ArticleFrontiers in genetics2012
Naïve Bayesian Classifier and Genetic Risk Score for Genetic Risk Prediction of a Categorical Trait: Not so Different after all!
Article in Frontiers in genetics, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 2 of them syntheses that pooled it.
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Who cites it
21 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Use of Genomic Information in Health Impact Assessment is Yet to Come: A Systematic Review.International journal of environmental research and public health · 2020Pooled it
- Review: a meta-analysis of GWAS and age-associated diseases.Aging cell · 2012Pooled it
- Artificial intelligence and machine learning in precision and genomic medicine.Medical oncology (Northwood, London, England) · 2022Review
- Estimating the relative probability of direct transmission between infectious disease patients.International journal of epidemiology · 2020Article
- The genetic risk for hypertension is lower among the Hungarian Roma population compared to the general population.PloS one · 2020Article
- Artificial intelligence with multi-functional machine learning platform development for better healthcare and precision medicine.Database : the journal of biological databases and curation · 2020Article
- Article
- A comparison of genomic profiles of complex diseases under different models.BMC medical genomics · 2016Article
- Multivariate Methods for Genetic Variants Selection and Risk Prediction in Cardiovascular Diseases.Frontiers in cardiovascular medicine · 2016Review
- Familial Risk for Exceptional Longevity.North American actuarial journal : NAAJ · 2016Article
- Comparison of machine learning classifiers for influenza detection from emergency department free-text reports.Journal of biomedical informatics · 2015Article
- Regularized machine learning in the genetic prediction of complex traits.PLoS genetics · 2014Article
- Prediction of fetal hemoglobin in sickle cell anemia using an ensemble of genetic risk prediction models.Circulation. Cardiovascular genetics · 2014Article
- Evaluation of an ensemble of genetic models for prediction of a quantitative trait.Frontiers in genetics · 2014Article
- PleioGRiP: genetic risk prediction with pleiotropy.Bioinformatics (Oxford, England) · 2013Article
- Bayesian prediction of microbial oxygen requirement.F1000Research · 2013Article
- RAvariome: a genetic risk variants database for rheumatoid arthritis based on assessment of reproducibility between or within human populations.Database : the journal of biological databases and curation · 2013Article
- Bayesian methods for multivariate modeling of pleiotropic SNP associations and genetic risk prediction.Frontiers in genetics · 2012Article
- Bayesian prediction of bacterial growth temperature range based on genome sequences.BMC genomics · 2012Article
- The genetics of extreme longevity: lessons from the new England centenarian study.Frontiers in genetics · 2012Article
Corrections and comments
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Authors and funding
3 authors.
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Abstract
One of the most popular modeling approaches to genetic risk prediction is to use a summary of risk alleles in the form of an unweighted or a weighted genetic risk score, with weights that relate to the odds for the phenotype in carriers of the individual alleles. Recent contributions have proposed the use of Bayesian classification rules using Naïve Bayes classifiers. We examine the relation between the two approaches for genetic risk prediction and show that the methods are mathematically related. In addition, we study the properties of the two approaches and describe how they can be generalized to include various models of inheritance.
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