AIMC Topic: Reproducibility of Results

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Monitoring and detecting atrial fibrillation using wearable technology.

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
Atrial fibrillation (AFib) is diagnosed by analysis of the morphological and rhythmic properties of the electrocardiogram. It was recently shown that accurate detection of AFib is possible using beat-to-beat interval variations. This raises the quest...
Heart Rate Photoplethysmography Monitoring, Ambulatory Accelerometry Pulse Electrocardiography Humans Signal Processing, Computer-Assisted Algorithms Atrial Fibrillation Retrospective Studies Reproducibility of Results
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Ensemble statistical and subspace clustering model for analysis of autism spectrum disorder phenotypes.

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
Heterogeneity in Autism Spectrum Disorder (ASD) is complex including variability in behavioral phenotype as well as clinical, physiologic, and pathologic parameters. The fifth edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-...
Diagnostic and Statistical Manual of Mental Disorders Autism Spectrum Disorder Prognosis Algorithms Reproducibility of Results Humans Phenotype Cluster Analysis Machine Learning Databases, Factual
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Classification of large-scale fundus image data sets: a cloud-computing framework.

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
Large medical image data sets with high dimensionality require substantial amount of computation time for data creation and data processing. This paper presents a novel generalized method that finds optimal image-based feature sets that reduce comput...
Humans Diabetic Retinopathy Algorithms Image Interpretation, Computer-Assisted Female Cloud Computing Databases as Topic Reproducibility of Results ROC Curve Fundus Oculi
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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...
Monitoring, Ambulatory Hemiplegia Paresis Equipment Design Internet Gait Machine Learning Arm Reproducibility of Results Humans Smartphone Neural Networks, Computer Mobile Applications
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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 Algorithms Electronic Health Records Female Neural Networks, Computer Machine Learning Odds Ratio Regression Analysis Mortality Natural Language Processing Reproducibility of Results Male Logistic Models Models, Statistical
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Risk prediction for cardiovascular disease using ECG data in the China kadoorie biobank.

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
We set out to use machine learning techniques to analyse ECG data to improve risk evaluation of cardiovascular disease in a very large cohort study of the Chinese population. We performed this investigation by (i) detecting "abnormality" using 3 one-...
Probability Blood Pressure Area Under Curve Biological Specimen Banks Arrhythmias, Cardiac Machine Learning Databases, Factual Reproducibility of Results Cardiovascular Diseases Cohort Studies Electrocardiography Humans Regression Analysis Risk Assessment China
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MSLVP: prediction of multiple subcellular localization of viral proteins using a support vector machine.

Molecular bioSystems Jul 19, 2016
Knowledge of the subcellular location (SCL) of viral proteins in the host cell is important for understanding their function in depth. Therefore, we have developed "MSLVP", a two-tier prediction algorithm for predicting multiple SCLs of viral protein...
Humans Software Databases, Protein Protein Transport Viral Proteins Algorithms Intracellular Space Web Browser Reproducibility of Results Computational Biology Support Vector Machine
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Cognitive Machine-Learning Algorithm for Cardiac Imaging: A Pilot Study for Differentiating Constrictive Pericarditis From Restrictive Cardiomyopathy.

Circulation. Cardiovascular imaging Jun 1, 2016
BACKGROUND: Associating a patient's profile with the memories of prototypical patients built through previous repeat clinical experience is a key process in clinical judgment. We hypothesized that a similar process using a cognitive computing tool wo...
Machine Learning Algorithms Decision Support Techniques Female Reproducibility of Results Humans Middle Aged Case-Control Studies Pilot Projects ROC Curve Diagnosis, Differential Aged Male Ventricular Function, Left Stroke Volume Feasibility Studies Predictive Value of Tests Echocardiography, Doppler Area Under Curve Cardiomyopathy, Restrictive Myocardium Pericarditis, Constrictive Biopsy
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Evaluation of a Machine-Learning Classifier for Keratoconus Detection Based on Scheimpflug Tomography.

Cornea Jun 1, 2016
PURPOSE: To evaluate the performance of a support vector machine algorithm that automatically and objectively identifies corneal patterns based on a combination of 22 parameters obtained from Pentacam measurements and to compare this method with othe...
Corneal Topography Diagnostic Techniques, Ophthalmological Humans Machine Learning Algorithms Corneal Pachymetry Retrospective Studies Young Adult Male Adult Middle Aged Sensitivity and Specificity Adolescent Female Keratoconus Reproducibility of Results
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Minimally interactive segmentation of 4D dynamic upper airway MR images via fuzzy connectedness.

Medical physics May 1, 2016
PURPOSE: There are several disease conditions that lead to upper airway restrictive disorders. In the study of these conditions, it is important to take into account the dynamic nature of the upper airway. Currently, dynamic magnetic resonance imagin...
Pattern Recognition, Automated Respiration Respiratory System Adolescent Time Factors Imaging, Three-Dimensional Image Processing, Computer-Assisted Sleep Apnea, Obstructive Motion Polycystic Ovary Syndrome Magnetic Resonance Imaging Fuzzy Logic Humans Female Reproducibility of Results
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