AIMC Topic: Support Vector Machine

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Computerized detection of leukocytes in microscopic leukorrhea images.

Medical physics Jul 18, 2017
PURPOSE: Detection of leukocytes is critical for the routine leukorrhea exam, which is widely used in gynecological examinations. An elevated vaginal leukocyte count in women with bacterial vaginosis is a strong predictor of vaginal or cervical infec...
Humans Support Vector Machine Leukocytes Leukorrhea Neural Networks, Computer Female Image Processing, Computer-Assisted
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Knowledge-transfer learning for prediction of matrix metalloprotease substrate-cleavage sites.

Scientific reports Jul 18, 2017
Matrix Metalloproteases (MMPs) are an important family of proteases that play crucial roles in key cellular and disease processes. Therefore, MMPs constitute important targets for drug design, development and delivery. Advanced proteomic technologies...
Isoenzymes Amino Acid Sequence Matrix Metalloproteinases Substrate Specificity Reproducibility of Results Computational Biology Support Vector Machine Algorithms Databases, Factual
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Sparse Contribution Feature Selection and Classifiers Optimized by Concave-Convex Variation for HCC Image Recognition.

BioMed research international Jul 17, 2017
Accurate classification of hepatocellular carcinoma (HCC) image is of great importance in pathology diagnosis and treatment. This paper proposes a concave-convex variation (CCV) method to optimize three classifiers (random forest, support vector mach...
Carcinoma, Hepatocellular Humans Image Processing, Computer-Assisted Databases, Factual Support Vector Machine Liver Neoplasms
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Classification of Diffusion Tensor Metrics for the Diagnosis of a Myelopathic Cord Using Machine Learning.

International journal of neural systems Jul 16, 2017
In this study, we propose an automated framework that combines diffusion tensor imaging (DTI) metrics with machine learning algorithms to accurately classify control groups and groups with cervical spondylotic myelopathy (CSM) in the spinal cord. The...
Support Vector Machine Diffusion Tensor Imaging Middle Aged Spondylosis Humans Anisotropy Female Young Adult ROC Curve Algorithms Aged Adult Image Processing, Computer-Assisted Aged, 80 and over Male
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Urban air quality forecasting based on multi-dimensional collaborative Support Vector Regression (SVR): A case study of Beijing-Tianjin-Shijiazhuang.

PloS one Jul 14, 2017
Today, China is facing a very serious issue of Air Pollution due to its dreadful impact on the human health as well as the environment. The urban cities in China are the most affected due to their rapid industrial and economic growth. Therefore, it i...
Beijing Support Vector Machine China Air Pollution Cities Weather Environmental Monitoring
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A machine learning framework involving EEG-based functional connectivity to diagnose major depressive disorder (MDD).

Medical & biological engineering & computing Jul 13, 2017
Major depressive disorder (MDD), a debilitating mental illness, could cause functional disabilities and could become a social problem. An accurate and early diagnosis for depression could become challenging. This paper proposed a machine learning fra...
Humans Adult Sensitivity and Specificity Male Female Reproducibility of Results Young Adult Bayes Theorem Electroencephalography Logistic Models Middle Aged Models, Theoretical Depressive Disorder, Major Support Vector Machine Surveys and Questionnaires
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Combining Supervised and Unsupervised Learning for Improved miRNA Target Prediction.

IEEE/ACM transactions on computational biology and bioinformatics Jul 13, 2017
MicroRNAs (miRNAs) are short non-coding RNAs which bind to mRNAs and regulate their expression. MiRNAs have been found to be associated with initiation and progression of many complex diseases. Investigating miRNAs and their targets can thus help dev...
Unsupervised Machine Learning Supervised Machine Learning Sequence Analysis, RNA Support Vector Machine MicroRNAs Gene Expression Profiling Transcriptome Gene Regulatory Networks Computational Biology RNA, Messenger
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Feature Selection and Parameters Optimization of SVM Using Particle Swarm Optimization for Fault Classification in Power Distribution Systems.

Computational intelligence and neuroscience Jul 11, 2017
Fast and accurate fault classification is essential to power system operations. In this paper, in order to classify electrical faults in radial distribution systems, a particle swarm optimization (PSO) based support vector machine (SVM) classifier ha...
Support Vector Machine Electricity Electric Power Supplies
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Defining and characterizing the critical transition state prior to the type 2 diabetes disease.

PloS one Jul 7, 2017
BACKGROUND: Type 2 diabetes mellitus (T2DM), with increased risk of serious long-term complications, currently represents 8.3% of the adult population. We hypothesized that a critical transition state prior to the new onset T2DM can be revealed throu...
Health Information Exchange Gene Expression Regulation Prediabetic State Support Vector Machine Maine Markov Chains Gene Expression Profiling Datasets as Topic Diabetes Mellitus, Type 2 Female Humans Insulin Resistance Adult Electronic Health Records Male
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PAK6-Associated Support Vector Machine Classifier: A New Way to Evaluate Response and Survival of Gastric Cancer Treated by 5-FU/Oxaliplatin Chemotherapy.

EBioMedicine Jul 5, 2017
Organoplatinum Compounds p21-Activated Kinases Humans Oxaliplatin Stomach Neoplasms Support Vector Machine Colorectal Neoplasms Fluorouracil Antineoplastic Combined Chemotherapy Protocols
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