AIMC Topic: Neural Networks, Computer

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Handwritten-Digit Recognition by Hybrid Convolutional Neural Network based on HfO Memristive Spiking-Neuron.

Scientific reports Aug 22, 2018
Although there is a huge progress in complementary-metal-oxide-semiconductor (CMOS) technology, construction of an artificial neural network using CMOS technology to realize the functionality comparable with that of human cerebral cortex containing 1...
Handwriting Brain Models, Neurological Neurons Semiconductors Humans Neural Networks, Computer
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Convolutional Neural Network Using a Breast MRI Tumor Dataset Can Predict Oncotype Dx Recurrence Score.

Journal of magnetic resonance imaging : JMRI Aug 21, 2018
BACKGROUND: Oncotype Dx is a validated genetic analysis that provides a recurrence score (RS) to quantitatively predict outcomes in patients who meet the criteria of estrogen receptor positive / human epidermal growth factor receptor-2 negative (ER+/...
Image Processing, Computer-Assisted Treatment Outcome Magnetic Resonance Imaging Area Under Curve Neoplasm Recurrence, Local Receptor, ErbB-2 Carcinoma, Ductal, Breast Estrogen Receptor alpha Breast Neoplasms Middle Aged ROC Curve Imaging, Three-Dimensional Humans Neural Networks, Computer Algorithms Retrospective Studies Female Reproducibility of Results Aged Adult
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Endoscopic Diagnostic Support System for cT1b Colorectal Cancer Using Deep Learning.

Oncology Aug 21, 2018
OBJECTIVE: This study aimed to use convolutional neural network (CNN), a deep learning software, to assist in cT1b diagnosis.
Humans Neural Networks, Computer Machine Learning Colorectal Neoplasms Area Under Curve Deep Learning Neoplasm Staging ROC Curve Colposcopy Decision Support Systems, Clinical
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Drug-drug interaction extraction from biomedical texts using long short-term memory network.

Journal of biomedical informatics Aug 21, 2018
The simultaneous administration of multiple drugs increases the probability of interaction among them, as one drug may affect the activities of others. This interaction among drugs may have a positive or negative impact on the therapeutic outcomes. T...
Linguistics Neural Networks, Computer Software Algorithms Language Medical Informatics Reproducibility of Results Semantics Support Vector Machine Linear Models Drug Interactions Polypharmacy Knowledge Bases
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Using person-specific neural networks to characterize heterogeneity in eating disorders: Illustrative links between emotional eating and ovarian hormones.

The International journal of eating disorders Aug 21, 2018
OBJECTIVE: Emotional eating has been linked to ovarian hormone functioning, but no studies to-date have considered the role of brain function. This knowledge gap may stem from methodological challenges: Data are heterogeneous, violating assumptions o...
Progesterone Feeding and Eating Disorders Magnetic Resonance Imaging Female Emotions Brain Mapping Twins Humans Adult Models, Statistical Menstrual Cycle Eating Neural Networks, Computer Surveys and Questionnaires Saliva Brain Estradiol Feeding Behavior
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Deep Neural Representation Guided Face Sketch Synthesis.

IEEE transactions on visualization and computer graphics Aug 20, 2018
Face sketch synthesis shows great applications in a lot of fields such as online entertainment and suspects identification. Existing face sketch synthesis methods learn the patch-wise sketch style from the training dataset containing photo-sketch pai...
Face Computer Graphics Art Neural Networks, Computer Humans Algorithms Databases, Factual Image Processing, Computer-Assisted
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Rise of Deep Learning for Genomic, Proteomic, and Metabolomic Data Integration in Precision Medicine.

Omics : a journal of integrative biology Aug 20, 2018
Machine learning (ML) is being ubiquitously incorporated into everyday products such as Internet search, email spam filters, product recommendations, image classification, and speech recognition. New approaches for highly integrated manufacturing and...
Metabolomics Precision Medicine Neural Networks, Computer Deep Learning Machine Learning Genomics Proteomics
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Application of chaos in a recurrent neural network to control in ill-posed problems: a novel autonomous robot arm.

Biological cybernetics Aug 20, 2018
Inspired by a viewpoint that complex/chaotic dynamics would play an important role in biological systems including the brain, chaotic dynamics introduced in a recurrent neural network was applied to robot control in ill-posed situations. By computer ...
Arm Nonlinear Dynamics Range of Motion, Articular Nerve Net Humans Neural Networks, Computer Computers Computer Simulation Models, Neurological Hand Strength Robotics
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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning.

Nature neuroscience Aug 20, 2018
Quantifying behavior is crucial for many applications in neuroscience. Videography provides easy methods for the observation and recording of animal behavior in diverse settings, yet extracting particular aspects of a behavior for further analysis ca...
Male Deep Learning Mice Posture Humans Neural Networks, Computer Algorithms Animals Behavior, Animal Drosophila melanogaster Nerve Net Behavior Mice, Inbred C57BL Odorants Psychomotor Performance Video Recording Transfer, Psychology
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Sleep-wake classification via quantifying heart rate variability by convolutional neural network.

Physiological measurement Aug 20, 2018
OBJECTIVE: Fluctuations in heart rate are intimately related to changes in the physiological state of the organism. We exploit this relationship by classifying a human participant's wake/sleep status using his instantaneous heart rate (IHR) series.
Humans Neural Networks, Computer Databases, Factual Female Heart Rate Adult Healthy Volunteers Male Wakefulness Electrocardiography Sleep Signal Processing, Computer-Assisted
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