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Tags: time-series* + anomaly detection*

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1. Evaluating Time Series Anomaly Detection: Proximity-Aware Time Series Anomaly Evaluation (PATE)

   The article discusses the challenges faced in evaluating anomaly detection in time series data and introduces Proximity-Aware Time series anomaly Evaluation (PATE) as a solution. PATE provides a weighted version of Precision and Recall curve and considers temporal correlations and buffer zones for a more accurate and nuanced evaluation.

   2024-05-27 Tags: time series, anomaly detection, pate, precision, recall, macos, production engineering by klotz
2. transferwise/wise-pizza: A library to find and visualise the most interesting slices in multidimensional data

   2023-07-14 Tags: wize pizza, time-series, anomaly detection, data exploration, root cause analysis by klotz
3. Running Timeseries Anomaly Detection at Scale on SQL Data | by Sachin Bansal | Aug, 2021 | Towards Data Science

   2021-08-28 Tags: time series, anomaly detection, facebook prophet, spark, python by klotz
4. Determining causality in correlated time series - Amazon Science

   2021-08-20 Tags: time series, anomaly detection, correlation, causality, root cause analysis, amazon, aws, machine learning by klotz
5. Method finds hidden warning signals in measurements collected over time | MIT News | Massachusetts Institute of Technology

   2020-12-18 Tags: tadgan, time series, anomaly detection, arima, mit, deep learning, gan by klotz
6. Extreme Rare Event Classification: A Straight Forward Solution

   2019-07-11 Tags: time series, machine learning, feature engineering, rare event, anomaly detection by klotz
7. LSTM Autoencoder for Extreme Rare Event Classification in Keras

   2019-05-19 Tags: lstm, time series, anomaly detection by klotz
8. Generic and Scalable Framework for Automated Time-series Anomaly Detection - Semantic Scholar

   2018-09-18 Tags: anomaly detection, time series, yahoo, ian flint, semanticscholar by klotz
9. Introducing practical and robust anomaly detection in a time series

   2018-09-18 Tags: twitter, time-series, anomaly detection by klotz
10. Prophet: forecasting at scale – Facebook Research

    2018-09-14 Tags: facebook, time-series, forecasting, deep learning, anomaly detection, python by klotz

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