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An ensemble learning method with GAN-based sampling and consistency check for anomaly detection of imbalanced data streams with concept drift. [PDF]
Liu Y, Wang S, Sui H, Zhu L.
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A technical document that explains the structure of the data streams sent to the SSIX platform by the End Point.
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Spatial data streaming or streaming spatial data
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application, 2010Have you ever counted the number of times the word "streaming" has occurred in a geospatial oriented conference proceedings over the past few years? Have you ever monitored the growth of the geospatial research and industrial community? Have you ever noticed that geospatial researchers are living the luxury of an era where real-time data is streamed at
Balan Sethu Raman, Mohamed Ali
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WIREs Computational Statistics, 2010
AbstractAs the ability to collect data continues to outstrip the ability to process and analyze it, the age‐old paradigm of store‐and‐process is becoming untenable. Finding one or two interesting items in the midst of many possible signals depends on context which often changes over time.
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AbstractAs the ability to collect data continues to outstrip the ability to process and analyze it, the age‐old paradigm of store‐and‐process is becoming untenable. Finding one or two interesting items in the midst of many possible signals depends on context which often changes over time.
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