AIMC Topic: Support Vector Machine

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Clinical value of machine learning-based interpretation of I-123 FP-CIT scans to detect Parkinson's disease: a two-center study.

Annals of nuclear medicine Jan 20, 2021
PURPOSE: Our aim was to develop and validate a machine learning (ML)-based approach for interpretation of I-123 FP-CIT SPECT scans to discriminate Parkinson's disease (PD) from non-PD and to determine its generalizability and clinical value in two ce...
Female Aged Male Middle Aged Support Vector Machine Parkinson Disease Humans Machine Learning Retrospective Studies Image Interpretation, Computer-Assisted Tomography, Emission-Computed, Single-Photon Tropanes
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Deep transfer learning approaches for bleeding detection in endoscopy images.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jan 19, 2021
Wireless capsule endoscopy is a non-invasive, wireless imaging tool that has developed rapidly over the last several years. One of the main limiting factors using this technology is that it produces a huge number of images, whose analysis, to be done...
Algorithms Capsule Endoscopy Diagnosis, Computer-Assisted Neural Networks, Computer Support Vector Machine
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Preictal state detection using prodromal symptoms: A machine learning approach.

Epilepsia Jan 19, 2021
A reliable identification of a high-risk state for upcoming seizures may allow for preemptive treatment and improve the quality of patients' lives. We evaluated the ability of prodromal symptoms to predict preictal states using a machine learning (ML...
Attention Video Recording Tinnitus Area Under Curve Electroencephalography Seizures Reading Drug Resistant Epilepsy Prodromal Symptoms Photophobia Affect Comprehension Hearing Loss Middle Aged Speech Surveys and Questionnaires Support Vector Machine Vision Disorders Noise Young Adult Adult Male Humans Machine Learning Female
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Machine learning prediction of neurocognitive impairment among people with HIV using clinical and multimodal magnetic resonance imaging data.

Journal of neurovirology Jan 19, 2021
Diagnosis of HIV-associated neurocognitive impairment (NCI) continues to be a clinical challenge. The purpose of this study was to develop a prediction model for NCI among people with HIV using clinical- and magnetic resonance imaging (MRI)-derived f...
Image Interpretation, Computer-Assisted Humans AIDS Dementia Complex Support Vector Machine Magnetic Resonance Imaging
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Prediction of Protein-ATP Binding Residues Based on Ensemble of Deep Convolutional Neural Networks and LightGBM Algorithm.

International journal of molecular sciences Jan 19, 2021
Accurately identifying protein-ATP binding residues is important for protein function annotation and drug design. Previous studies have used classic machine-learning algorithms like support vector machine (SVM) and random forest to predict protein-AT...
Proteins Humans Amino Acid Sequence Neural Networks, Computer Adenosine Triphosphate Computational Biology Support Vector Machine Machine Learning Carrier Proteins Algorithms Protein Binding
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Classification and prediction of protein-protein interaction interface using machine learning algorithm.

Scientific reports Jan 19, 2021
Structural insight of the protein-protein interaction (PPI) interface can provide knowledge about the kinetics, thermodynamics and molecular functions of the complex while elucidating its role in diseases and further enabling it as a potential therap...
Support Vector Machine Proteins Databases, Protein Thermodynamics Protein Interaction Mapping Molecular Docking Simulation Models, Molecular Protein Interaction Maps Binding Sites Protein Binding
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Automatic classification of mice vocalizations using Machine Learning techniques and Convolutional Neural Networks.

PloS one Jan 19, 2021
Ultrasonic vocalizations (USVs) analysis is a well-recognized tool to investigate animal communication. It can be used for behavioral phenotyping of murine models of different disorders. The USVs are usually recorded with a microphone sensitive to ul...
Ultrasonics Animal Communication Vocalization, Animal Mice Neural Networks, Computer Support Vector Machine Machine Learning Ultrasonic Waves Animals
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Skin tear classification using machine learning from digital RGB image.

Journal of tissue viability Jan 16, 2021
AIM: Skin tears are traumatic wounds characterised by separation of the skin layers. Severity evaluation is important in the management of skin tears. To support the assessment and management of skin tears, this study aimed to develop an algorithm to...
Support Vector Machine Skin Humans Machine Learning Algorithms
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Automatic medical protocol classification using machine learning approaches.

Computer methods and programs in biomedicine Jan 16, 2021
BACKGROUND AND OBJECTIVE: Assignment of medical imaging procedure protocols requires extensive knowledge about patient's data, usually included in radiological request forms and radiological reports. Assignment of protocol is required prior to radiol...
Natural Language Processing Machine Learning Support Vector Machine Magnetic Resonance Imaging Humans Artificial Intelligence
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QSSR Modeling of Bacillus Subtilis Lipase A Peptide Collision Cross-Sections in Ion Mobility Spectrometry: Local Descriptor Versus Global Descriptor.

The protein journal Jan 16, 2021
To investigate the structure-dependent peptide mobility behavior in ion mobility spectrometry (IMS), quantitative structure-spectrum relationship (QSSR) is systematically modeled and predicted for the collision cross section Ω values of totally 162 s...
Bacillus subtilis Principal Component Analysis Least-Squares Analysis Support Vector Machine Lipase Quantitative Structure-Activity Relationship Monte Carlo Method Bacterial Proteins Ion Mobility Spectrometry Amino Acids Oligopeptides
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