the steps of the theme recommendation method are implemented as described above.
In the embodiment of the invention, the mobile terminal acquires the voice information of a user, and carries out emotion recognition on the voice information to obtain the emotional characteristics of the user; determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user; and recommending the theme. According to the method and the system, the theme is recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
The foregoing description is only an overview of the technical solutions of the present invention, and the embodiments of the present invention are described below in order to make the technical means of the present invention more clearly understood and to make the above and other objects, features, and advantages of the present invention more clearly understandable.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings needed to be used in the description of the embodiments of the present invention will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art that other drawings can be obtained according to these drawings without inventive labor.
FIG. 1 is a flowchart illustrating steps of a topic recommendation method according to a first embodiment of the present invention;
FIG. 2 is a flowchart illustrating steps of a topic recommendation method according to a second embodiment of the present invention;
fig. 3 is a block diagram of a mobile terminal according to a third embodiment of the present invention;
fig. 4 is a block diagram of a server according to a fourth embodiment of the present invention;
fig. 5 is a schematic structural diagram of a mobile terminal according to a fifth embodiment of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are some, not all, embodiments of the present invention. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Example one
Fig. 1 is a flowchart illustrating steps of a topic recommendation method according to an embodiment of the present invention. The method comprises the following steps:
In this embodiment, the voice information of the user is acquired, and the voice sent by the user can be collected through the microphone. And performing emotion recognition on the voice by using an emotion recognition technology to obtain the emotional characteristics of the user. The user emotional characteristics may include happiness, sadness, anger, and the like. The embodiment of the invention does not limit the emotional characteristics of the user in detail and can be set according to the actual situation.
And 102, determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user.
In this embodiment, the theme may be determined by calculating the sum of the user emotional characteristic and the product of the environmental information and the weight. Specifically, the emotional characteristic of the user is W1, the weight corresponding to W1 is x1, the environment information is W2, and the weight corresponding to W2 is x2, so that the topic a is W1 × 1+ W2 × x 2. For example, W1 is 1, x1 is 50, W2 is 5, x2 is 30, a is 200, and the corresponding topic a can be determined from the calculated values. Optionally, the environment information where the user is currently located includes current weather information, for example, the weather is clear, and the temperature is 20 ℃. The embodiment of the invention does not limit the environmental information in detail, and can be set according to the actual situation.
Optionally, determining the theme at the server side may specifically include the following steps:
and a first substep of sending the user emotional characteristics and the environment information to a server.
In the embodiment, the mobile terminal acquires the environment information, determines the user emotional characteristics, and then sends the user emotional characteristics and the environment information to the server.
And a second step of receiving the theme determined by the server according to the user emotional characteristics, the environment information and a theme model in the server.
In this embodiment, a theme model is set in the server, and after receiving the user emotional characteristics and the environment information sent by the mobile terminal, the server determines a theme according to the user emotional characteristics, the environment information, and the theme model. For example, according to the emotional characteristics of the user, namely happiness, the environment information is clear and the theme model determines that the theme is 'sunlight'. And after determining the good theme, the server sends the theme to the mobile terminal, and the mobile terminal receives the theme sent by the server. For example, if the theme determined by the server is "sunshine", the "sunshine" is sent to the mobile terminal, and the mobile terminal receives the theme "sunshine".
Optionally, the theme is determined at the mobile terminal. The method specifically comprises the following steps:
and a third substep of receiving and storing the topic model from the server.
In this embodiment, before determining the theme, the mobile terminal first receives the theme model sent by the server, and stores the theme model. Optionally, before said receiving and storing the topic model from the server, it is determined that the topic model is applicable to the mobile terminal. Specifically, whether the theme model is applicable to the mobile terminal is judged, and if the theme model is applicable to the mobile terminal, the theme model is received; if the theme model is not applicable to the mobile terminal, the theme model is not received, and other ways are adopted to recommend the theme to the user of the mobile terminal.
And fourthly, processing the emotional characteristics of the user and the current environment information of the user by using a theme model stored by the user to obtain a corresponding theme.
