A Stacked Sparse Autoencoder-Based Detector for Automatic Identification of Neuromagnetic High Frequency Oscillations in Epilepsy

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High Frequency Neuromagnetic Signals: A New Biomarker for Localizing Epileptic Areas Running Title: High-Frequency Neuromagnetic Signals in Epilepsy

Xiang J1* , Leiken K1, Wu C2, Wang X2, Fan Y3, Qi L4 and Qiao H4 1MEG Center, Division of Neurology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA 2Department of Neurology, Nanjing Brain Hospital, Nanjing, People’s Republic China 3Department of Pediatric, Shengjing Hospital, Shenyang, People’s Republic China 4MEG Laboratory, Tiantan Hospital, Beijing, People’s Republic of C...

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Stacked Robust Autoencoder for Classification

In this work we propose an lp-norm data fidelity constraint for training the autoencoder. Usually the Euclidean distance is used for this purpose; we generalize the l2-norm to the lp-norm; smaller values of p make the problem robust to outliers. The ensuing optimization problem is solved using the Augmented Lagrangian approach. The proposed lp -norm Autoencoder has been tested on benchmark deep...

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High-frequency oscillations as a new biomarker in epilepsy.

The discovery that electroencephalography (EEG) contains useful information at frequencies above the traditional 80Hz limit has had a profound impact on our understanding of brain function. In epilepsy, high-frequency oscillations (HFOs, >80Hz) have proven particularly important and useful. This literature review describes the morphology, clinical meaning, and pathophysiology of epileptic HFOs....

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Frequency and spatial characteristics of high-frequency neuromagnetic signals in childhood epilepsy.

PURPOSE Invasive intracranial recordings have suggested that high-frequency oscillation is involved in epileptogenesis and is highly localized to epileptogenic zones. The aim of the present study is to characterize the frequency and spatial patterns of high-frequency brain signals in childhood epilepsy using a non-invasive technology. METHODS Thirty children with clinically diagnosed epilepsy...

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ژورنال

عنوان ژورنال: IEEE Transactions on Medical Imaging

سال: 2018

ISSN: 0278-0062,1558-254X

DOI: 10.1109/tmi.2018.2836965