AIMC Topic: Support Vector Machine

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Applying deep learning to single-trial EEG data provides evidence for complementary theories on action control.

Communications biology Mar 9, 2020
Efficient action control is indispensable for goal-directed behaviour. Different theories have stressed the importance of either attention or response selection sub-processes for action control. Yet, it is unclear to what extent these processes can b...
Conflict, Psychological Brain Waves Neuropsychological Tests Motor Activity Support Vector Machine Predictive Value of Tests Electroencephalography Signal Processing, Computer-Assisted Reaction Time Attention Goals Male Deep Learning Adolescent Cognition Female Young Adult Adult Humans Brain
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Soft Clustering for Enhancing the Diagnosis of Chronic Diseases over Machine Learning Algorithms.

Journal of healthcare engineering Mar 9, 2020
Chronic diseases represent a serious threat to public health across the world. It is estimated at about 60% of all deaths worldwide and approximately 43% of the global burden of chronic diseases. Thus, the analysis of the healthcare data has helped h...
Chronic Disease Humans Bayes Theorem Machine Learning Algorithms Female United States Male Mass Screening Public Health Support Vector Machine Cluster Analysis
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A Generic Design of Driver Drowsiness and Stress Recognition Using MOGA Optimized Deep MKL-SVM.

Sensors (Basel, Switzerland) Mar 7, 2020
Driver drowsiness and stress are major causes of traffic deaths and injuries, which ultimately wreak havoc on world economic loss. Researchers are in full swing to develop various algorithms for both drowsiness and stress recognition. In contrast to ...
Humans Algorithms Stress, Psychological ROC Curve Support Vector Machine Automobile Driving Sleepiness
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A fully automated hybrid human sperm detection and classification system based on mobile-net and the performance comparison with conventional methods.

Medical & biological engineering & computing Mar 6, 2020
Sperm morphology, as an indicator of fertility, is a critical tool in semen analysis. In this study, a smartphone-based hybrid system that fully automates the sperm morphological analysis is introduced with the aim of eliminating unwanted human facto...
Humans Neural Networks, Computer Young Adult Adult Semen Analysis Spermatozoa Image Interpretation, Computer-Assisted Wavelet Analysis Male Deep Learning Smartphone Support Vector Machine
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Recognition of Common Non-Normal Walking Actions Based on Relief-F Feature Selection and Relief-Bagging-SVM.

Sensors (Basel, Switzerland) Mar 6, 2020
Action recognition algorithms are widely used in the fields of medical health and pedestrian dead reckoning (PDR). The classification and recognition of non-normal walking actions and normal walking actions are very important for improving the accura...
Decision Trees Principal Component Analysis Signal Processing, Computer-Assisted Walking Acceleration Pattern Recognition, Automated Humans Reproducibility of Results Time Factors ROC Curve Support Vector Machine
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A Hybrid PSO-SVM Model Based on Safety Risk Prediction for the Design Process in Metro Station Construction.

International journal of environmental research and public health Mar 5, 2020
Incorporating safety risk into the design process is one of the most effective design sciences to enhance the safety of metro station construction. In such a case, the concept of Design for Safety (DFS) has attracted much attention. However, most of ...
Algorithms Risk Assessment Models, Theoretical Facility Design and Construction Support Vector Machine Construction Industry Railroads
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A generalizable 29-mRNA neural-network classifier for acute bacterial and viral infections.

Nature communications Mar 4, 2020
Improved identification of bacterial and viral infections would reduce morbidity from sepsis, reduce antibiotic overuse, and lower healthcare costs. Here, we develop a generalizable host-gene-expression-based classifier for acute bacterial and viral ...
Humans Neural Networks, Computer Intensive Care Units Datasets as Topic Host-Pathogen Interactions Virus Diseases Sepsis Hospital Mortality Adult ROC Curve Female Male RNA, Messenger Aged Middle Aged Support Vector Machine Aged, 80 and over Gene Expression Profiling Bacterial Infections Acute Disease
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Using Natural Language Processing to improve EHR Structured Data-based Surgical Site Infection Surveillance.

AMIA ... Annual Symposium proceedings. AMIA Symposium Mar 4, 2020
Surgical Site Infection surveillance in healthcare systems is labor intensive and plagued by underreporting as current methodology relies heavily on manual chart review. The rapid adoption of electronic health records (EHRs) has the potential to allo...
Decision Trees Humans Information Storage and Retrieval Electronic Health Records Natural Language Processing Machine Learning Sensitivity and Specificity Surgical Wound Infection Algorithms Logistic Models Support Vector Machine
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Machine Learned Mapping of Local EHR Flowsheet Data to Standard Information Models using Topic Model Filtering.

AMIA ... Annual Symposium proceedings. AMIA Symposium Mar 4, 2020
Electronic health record (EHR) data must be mapped to standard information models for interoperability and to support research across organizations. New information models are being developed and validated for data important to nursing, but a signifi...
Humans Support Vector Machine Machine Learning Health Information Interoperability Electronic Health Records Health Information Management
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Predicting Adverse Drug Reactions on Distributed Health Data using Federated Learning.

AMIA ... Annual Symposium proceedings. AMIA Symposium Mar 4, 2020
Using electronic health data to predict adverse drug reaction (ADR) incurs practical challenges, such as lack of adequate data from any single site for rare ADR detection, resource constraints on integrating data from multiple sources, and privacy co...
Humans Adverse Drug Reaction Reporting Systems Machine Learning Logistic Models Databases, Factual Electronic Health Records Support Vector Machine Drug-Related Side Effects and Adverse Reactions
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