In this embodiment, after the mobile terminal stores the theme model, the stored theme model is used to process the emotional features of the user and the current environment information of the user when determining the theme, so as to obtain the corresponding theme. Optionally, after updating the theme model, the server sends the updated theme model to the mobile terminal, and the mobile terminal updates the stored theme model.
And 103, recommending the theme.
In this embodiment, after the theme is determined, the theme is recommended. Specifically, the recommended theme may be highlighted, such as a floating theme, or the display area may be large. Prompt messages may also be generated. The embodiment of the present invention is not limited in detail, and may be set according to actual situations.
In summary, in the embodiment of the present invention, the mobile terminal obtains the voice information of the user, and identifies the emotional characteristics of the user from the voice information; determining a theme according to the emotional characteristics of the user and the current environment information of the user; and recommending the theme. According to the method and the system, the theme is recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
Example two
Fig. 2 is a flowchart illustrating steps of a topic recommendation method according to an embodiment of the present invention. Applied to a server, the method comprising:
step 201, receiving user emotion characteristics and current environment information of a user sent by a mobile terminal.
In this embodiment, when the theme is determined at the server, the mobile terminal acquires the current environment information of the user and determines the emotional characteristics of the user, and then sends the emotional characteristics of the user and the environment information to the server, and the server receives the emotional characteristics of the user and the environment information sent by the mobile terminal.
In this embodiment, a theme is determined according to the emotional characteristics of the user, the environmental information, and the theme model, which may be referred to as step 102 in the first embodiment.
Optionally, before determining the theme according to the emotional features and the environmental information of the user and the theme model, determining that the theme model is suitable for the mobile terminal.
In this embodiment, the theme model in the server may not be applicable to users of some mobile terminals, and therefore, before determining the theme, it is necessary to determine whether the theme model is applicable to the target mobile terminal. The method specifically comprises the following steps:
and a first substep of acquiring at least one first theme used by the mobile terminal in historical time.
In the embodiment, at least one first theme used by the mobile terminal in the historical time, and the user emotional characteristics and the environment information when the first theme is used are obtained. For example, the first themes a1, a2, A3, a4, a5 used by the target mobile terminal M at different times, and the user emotional characteristics and the environment information when a1, a2, A3, a4, a5 are used are acquired.
And a second step of determining a second theme when the first theme is used according to the theme model.
In this embodiment, the second theme when the first theme is used is determined according to the theme model, the emotional characteristics of the user when the first theme is used, and the environment information. For example, the emotional features of the user are happy, sad, the environment information is sunny, cloudy and the like, and the theme models are used for processing, so that the second themes determined when the first themes A1, A2, A3, A4 and A5 are used are A1 ', A2 ', A3 ', A4 ' and A5 ', respectively.
And step three, judging whether the first theme is matched with the second theme or not, and obtaining a corresponding judgment result.
In this embodiment, after the second theme is determined, whether the first theme is matched with the second theme is determined, and a corresponding determination result is obtained. For example, whether A1 is matched with A1' is judged to obtain a judgment result; judging whether the A2 is matched with the A2' to obtain a judgment result; and the rest can be analogized to obtain other judgment results. Optionally, when determining whether the first theme is matched with the second theme, it may be determined whether a difference between the first theme and the second theme is within a preset range, and if the difference is within the preset range, it is determined that the first theme is matched with the second theme. For example, the preset range is that the difference value is less than 15, the first theme a1 is 489, the second theme a 1' is 475, the difference value between the first theme and the second theme is 14, and the difference value is within the preset range, it is determined that the first theme is matched with the second theme.
And step four, judging that the theme model is suitable for the mobile terminal according to the judgment result.
