User Intention Scoring for Accurate Activity Prioritization
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Solution Overview
Problem
Existing smart electronic devices lack the ability to accurately infer and prioritize user intentions based on collected data, leading to inefficiencies in recommending relevant activities.
Innovation Solution
A data processing apparatus and method that extracts user-related information, generates intention probes with associated data items, infers importance through scoring, and provides information on the most important intention.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If smart electronic devices collect and process user data to understand user intentions, then the ability to recommend relevant activities is improved, but the complexity of data processing and intention inference increases
Solution Approach 1:
The patent segments user data into multiple dimensions (user attributes, context information, activity data) and processes each dimension separately through dedicated processing modules. This segmentation allows the system to handle complex data processing in a structured manner, improving intention understanding while managing computational complexity through modular architecture.
Solution Approach 2:
The patent introduces an intermediary layer of intention probes and scoring mechanisms that mediate between raw user data and final recommendations. These intermediaries transform complex multi-dimensional data into simplified intention scores, reducing the overall system complexity while maintaining accurate user intention understanding.
2Measurement precision
If the system generates multiple intention probes with associated data items and calculates scores for each, then the precision of intention inference is improved, but the computational time and resources increase
Solution Approach 1:
The patent implements partial action by calculating intention scores for multiple probes simultaneously but only providing recommendations for the highest-scoring intentions. This approach maintains high measurement precision through comprehensive scoring while reducing processing time by limiting the output to only the most important intentions rather than processing all possible recommendations.
Solution Approach 2:
The patent changes parameters by dynamically adjusting the number of intention probes generated and the scoring thresholds based on user context and device state. This allows the system to maintain high accuracy when needed while reducing computational overhead during low-resource periods, effectively balancing precision and processing time.
3Ease of operation
If the apparatus provides automated intention prioritization and activity recommendations, then user convenience is improved, but the extent of automation increases system complexity
Solution Approach 1:
The patent implements self-service by enabling the system to automatically prioritize user intentions and generate recommendations without continuous user intervention. The apparatus autonomously processes user data, generates intention probes, calculates scores, and provides recommendations, thereby improving user convenience while managing automation complexity through self-contained processing modules that handle specific tasks independently.
Data Source
AI summary
The application provides an apparatus, platform, method and medium for intention importance interference. The apparatus includes an interface configured to receive user-related information; and a processor coupled to the interface and configured to: extract data related to different aspects of a user from the user-related information; generate a plurality of intention probes based on the data related to different aspects of the user, each intention probe comprising an intention and associated data items; infer an importance of each intention probe by calculating a score of each associated data items of the intention probe based on the data related to different aspects of the user; and provide information associated with an intention probe with a highest importance.