AIMC Topic: Neural Networks, Computer

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Improving odorant chemical class prediction with multi-layer perceptrons using temporal odorant spike responses from drosophila melanogaster olfactory receptor neurons.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
In this work, we examine the possibility of improving the prediction performance of an olfactory biosensor through the use of temporal spiking data. We present an Artificial Neural Network (ANN), in the form of an optimal hybrid Multi-Layer Perceptro...
Receptors, Odorant Olfactory Receptor Neurons Odorants Smell Drosophila melanogaster Animals Time Factors Action Potentials Neural Networks, Computer
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Principal component analysis can decrease neural networks performance for incipient falls detection: A preliminary study with hands and feet accelerations.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Fall-related accidents constitute a major problem for elderly people and a burden to the health-care national system. It is therefore important to design devices (e.g., accelerometers) and machine learning algorithms able to recognize incipient falls...
Acceleration Principal Component Analysis Humans Monitoring, Ambulatory Neural Networks, Computer Algorithms Walking Machine Learning Adult Healthy Volunteers Accidental Falls
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Understanding the role of astrocytic GABA in simulated neural networks.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Astrocytes actively influence the behavior of the surrounding neuronal network including changes of the synaptic plasticity and neuronal excitability. These dynamics are altered in diseases like Alzheimer's, where the release of the gliotransmitter G...
Neural Networks, Computer Astrocytes gamma-Aminobutyric Acid Neuronal Plasticity Models, Neurological
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Multi-chip dataflow architecture for massive scale biophysically accurate neuron simulation.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
State-of-the-art neuron simulators are capable of simulating at most few tens/hundreds of neurons in real-time due to the exponential growth in the communication costs with the number of simulated neurons. In this paper, we present a novel, reconfigu...
Animals Models, Biological Neurons Humans Neural Networks, Computer Computer Simulation Nerve Net Biophysics
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Applying neural network to VO2 estimation using 6-axis motion sensing data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
This paper focuses on oxygen consumption (VO2) estimation using 6-axis motion data (3-axis acceleration and 3-axis angular velocity) that are obtained from small motion sensors attached to people playing sports with different intensities. In order to...
Neural Networks, Computer Female Young Adult Male Humans Acceleration Linear Models Numerical Analysis, Computer-Assisted Exercise Oxygen Consumption Motion
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Classification of EEG based-mental fatigue using principal component analysis and Bayesian neural network.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
This paper presents an electroencephalography (EEG) based-classification of between pre- and post-mental load tasks for mental fatigue detection from 65 healthy participants. During the data collection, eye closed and eye open tasks were collected be...
Electroencephalography Signal Processing, Computer-Assisted Mental Fatigue Adolescent Principal Component Analysis Humans Bayes Theorem Adult Aged Neural Networks, Computer Middle Aged Young Adult Algorithms
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Deep neural network architectures for forecasting analgesic response.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Response to prescribed analgesic drugs varies between individuals, and choosing the right drug/dose often involves a lengthy, iterative process of trial and error. Furthermore, a significant portion of patients experience adverse events such as post-...
Support Vector Machine Pain Measurement Pain, Postoperative Urinary Retention Neural Networks, Computer Oxycodone Analgesics Humans Machine Learning Administration, Oral Postoperative Complications Analgesia
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Implementation of a smartphone as a wireless gyroscope platform for quantifying reduced arm swing in hemiplegie gait with machine learning classification by multilayer perceptron neural network.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Natural gait consists of synchronous and rhythmic patterns for both the lower and upper limb. People with hemiplegia can experience reduced arm swing, which can negatively impact the quality of gait. Wearable and wireless sensors, such as through a s...
Gait Arm Monitoring, Ambulatory Hemiplegia Paresis Mobile Applications Equipment Design Machine Learning Humans Internet Reproducibility of Results Neural Networks, Computer Smartphone
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The effects of deep network topology on mortality prediction.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Deep learning has achieved remarkable results in the areas of computer vision, speech recognition, natural language processing and most recently, even playing Go. The application of deep-learning to problems in healthcare, however, has gained attenti...
Humans Logistic Models Neural Networks, Computer Mortality Natural Language Processing Machine Learning Models, Statistical Female Odds Ratio Algorithms Regression Analysis Reproducibility of Results Electronic Health Records Male
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Sensor data quality processing for vital signs with opportunistic ambient sensing.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Opportunistic ambient sensing involves placement of sensors appropriately so that intermittent contact can be made unobtrusively for gathering physiological signals for vital signs. In this paper, we discuss the results of our quality processing syst...
Decision Trees Discriminant Analysis Heart Rate Data Accuracy Humans Neural Networks, Computer Support Vector Machine
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