In this embodiment, the theme model is determined to be applicable to the mobile terminal according to the plurality of determination results. For example, when a1, a2, A3 and a4 are respectively matched with a1 ', a 2', A3 'and a 4', the ratio of the number of matches to the total number of judgments is 0.8 and is greater than the preset value of 0.7, and it is determined that the topic model is suitable for the target mobile terminal M. When a1 and a2 are respectively matched with a1 'and a 2', the ratio of the number of matches to the total number of judgments is 0.4, which is less than the preset value of 0.7, and it is determined that the topic model is not suitable for the target mobile terminal M. The total judgment amount and the preset value are not limited in detail in the embodiment of the invention, and can be set according to actual conditions.
Optionally, before the theme model is determined to be applicable to the mobile terminal, the theme model is established at the server side. Specifically, user emotional characteristics and environment information of a plurality of mobile terminals when the mobile terminals use the same theme are obtained, the repetition times of the user emotional characteristics and the environment information are used as weights, and a theme model is established according to the user emotional characteristics, the environment information and the weights. For example, when 50 mobile terminals use a theme a are acquired, the emotional features of the user include happy W1, happy W2, sad W3, and the like, and the environment information includes clear W4, cloudy W5, and the like, where W1 appears 20 times, W2 appears 28 times, W3 appears 2 times, W4 appears 30 times, and W5 appears 20 times, then W1, W2, W3, W4, and W5 respectively correspond to x1 ═ 20, x2 ═ 28, x3 ═ 2, x4 ═ 30, and x5 ═ 20, and the theme model is established as a ═ W1 × 1 ═ x2 × 2+ W3 × 3+ W4 × 4 × 5 + W5. The theme model can be established in other ways, and the embodiment of the invention does not limit the theme model in detail and can be set according to actual conditions.
In this embodiment, after the theme is determined, the theme is sent to the mobile terminal, and the mobile terminal recommends the user after receiving the theme.
In summary, in the embodiments of the present invention, a server receives user emotion characteristics and environment information sent by a mobile terminal; determining a theme according to the emotional characteristics and the environment information of the user and the theme model; and sending the determined theme to the mobile terminal. When the mobile terminal recommends the theme, influence factors such as user emotional characteristics and environmental information are considered, so that the recommended theme is more in line with the user requirements, and the intelligent degree and the user use experience of the mobile terminal are improved.
EXAMPLE III
Fig. 3 shows a block diagram of a mobile terminal according to an embodiment of the present invention, where the mobile terminal includes an information obtaining module 301, a first theme determining module 302, and a theme recommending module 303:
the information acquisition module 301 is configured to acquire voice information of a user, perform emotion recognition on the voice information, and obtain emotional characteristics of the user;
a first theme determining module 302, configured to determine a corresponding theme according to the emotional feature of the user and the current environment information where the user is located;
and a topic recommendation module 303, configured to recommend the topic.
On the basis of fig. 3, optionally, the first theme determining module 303 includes an information sending sub-module and a theme receiving sub-module:
the information sending submodule is used for sending the user emotional characteristics and the environment information to a server;
and the theme receiving submodule is used for receiving the theme determined by the server according to the user emotional characteristics, the environment information and a theme model in the server.
Optionally, the environment information where the user is currently located includes current weather information.
On the basis of fig. 3, optionally, before the first topic determination module 302, a topic model storage module is included:
and the theme model storage module is used for receiving and storing the theme model from the server.
The first theme determining module 302 is specifically configured to process the emotional features of the user and the current environment information where the user is located by using a theme model stored in the first theme determining module, so as to obtain a corresponding theme.
Optionally, before the theme model storage module, the mobile terminal further includes:
and the applicability determining module is used for determining that the theme model is applicable to the mobile terminal.
The mobile terminal provided by the embodiment of the present invention can implement each process implemented by the mobile terminal in the method embodiment of fig. 1, and is not described herein again in order to avoid repetition. According to the method and the device, the theme can be recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
Example four
Fig. 4 shows a block diagram of a server according to an embodiment of the present invention, where the server includes an information receiving module 401, a second topic determining module 402, and a topic sending module 403:
the information receiving module 401 is configured to receive user emotion characteristics sent by the mobile terminal and environment information where the user is currently located;
a second theme determining module 402, configured to determine a theme according to the user emotional feature, the environment information, and a theme model in the server;
a theme sending module 403, configured to send the determined theme to the mobile terminal.
