Automatic data labeling method and related computer system for automatic data labeling

The automatic data labeling method and system address inefficiencies in user behavior analysis by accurately marking user behavior patterns in time-series datasets, enhancing data collection efficiency and user experience optimization.

TWI932430BActive Publication Date: 2026-07-11INVENTEC CORP
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Patent Information

Application Number
TW114140451
Authority / Receiving Office
TW · TW
Patent Type
Patents
Current Assignee / Owner
Filing Date
2025-10-20
Publication Date
2026-07-11
Estimated Expiration
2045-10-19

AI Technical Summary

Technical Problem

Existing methods for user behavior analysis, such as in laptop performance monitoring, struggle to accurately determine the starting and ending points of user behavior, leading to inefficient data collection and prolonged observation periods, which hampers effective user experience optimization.

Method used

An automatic data labeling method and system that automatically labels time-series datasets based on specified user behavior characteristics, determining optimal labeling combinations and disorder ratings to efficiently mark user behavior patterns.

Benefits of technology

Enables efficient and automated labeling of large datasets, allowing for precise analysis of user behavior patterns, reducing observation times and improving user experience optimization.

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Abstract

An automatic data labeling method includes inputting a time series dataset; performing a subject labeling procedure on each value of the time series dataset based on at least one behavioral characteristic of a specified user behavior; and determining an optimal labeling combination corresponding to each value of the time series dataset and a disorder rating value based on a number of scenarios.
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