ELECTRONIC DEVICE AND METHOD OF ELECTRONIC DEVICE GENERATING PREDICTIVE MODEL BASED ON CLASSIFICATION OF PATTERNS OF TIME-SERIES DATA TO WHICH PRE-PROCESSING PIPELINE HAS BEEN APPLIED

    公开(公告)号:US20250117696A1

    公开(公告)日:2025-04-10

    申请号:US18524989

    申请日:2023-11-30

    Abstract: A method of generating a predictive model is proposed. The method may include receiving single time-series data or multiple types of time-series data collected in a specific domain, drawing time-series data corresponding to the same domain and time interval, among the received single time-series data or multiple types of time-series data. The method may also include pre-processing the drawn time-series data by applying a pre-processing pipeline built by applying at least one pre-processing module to the drawn time-series data, and generating a pattern classification model for classifying patterns of the pre-processed time-series data based on the clustering of the pre-processed time-series data. The method may further include generating a predictive model for predicting feature information of the drawn time-series data based on a cluster that is generated as the results of the clustering of the pre-processed time-series data, and storing the pattern classification model and the predictive model.

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