On the basis of fig. 4, optionally, before the second topic determination module 402, the server further includes an applicability determination module:
and the applicability judging module is used for judging that the theme model is applicable to the mobile terminal.
Optionally, the applicability judging module includes a theme obtaining sub-module, a theme determining sub-module, a matching judging sub-module, and an applicability judging sub-module:
the theme acquisition submodule is used for acquiring at least one first theme used by the mobile terminal in historical time;
a theme determination sub-module, configured to determine a second theme when the first theme is used according to the theme model;
the matching judgment sub-module is used for judging whether the first theme is matched with the second theme or not and obtaining a corresponding judgment result;
and the applicability judgment submodule is used for judging that the theme model is applicable to the mobile terminal according to the judgment result.
The mobile terminal provided by the embodiment of the present invention can implement each process implemented by the server in the method embodiment of fig. 2, and is not described here again in order to avoid repetition. According to the method and the device, the theme can be recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
EXAMPLE five
Fig. 5 is a schematic diagram of a hardware structure of a mobile terminal for implementing an embodiment of the present invention, where the mobile terminal 500 includes, but is not limited to: a radio frequency unit 501, a network module 502, an audio output unit 503, an input unit 504, a sensor 505, a display unit 506, a user input unit 507, an interface unit 508, a memory 509, a processor 510, and a power supply 511. Those skilled in the art will appreciate that the mobile terminal architecture shown in fig. 5 is not intended to be limiting of mobile terminals, and that a mobile terminal may include more or fewer components than shown, or some components may be combined, or a different arrangement of components. In the embodiment of the present invention, the mobile terminal includes, but is not limited to, a mobile phone, a tablet computer, a notebook computer, a palm computer, a vehicle-mounted terminal, a wearable device, a pedometer, and the like.
The processor 510 is configured to acquire voice information of a user, perform emotion recognition on the voice information, and obtain an emotional characteristic of the user; determining a corresponding theme according to the emotional characteristics of the user and the current environment information of the user; and recommending the theme.
According to the method and the system, the theme can be recommended according to the emotional characteristics of the user and the current environment of the user, so that the recommended theme is more in line with the requirements of the user, and the intelligent degree and the user experience of the mobile terminal are improved.
It should be understood that, in the embodiment of the present invention, the radio frequency unit 501 may be used for receiving and sending signals during a message sending and receiving process or a call process, and specifically, receives downlink data from a base station and then processes the received downlink data to the processor 510; in addition, the uplink data is transmitted to the base station. In general, radio frequency unit 501 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, and the like. In addition, the radio frequency unit 501 can also communicate with a network and other devices through a wireless communication system.
The mobile terminal provides the user with wireless broadband internet access through the network module 502, such as helping the user send and receive e-mails, browse webpages, access streaming media, and the like.
The audio output unit 503 may convert audio data received by the radio frequency unit 501 or the network module 502 or stored in the memory 509 into an audio signal and output as sound. Also, the audio output unit 503 may also provide audio output related to a specific function performed by the mobile terminal 500 (e.g., a call signal reception sound, a message reception sound, etc.). The audio output unit 503 includes a speaker, a buzzer, a receiver, and the like.
The input unit 504 is used to receive an audio or video signal. The input Unit 504 may include a Graphics Processing Unit (GPU) 5041 and a microphone 5042, and the Graphics processor 5041 processes image data of a still picture or video obtained by an image capturing device (e.g., a camera) in a video capturing mode or an image capturing mode. The processed image frames may be displayed on the display unit 506. The image frames processed by the graphic processor 5041 may be stored in the memory 509 (or other storage medium) or transmitted via the radio frequency unit 501 or the network module 502. The microphone 5042 may receive sounds and may be capable of processing such sounds into audio data. The processed audio data may be converted into a format output transmittable to a mobile communication base station via the radio frequency unit 501 in case of the phone call mode.
