A comprehensive survey on machine learning for networking: evolution, applications and research opportunities
Citations
1,471 citations
Cites background from "A comprehensive survey on machine l..."
...Most researchers applied machine learning (ML) techniques in solving classification problem [27, 28]....
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895 citations
701 citations
Additional excerpts
..., multi-layer perceptron regressor [187]....
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595 citations
Cites background from "A comprehensive survey on machine l..."
...• Supervised Learning: Supervised learning is typically applied to problems relating to traffic prediction [94] and classification [95], as well as slice resource prediction [96]....
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References
72,897 citations
"A comprehensive survey on machine l..." refers background in this paper
...Probably one of the most important achievements in NNs was the work on Long Short-Term Memory (LSTM), an RNN capable of learning long-term dependencies for solving DL tasks that involve long input sequences [192]....
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40,826 citations
"A comprehensive survey on machine l..." refers methods in this paper
...selected using GA -SVM Toolkits [88, 396] -100,000 packets for training -1,000-1,500 packet for testing -GA run for 100 generations 3-cross fold validation KDD w/ 9 attack types DR: 74....
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40,785 citations
"A comprehensive survey on machine l..." refers methods in this paper
...Research on regression analysis propounded the Least Absolute Selection and Shrinkage Operator (LASSO), which performs variable selection and regularization for higher prediction accuracy [445]....
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40,609 citations