Voice-Packet Recording Guidance via User Behavior Segmentation
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Solution Overview
Problem
Users are often disturbed by excessive promotion information when trying to record personalized voice packets, as existing methods lack accuracy in targeting users with a voice-packet recording demand.
Innovation Solution
A method and apparatus that identify target users with a voice-packet recording demand using historical map usage behaviors and scenario identification, sending guidance information only when the user is in a suitable context, thereby reducing unnecessary disturbance.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Quantity of substance
If promotion information is sent to all users simultaneously using traditional methods, then the voice-packet recording function can be promoted to maximum users, but users receive excessive disturbance and promotion accuracy is poor
Solution Approach 1:
The patent segments the user base into different groups based on their map usage behaviors and characteristics. By extracting behavior features and clustering users, the system divides the homogeneous promotion approach into targeted segments, sending promotion information only to users who are likely to be interested in the voice-packet recording function, thereby reducing unnecessary disturbance while maintaining promotion reach.
Solution Approach 2:
The system performs preliminary analysis of user behavior features before sending promotion information. By pre-processing user data, extracting behavior patterns, and identifying potential target users in advance, the system prepares the groundwork for accurate promotion delivery, ensuring that only relevant users receive the promotion message.
2Quantity of substance
If promotion information is sent to all users simultaneously, then the promotion coverage is maximized, but promotion accuracy deteriorates
Solution Approach 1:
The patent applies segmentation by dividing users into distinct clusters based on their behavior features. This allows the system to maintain broad promotion coverage across multiple user segments while simultaneously improving accuracy by tailoring promotion delivery to each segment's specific characteristics and likelihood of interest.
Solution Approach 2:
The system changes the parameter of user selection from a binary all-or-nothing approach to a multi-dimensional classification based on behavior features. By analyzing parameters such as map usage frequency, navigation patterns, and voice function usage, the system transforms promotion targeting into a precision-based approach that maintains coverage while enhancing accuracy.
3Productivity
If guidance information is sent frequently to all users, then the function promotion intensity is increased, but user experience deteriorates due to excessive disturbance
Solution Approach 1:
The patent applies partial action by sending promotion information only to the portion of users who are most likely to be interested, rather than to all users. This selective approach maintains promotion effectiveness by targeting the right audience while avoiding excessive action that would disturb users who have no interest in the function.
Solution Approach 2:
The system incorporates feedback mechanisms by analyzing user responses to promotion information and adjusting future promotion strategies. By monitoring user behavior changes after receiving promotion messages and using this feedback to refine targeting criteria, the system optimizes promotion effectiveness while minimizing user disturbance.
Data Source
AI summary
The present application discloses a method and apparatus for guiding a voice-packet recording function, a device and a computer storage medium, and relates to the field of big data. An implementation includes identifying a target user with a voice-packet recording demand using historical map usage behaviors of map users; and identifying a scenario where the target user uses a client terminal, and if the scenario conforms to a voice-packet recording scenario, sending first guidance information of the voice-packet recording function to the client terminal. With the present application, accurate guidance of the voice-packet recording function is realized, and excessive disturbance in the user is reduced.