The mobile terminal 500 also includes at least one sensor 505, such as a light sensor, motion sensor, and other sensors. Specifically, the light sensor includes an ambient light sensor that adjusts the brightness of the display panel 5061 according to the brightness of ambient light, and a proximity sensor that turns off the display panel 5061 and/or a backlight when the mobile terminal 500 is moved to the ear. As one of the motion sensors, the accelerometer sensor can detect the magnitude of acceleration in each direction (generally three axes), detect the magnitude and direction of gravity when stationary, and can be used to identify the posture of the mobile terminal (such as horizontal and vertical screen switching, related games, magnetometer posture calibration), and vibration identification related functions (such as pedometer, tapping); the sensors 505 may also include fingerprint sensors, pressure sensors, iris sensors, molecular sensors, gyroscopes, barometers, hygrometers, thermometers, infrared sensors, etc., which are not described in detail herein.
The display unit 506 is used to display information input by the user or information provided to the user. The Display unit 506 may include a Display panel 5061, and the Display panel 5061 may be configured in the form of a Liquid Crystal Display (LCD), an Organic Light-Emitting Diode (OLED), or the like.
The user input unit 507 may be used to receive input numeric or character information and generate key signal inputs related to user settings and function control of the mobile terminal. Specifically, the user input unit 507 includes a touch panel 5071 and other input devices 5072. Touch panel 5071, also referred to as a touch screen, may collect touch operations by a user on or near it (e.g., operations by a user on or near touch panel 5071 using a finger, stylus, or any suitable object or attachment). The touch panel 5071 may include two parts of a touch detection device and a touch controller. The touch detection device detects the touch direction of a user, detects a signal brought by touch operation and transmits the signal to the touch controller; the touch controller receives touch information from the touch sensing device, converts the touch information into touch point coordinates, sends the touch point coordinates to the processor 510, and receives and executes commands sent by the processor 510. In addition, the touch panel 5071 may be implemented in various types such as a resistive type, a capacitive type, an infrared ray, and a surface acoustic wave. In addition to the touch panel 5071, the user input unit 507 may include other input devices 5072. In particular, other input devices 5072 may include, but are not limited to, a physical keyboard, function keys (e.g., volume control keys, switch keys, etc.), a trackball, a mouse, and a joystick, which are not described in detail herein.
Further, the touch panel 5071 may be overlaid on the display panel 5061, and when the touch panel 5071 detects a touch operation thereon or nearby, the touch operation is transmitted to the processor 510 to determine the type of the touch event, and then the processor 510 provides a corresponding visual output on the display panel 5061 according to the type of the touch event. Although in fig. 5, the touch panel 5071 and the display panel 5061 are two independent components to implement the input and output functions of the mobile terminal, in some embodiments, the touch panel 5071 and the display panel 5061 may be integrated to implement the input and output functions of the mobile terminal, and is not limited herein.
The interface unit 508 is an interface through which an external device is connected to the mobile terminal 500. For example, the external device may include a wired or wireless headset port, an external power supply (or battery charger) port, a wired or wireless data port, a memory card port, a port for connecting a device having an identification module, an audio input/output (I/O) port, a video I/O port, an earphone port, and the like. The interface unit 508 may be used to receive input (e.g., data information, power, etc.) from external devices and transmit the received input to one or more elements within the mobile terminal 500 or may be used to transmit data between the mobile terminal 500 and external devices.
The memory 509 may be used to store software programs as well as various data. The memory 509 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application program required by at least one function (such as a sound playing function, an image playing function, etc.), and the like; the storage data area may store data (such as audio data, a phonebook, etc.) created according to the use of the cellular phone, and the like. Further, the memory 509 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 volatile solid-state storage device.
The processor 510 is a control center of the mobile terminal, connects various parts of the entire mobile terminal using various interfaces and lines, and performs various functions of the mobile terminal and processes data by operating or executing software programs and/or modules stored in the memory 509 and calling data stored in the memory 509, thereby performing overall monitoring of the mobile terminal. Processor 510 may include one or more processing units; preferably, the processor 510 may integrate an application processor, which mainly handles operating systems, user interfaces, application programs, etc., and a modem processor, which mainly handles wireless communications. It will be appreciated that the modem processor described above may not be integrated into processor 510.
