AIMC Topic: Support Vector Machine

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Walking Imagery Evaluation in Brain Computer Interfaces via a Multi-View Multi-Level Deep Polynomial Network.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Jan 25, 2019
Brain-computer interfaces based on motor imagery (MI) have been widely used to support the rehabilitation of motor functions of the upper limbs rather than lower limbs. This is probably because it is more difficult to detect the brain activities of l...
Imagination Male Paralysis Brain Virtual Reality Support Vector Machine Electroencephalography Female Walking Humans Young Adult Neural Networks, Computer Healthy Volunteers Adult Algorithms Brain-Computer Interfaces
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Molecular and epigenetic profiles of BRCA1-like hormone-receptor-positive breast tumors identified with development and application of a copy-number-based classifier.

Breast cancer research : BCR Jan 25, 2019
BACKGROUND: BRCA1-mutated cancers exhibit deficient homologous recombination (HR) DNA repair, resulting in extensive copy number alterations and genome instability. HR deficiency can also arise in tumors without a BRCA1 mutation. Compared with other ...
Receptors, Progesterone Female BRCA1 Protein Aged DNA Copy Number Variations Middle Aged Adult Humans CpG Islands Breast Epigenomics Homologous Recombination Survival Analysis Support Vector Machine Breast Neoplasms Promoter Regions, Genetic Datasets as Topic DNA Methylation Receptors, Estrogen
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Using an optimal set of features with a machine learning-based approach to predict effector proteins for Legionella pneumophila.

PloS one Jan 25, 2019
Type IV secretion systems exist in a number of bacterial pathogens and are used to secrete effector proteins directly into host cells in order to change their environment making the environment hospitable for the bacteria. In recent years, several ma...
Models, Genetic Support Vector Machine Bacterial Proteins Virulence Factors Legionella pneumophila Legionnaires' Disease Type IV Secretion Systems Humans
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Identification of D Modification Sites by Integrating Heterogeneous Features in .

Molecules (Basel, Switzerland) Jan 22, 2019
As an abundant post-transcriptional modification, dihydrouridine (D) has been found in transfer RNA (tRNA) from bacteria, eukaryotes, and archaea. Nonetheless, knowledge of the exact biochemical roles of dihydrouridine in mediating tRNA function is s...
Algorithms Nucleic Acid Conformation Saccharomyces cerevisiae RNA, Transfer Uridine Reproducibility of Results Support Vector Machine Chemical Phenomena
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TargetDBP: Accurate DNA-Binding Protein Prediction Via Sequence-Based Multi-View Feature Learning.

IEEE/ACM transactions on computational biology and bioinformatics Jan 18, 2019
Accurately identifying DNA-binding proteins (DBPs) from protein sequence information is an important but challenging task for protein function annotations. In this paper, we establish a novel computational method, named TargetDBP, for accurately targ...
Algorithms Computational Biology Support Vector Machine Databases, Protein DNA-Binding Proteins Sequence Analysis, Protein Position-Specific Scoring Matrices Machine Learning
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A Deep Neural Network-Based Pain Classifier Using a Photoplethysmography Signal.

Sensors (Basel, Switzerland) Jan 18, 2019
Side effects occur when excessive or low doses of analgesics are administered compared to the required amount to mediate the pain induced during surgery. It is important to accurately assess the pain level of the patient during surgery. We proposed a...
Pain Heart Rate Postoperative Period Photoplethysmography Support Vector Machine Humans Signal Processing, Computer-Assisted Neural Networks, Computer Algorithms Middle Aged Deep Learning Time Factors ROC Curve Models, Theoretical
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Application of supervised machine learning algorithms in the classification of sagittal gait patterns of cerebral palsy children with spastic diplegia.

Computers in biology and medicine Jan 16, 2019
Gait classification has been widely used for children with cerebral palsy (CP) to assist with clinical decision making and to evaluate different treatment outcomes. The aim of this study was to evaluate supervised machine learning algorithms in the c...
Male Child Support Vector Machine Decision Trees Humans Neural Networks, Computer Female Gait Cerebral Palsy
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A single nucleotide polymorphism panel for individual identification and ancestry assignment in Caucasians and four East and Southeast Asian populations using a machine learning classifier.

Forensic science, medicine, and pathology Jan 16, 2019
Single nucleotide polymorphism (SNP) profiling is an effective means of individual identification and ancestry inferences in forensic genetics. This study established a SNP panel for the simultaneous individual identification and ancestry assignment ...
Genotype Support Vector Machine DNA, Mitochondrial Asian People Female Male Polymorphism, Single Nucleotide Genetics, Population DNA Fingerprinting Chromosomes, Human, X DNA Degradation, Necrotic White People Gene Frequency Asia Chromosomes, Human, Y Humans Machine Learning Retrospective Studies
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A unifying framework for interpreting and predicting mutualistic systems.

Nature communications Jan 16, 2019
Coarse-grained rules are widely used in chemistry, physics and engineering. In biology, however, such rules are less common and under-appreciated. This gap can be attributed to the difficulty in establishing general rules to encompass the immense div...
Models, Biological Probability Symbiosis Calibration Support Vector Machine Food Chain Feasibility Studies
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Automated diagnosis of HIV-associated neurocognitive disorders using large-scale Granger causality analysis of resting-state functional MRI.

Computers in biology and medicine Jan 15, 2019
HIV-associated neurocognitive disorders (HAND) represent an important source of neurologic complications in individuals with HIV. The dynamic, often subclinical, course of HAND has rendered diagnosis, which currently depends on neuropsychometric (NP)...
Female Adult Male Middle Aged Humans Brain Magnetic Resonance Imaging Neurocognitive Disorders Diagnosis, Computer-Assisted HIV Infections Support Vector Machine
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