Convolutional Neural Networks for Patient-Specific ECG Classification

Kiranyaz, Serkan ;   Ince, Turker ;   Gabbouj, Moncef ;   Hamila, Ridha

Tags Biomedical signal classificationNeural networks in biosignal processing and classificationPattern recognition methods for data mining in biosignals

We propose a fast and accurate patient-specific electrocardiogram (ECG) classification and monitoring system using an adaptive implementation...

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Knee Motion Pattern Classification from Trunk Muscle based Onsemg Signals

L√≥pez Delis, Alberto ;   Delisle Rodriguez, Denis ;   Villa Parra, Ana Cecilia ;   Bastos, Teodiano

Tags Neural networks in biosignal processing and classificationBiomedical signal classificationTime-frequency analysis of biosignals

A prominent change is being carried out in the fields of rehabilitation and assistive exoskeletons in order to actively aid or restore legged...

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On the use of Convolutional Neural Networks and Augmented CSP Features for Multi-Class Motor Imagery of EEG Signals Classification

Yang, Huijuan ;   Sakhavi, Siavash ;   Ang, Kai Keng ;   Guan, Cuntai

Tags Neural networks in biosignal processing and classification

Learning the deep structures and unknown correlations is important for the detection of motor imagery of EEG signals (MI-EEG). This study...

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Prediction of Switching Time between Movement Preparation and Execution by Neural Activity in Monkey Premotor Cortex

Li, Hongbao ;   Liao, Yuxi ;   Wang, Yiwen ;   Zhang, Qiaosheng ;   Zhang, Shaomin ;   Zheng, Xiaoxiang

Tags Biomedical signal classificationNeural networks in biosignal processing and classification

Premotor cortex is a higher level cortex than primary motor cortex in movement controlling hierarchy, which contributes to the motor...

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Towards Fully Automated Closed-Loop Deep Brain Stimulation in Parkinson's Disease Patients: A LAMSTAR-Based Tremor Predictor

Khobragade, Nivedita ;   Tuninetti, Daniela ;   Graupe, Daniel

Tags Neural networks in biosignal processing and classificationBiomedical signal classificationSignal processing in physiological systems

This paper describes the application of the LAMSTAR (LArge Memory STorage and Retrieval) neural network for prediction of onset of tremor...

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