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Alzheimer’s patients develop severe symptoms of spatial disorientation as the disease progresses and are unable to find even the simplest ways. New research reports that problems in spatial navigation can also be detected in people with a genetic risk for Alzheimer’s
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[R] Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress.
I would not normally broadcast a non-reviewed paper. However, the contents of this paper may be of timely interest to anyone working on Time Series Anomaly Detection (and based on current trends, that is about 20 to 50 labs worldwide).
In brief, we believe that most of the commonly used time series anomaly detection benchmarks, including Yahoo, Numenta, NASA, OMNI-SDM etc., suffer for one or more of four flaws. And, because of these flaws, we cannot draw any meaningful conclusions from papers that test on them.
This is a surprising claim, but I hope you will agree that we have provided forceful evidence [a].
If you have any questions, comments, criticisms etc. We would love to hear them. Please feel free to drop us a line (or make public comments below).
UPDATE: In the last 24 hours we got a lot of great criticisms, suggestions, questions and comments. Many thanks! I tried to respond to all as quickly as I could. I will continue to respond in the coming weeks (if folks are still making posts), but not as immediately as before. Once again, many thanks to the reddit community.
Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress. Renjie Wu and Eamonn J. Keogh