AIMC Topic: Models, Statistical

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An Overview on Predicting Protein Subchloroplast Localization by using Machine Learning Methods.

Current protein & peptide science Jan 1, 2020
The chloroplast is a type of subcellular organelle of green plants and eukaryotic algae, which plays an important role in the photosynthesis process. Since the function of a protein correlates with its location, knowing its subchloroplast localizatio...
Amino Acid Sequence Datasets as Topic Protein Transport Gene Expression Regulation, Plant Chloroplast Proteins Chloroplasts Computational Biology Proteome Models, Statistical Plants Machine Learning
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Prediction of Sex-Specific Suicide Risk Using Machine Learning and Single-Payer Health Care Registry Data From Denmark.

JAMA psychiatry Jan 1, 2020
IMPORTANCE: Suicide is a public health problem, with multiple causes that are poorly understood. The increased focus on combining health care data with machine-learning approaches in psychiatry may help advance the understanding of suicide risk.
Adult Sex Factors Machine Learning Male Marital Status Suicide Humans Mental Disorders Middle Aged Single-Payer System Models, Statistical Risk Assessment Female Suicide, Completed Denmark Registries
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Reporting on deep learning algorithms in health care.

The Lancet. Digital health Nov 1, 2019
Bias Humans Algorithms Delivery of Health Care Deep Learning Models, Statistical
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Network context matters: graph convolutional network model over social networks improves the detection of unknown HIV infections among young men who have sex with men.

Journal of the American Medical Informatics Association : JAMIA Nov 1, 2019
OBJECTIVE: HIV infection risk can be estimated based on not only individual features but also social network information. However, there have been insufficient studies using n machine learning methods that can maximize the utility of such information...
Machine Learning Prospective Studies Young Adult Adult Humans Neural Networks, Computer Models, Theoretical Models, Statistical Homosexuality, Male Sexual Partners Male Adolescent HIV Infections Disease Transmission, Infectious Social Networking
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Fuzzy Gaussian Lasso clustering with application to cancer data.

Mathematical biosciences and engineering : MBE Sep 30, 2019
Recently, Yang et al. (2019) proposed a fuzzy model-based Gaussian (F-MB-Gauss) clustering that combines a model-based Gaussian with fuzzy membership functions for clustering. In this paper, we further consider the F-MB-Gauss clustering with the leas...
Normal Distribution Leukemia Humans Fuzzy Logic Cluster Analysis Models, Statistical Male Signal Processing, Computer-Assisted Algorithms Neoplasms Colonic Neoplasms Female Blood Glucose Glucose Tolerance Test Image Processing, Computer-Assisted Breast Neoplasms Pattern Recognition, Automated
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Integration of Anatomy Ontologies and Evo-Devo Using Structured Markov Models Suggests a New Framework for Modeling Discrete Phenotypic Traits.

Systematic biology Sep 1, 2019
Modeling discrete phenotypic traits for either ancestral character state reconstruction or morphology-based phylogenetic inference suffers from ambiguities of character coding, homology assessment, dependencies, and selection of adequate models. Thes...
Anatomy Biological Evolution Animals Phenotype Models, Statistical Biological Ontologies Classification
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Identifying vulnerable older adult populations by contextualizing geriatric syndrome information in clinical notes of electronic health records.

Journal of the American Medical Informatics Association : JAMIA Aug 1, 2019
OBJECTIVE: Geriatric syndromes such as functional disability and lack of social support are often not encoded in electronic health records (EHRs), thus obscuring the identification of vulnerable older adults in need of additional medical and social s...
Health Equity International Classification of Diseases Urinary Incontinence Mobility Limitation Frail Elderly Models, Statistical Natural Language Processing Electronic Health Records Humans Aged Neural Networks, Computer Social Support Accidental Falls
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Outlier detection for questionnaire data in biobanks.

International journal of epidemiology Aug 1, 2019
BACKGROUND: Biobanks increasingly collect, process and store omics with more conventional epidemiologic information necessitating considerable effort in data cleaning. An efficient outlier detection method that reduces manual labour is highly desirab...
Humans Machine Learning Algorithms Surveys and Questionnaires Models, Statistical Principal Component Analysis
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Fast honey classification using infrared spectrum and machine learning.

Mathematical biosciences and engineering : MBE Jul 29, 2019
Honey has been one previous natural food in human history. However, as the supply cannot satisfy the market demand, many incidents of adulterated and fraudulent honey have been reported. In Taiwan, some common adulterated honey and fraudulent honey i...
Food Contamination Food Industry Principal Component Analysis Machine Learning Food Analysis Fructose Honey Animals Models, Statistical Scattering, Radiation Bees Support Vector Machine Taiwan Spectrophotometry, Infrared
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Where to search top-K biomedical ontologies?

Briefings in bioinformatics Jul 19, 2019
MOTIVATION: Searching for precise terms and terminological definitions in the biomedical data space is problematic, as researchers find overlapping, closely related and even equivalent concepts in a single or multiple ontologies. Search engines that ...
Models, Statistical Expert Systems Humans Information Storage and Retrieval Search Engine Algorithms Biological Ontologies Computational Biology
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