Add auto activation setup script and detailed training process docume… #748
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…ntation for TimesNet anomaly detection
added 5 commits
June 25, 2025 13:21
…representation in EarlyStopping class
…tinuity analysis, and update requirements.txt to include PyWavelets and pyarrow
…ry to include it. Enhance evaluation metrics in anomaly detection experiment with PRAUC calculation.
…nd implement Exp_Anomaly_Detection_Contact_Fixed for training and evaluation. Introduce TimesNet_improved.sh for streamlined model execution.
…imesNet_improved.sh scripts to streamline the anomaly detection pipeline. This cleanup enhances code maintainability and prepares for future improvements.
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Hi Peng, thanks for your great work. I am wondering if you can translate the doc into English, as it is better for other researchers to follow up. |
added 3 commits
June 26, 2025 10:59
… for anomaly detection. Implement functions for loading data, calculating correlation matrices, identifying redundant features, and saving filtered datasets. Enhance logging for better traceability and include intermediate results in parquet format.
… and test datasets, filtering anomalies from training data, and performing feature correlation analysis. Implement logging for data operations and save intermediate results in parquet format. Update paths for data loading in preview_parquet.py to reflect new labeled dataset structure.
…dContactLoader and updating data_factory and run.py. Extend task options in run.py to include supervised anomaly detection and improve data loading functionality for this task. Enhance logging for data operations in SupervisedContactLoader to track data processing steps and shapes.
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…ntation for TimesNet anomaly detection