A Balanced Sleep/wakefulness Classification Method Based on Actigraphic Data in Adolescents

Orellana, Gabriel ;   Held, Claudio M. ;   Estevez, Pablo A. ;   Perez, Claudio A. ;   Reyes, Sussanne ;   Algarin, Cecilia ;   Peirano, Patricio

Tags Neural networks in biosignal processing and classificationBiomedical signal classificationPattern recognition methods for data mining in biosignals

Several research groups have developed automated sleep-wakefulness classifiers for night wrist actigraphic (ACT) data. These classifiers tend...

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A Functional Test for the Detection of Infusion Lines Extravasation

Mayer, Arnaldo ;   Zholkover, Adi ;   Keidan, Ilan

Tags Neural networks in biosignal processing and classificationBiomedical signal classificationSignals and systems

Extravasation during intravenous (IV) infusion is a common secondary effect with potentially serious clinical consequences. The correct...

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Feature Extraction with Stacked Autoencoders for Epileptic Seizure Detection

Supratak, Akara ;   Li, Ling ;   Guo, Yike

Tags Neural networks in biosignal processing and classificationBiomedical signal classification

Scalp electroencephalogram (EEG), a recording of the brain's electrical activity, has been used to diagnose and detect epileptic seizures for...

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Hand Gesture Recognition Based on Surface Electromyography

Samadani, Ali-Akbar ;   Kulic, Dana

Tags Markov models in signal pattern classificationBiomedical signal classificationMultivariate signal processing

Human hands are the most dexterous of human limbs and hand gestures play an important role in non-verbal communication. Underlying...

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Pattern Learning with Deep Neural Networks in EMG-Based Speech Recognition

Wand, Michael ;   Schultz, Tanja

Tags Neural networks in biosignal processing and classificationBiomedical signal classification

We report on classification of phones and phonetic features from facial electromyographic (EMG) data, within the context of our EMG-based...

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Swarm-Wavelet Based Extreme Learning Machine for Finger Movement Classification on Transradial Amputees

Anam, Khairul ;   Al-Jumaily, Adel

Tags Neural networks in biosignal processing and classificationBiomedical signal classification

The use of a small number of surface electromyography (EMG) channels on the transradial amputee in a myoelectric controller is very...

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