The mobile terminal 500 may further include a power supply 511 (e.g., a battery) for supplying power to various components, and preferably, the power supply 511 may be logically connected to the processor 510 via a power management system, so that functions of managing charging, discharging, and power consumption are performed via the power management system.
In addition, the mobile terminal 500 includes some functional modules that are not shown, and thus, are not described in detail herein.
Preferably, an embodiment of the present invention further provides a mobile terminal, which includes a processor 510, a memory 509, and a computer program that is stored in the memory 509 and can be run on the processor 510, and when being executed by the processor 510, the computer program implements each process of the above-mentioned embodiment of the subject recommendation method, and can achieve the same technical effect, and in order to avoid repetition, details are not described here again.
The embodiment of the present invention further provides a computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the computer program implements each process of the embodiment of the subject recommendation method, and can achieve the same technical effect, and in order to avoid repetition, the computer program is not described herein again. The computer-readable storage medium may be a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk.
It should be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in a process, method, article, or apparatus that comprises the element.
Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solutions of the present invention may be embodied in the form of a software product, which is stored in a storage medium (such as ROM/RAM, magnetic disk, optical disk) and includes instructions for enabling a terminal (such as a mobile phone, a computer, a server, an air conditioner, or a network device) to execute the method according to the embodiments of the present invention.
While the present invention has been described with reference to the embodiments shown in the drawings, the present invention is not limited to the embodiments, which are illustrative and not restrictive, and it will be apparent to those skilled in the art that various changes and modifications can be made therein without departing from the spirit and scope of the invention as defined in the appended claims.
Claims (2)
1. A theme recommendation method is applied to a server and comprises the following steps:
receiving user emotional characteristics and current environment information of a user, which are sent by a mobile terminal;
determining a theme according to the user emotional characteristics, the environment information and a theme model in the server, wherein the method for establishing the theme model comprises the following steps: acquiring user emotional characteristics and environment information of a plurality of mobile terminals when the mobile terminals use the same theme, taking the repetition times of the user emotional characteristics and the environment information as weights, and establishing a theme model according to the user emotional characteristics, the environment information and the weights;
sending the determined theme to the mobile terminal;
wherein before determining a topic from the user emotional features, the environmental information, and a topic model in the server, the method further comprises:
determining that the topic model is applicable to the mobile terminal;
the determining whether the theme model is applicable to the mobile terminal includes: acquiring at least one first theme used by the mobile terminal in historical time; determining a second theme when the first theme is used according to the theme model, the user emotional characteristics when the first theme is used and the environment information; judging whether the first theme is matched with the second theme or not, and obtaining a corresponding judgment result; and judging whether the theme model is suitable for the mobile terminal according to the judgment result.
2. A server, characterized in that the server comprises:
the information receiving module is used for receiving the user emotional characteristics sent by the mobile terminal and the current environment information of the user;
a second theme determining module, configured to determine a theme according to the user emotional feature, the environment information, and a theme model in the server, where the method for establishing the theme model is as follows: acquiring user emotional characteristics and environment information of a plurality of mobile terminals when the mobile terminals use the same theme, taking the repetition times of the user emotional characteristics and the environment information as weights, and establishing a theme model according to the user emotional characteristics, the environment information and the weights;
the theme sending module is used for sending the determined theme to the mobile terminal;
prior to the second topic determination module, the server further comprises:
the applicability judging module is used for judging that the theme model is applicable to the mobile terminal; the determining whether the theme model is applicable to the mobile terminal includes: acquiring at least one first theme used by the mobile terminal in historical time; determining a second theme when the first theme is used according to the theme model, the user emotional characteristics when the first theme is used and the environment information; judging whether the first theme is matched with the second theme or not, and obtaining a corresponding judgment result; and judging whether the theme model is suitable for the mobile terminal according to the judgment result.
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