AIMC Topic: Neural Networks, Computer

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Discrimination of Complex Activation Patterns in Near Infrared Optical Tomography with Artificial Neural Networks.

Advances in experimental medicine and biology Jan 1, 2018
Near-infrared optical tomography (NIROT) has great promise for many clinical problems. Here we focus on the study of brain function. During NIROT image reconstruction of brain activity, an inverse problem has to be solved that is sensitive to small s...
Spectroscopy, Near-Infrared Humans Image Processing, Computer-Assisted Neural Networks, Computer Tomography, Optical Brain
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Know When You Don't Know: A Robust Deep Learning Approach in the Presence of Unknown Phenotypes.

Assay and drug development technologies Jan 1, 2018
Deep convolutional neural networks show outstanding performance in image-based phenotype classification given that all existing phenotypes are presented during the training of the network. However, in real-world high-content screening (HCS) experimen...
Deep Learning Neural Networks, Computer Bayes Theorem Phenotype High-Throughput Screening Assays Monte Carlo Method
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Classification of Infectious and Noninfectious Diseases Using Artificial Neural Networks from 24-Hour Continuous Tympanic Temperature Data of Patients with Undifferentiated Fever.

Critical reviews in biomedical engineering Jan 1, 2018
Fever is one of the major clinical symptoms of undifferentiated fever cases. Early diagnosis of undifferentiated fever is a challenging task for the physician. The aim of this study was to classify infectious and noninfectious diseases from 24-hour c...
Monitoring, Physiologic Body Temperature Noncommunicable Diseases Humans Diagnosis, Differential Adult Circadian Rhythm Health Records, Personal Male Neural Networks, Computer Ear, Middle Fever Middle Aged Machine Learning Algorithms Communicable Diseases Female
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Automation of Detection of Cervical Cancer Using Convolutional Neural Networks.

Critical reviews in biomedical engineering Jan 1, 2018
Classification of digital cervical images acquired during visual inspection with acetic acid (VIA) is an important step in automated image-based cervical cancer detection. Many algorithms have been developed for classification of cervical images base...
Uterine Cervical Neoplasms Image Processing, Computer-Assisted Cervix Uteri Early Detection of Cancer Predictive Value of Tests Feasibility Studies Female Reproducibility of Results Sensitivity and Specificity Neural Networks, Computer Machine Learning Algorithms Humans Automation
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Plasma fatty acid profile as biomarker of coronary artery disease: a pilot study using fourth generation artificial neural networks.

Journal of biological regulators and homeostatic agents Jan 1, 2018
Many studies, focused on identifying new biomarkers for coronary artery disease (CAD) risk computation and monitoring, suggested a potential diagnostic role for fatty acids (FA). In the present study, we explored the potential diagnostic role of FA b...
Humans Middle Aged Neural Networks, Computer Pilot Projects Aged Biomarkers Fatty Acids Sensitivity and Specificity Coronary Artery Disease Male
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Handmade trileaflet valve design and validation for patch-valved conduit reconstruction using generalized regression machine learning model.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2018
Pulmonary valve diseases include the different degrees of aortic stenosis or congenital defects in children or adults. Valve repair or replacement surgery is commonly performed to relieve valvular dysfunction and improve the significant flow regurgit...
Stents Heart Valve Diseases Pulmonary Valve Machine Learning Humans Tomography, X-Ray Computed Neural Networks, Computer Prosthesis Design
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Extracting chemical-protein relations with ensembles of SVM and deep learning models.

Database : the journal of biological databases and curation Jan 1, 2018
Mining relations between chemicals and proteins from the biomedical literature is an increasingly important task. The CHEMPROT track at BioCreative VI aims to promote the development and evaluation of systems that can automatically detect the chemica...
Databases, Chemical Data Curation Reproducibility of Results Models, Theoretical Support Vector Machine Neural Networks, Computer Proteins Machine Learning Databases, Protein
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Leveraging prior knowledge for protein-protein interaction extraction with memory network.

Database : the journal of biological databases and curation Jan 1, 2018
Automatically extracting protein-protein interactions (PPIs) from biomedical literature provides additional support for precision medicine efforts. This paper proposes a novel memory network-based model (MNM) for PPI extraction, which leverages prior...
Algorithms Databases, Protein Statistics as Topic Knowledge Protein Interaction Mapping Neural Networks, Computer
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Speech emotion recognition based on brain and mind emotional learning model.

Journal of integrative neuroscience Jan 1, 2018
Speech emotion recognition is a challenging obstacle to enabling communication between humans and machines. The present study introduces a new model of speech emotion recognition based on the relationship between the human brain and mind. According t...
Computer Simulation Learning Emotions Neural Networks, Computer Machine Learning Brain Models, Psychological Speech Perception Pattern Recognition, Physiological Models, Neurological Memory, Short-Term Pattern Recognition, Automated Humans Memory, Long-Term
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Structural Risk Evaluation of a Deep Neural Network and a Markov Model in Extracting Medical Information from Phonocardiography.

Studies in health technology and informatics Jan 1, 2018
This paper presents a method for exploring structural risk of any artificial intelligence-based method in bioinformatics, the A-Test method. This method provides a way to not only quantitate the structural risk associated with a classification method...
Computational Biology Artificial Intelligence Humans Heart Sounds Algorithms Neural Networks, Computer Phonocardiography Risk Assessment
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