Detecting anomalous packets in network transfers: investigations using PCA,autoencoder and isolation forest in TCP |
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Authors: | Kiran Mariam Wang Cong Papadimitriou George Mandal Anirban Deelman Ewa |
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Affiliation: | 1.Lawrence Berkeley National Laboratory, Berkeley, CA, USA ;2.RENCI, University of North Carolina, Chapel Hill, NC, USA ;3.Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA ; |
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Abstract: | Machine Learning - Large-scale scientific workflows rely heavily on high-performance file transfers. These transfers require strict quality parameters such as guaranteed bandwidth, no packet loss... |
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