EURASIP Journal on Advances in Signal Processing
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Single-Trial Classification of Bistable Perception by Integrating Empirical Mode Decomposition, Clustering, and Support Vector Machine.
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We propose an empirical mode decomposition (EMD-) based method to extract features from the multichannel recordings of local field potential (LFP), collected from the middle temporal (MT) visual cortex in a macaque monkey, for decoding its bistable structure-from-motion (SFM) perception. The feature extraction approach consists of three stages. First, we employ EMD to decompose nonstationary single-trial time series into narrowband components called intrinsic mode functions (IMFs) with time scales dependent on the data. Second, we adopt unsupervised K-means clustering to group the IMFs and residues into several cluster...
Source: EURASIP Journal on Advances in Signal Processing - November 2, 2008 Category: Neuroscience Authors: Wang Z, Maier A, Logothetis NK, Liang H Tags: EURASIP J Adv Signal Process Source Type: journals
