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The state space reconstruction of the unknown underlying process is directly employed from time series data, through Takens delay embedding method: optimal embedding dimension and delay time are obtained from false nearest neighbours and average mutual information techniques, respectively.
Computer network traffic is analyzed via mutual information techniques, implemented using linear and nonlinear canonical correlation analyses, with the specific objective of detecting UDP flooding attacks.
Their work focused particularly on dimensionality reduction (channel selection and feature projection) utilizing mutual information techniques as shown in Fig. 15.
More recently, higher-point mutual information techniques have been devised to dissect the contribution of indirect pathways.
Although higher-point mutual information techniques seem to be promising, no effort has been made to test and validate the obtained connectivity maps on highly connected neuronal assemblies.
Speech encoding was first evaluated using a nearest-mean classifier and then using mutual information techniques (Kayser et al., 2009).
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In this paper, a new two-stage feature selection algorithm composed of modified relief and mutual information (MI) techniques is proposed for this purpose.
Mutual information based technique for feature selection is proposed to enhance overall design of neural network.
Mutual information (MI) technique has been used widely in the linear and nonlinear correlation estimation and also input lag time variables selection (Wang et al. 2010).
Therefore, an effective SNR mapping (ESM) PHY abstraction model, known as the received bit mutual information rate (RBIR) [19] technique, is used to estimate the PER statistics.
We are continuing our quest to quantify the information processing properties of synapses using more novel techniques than mutual information.
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