Reference health
Xgboost as a Reliable Machine Learning Tool for Predicting Ancestry Using Autosomal Str Profiles - Proof of Method
54/54 checkable references clean · checked 2026-08-31
Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.
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The 54 checked references that resolve
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Individual Identifiability Predicts Population Identifiability in Forensic Microsatellite Markers
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Gene expression cancer classification using modified K-Nearest Neighbors technique
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Y-Chromosome Evidence for Differing Ancient Demographic Histories in the Americas
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Knowledge-based analysis of microarray gene expression data by using support vector machines
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The Y chromosome as the most popular marker in genetic genealogy benefits interdisciplinary research
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Assessment of the Relationship between Self-Declared Ethnicity, Mitochondrial Haplogroups and Genomic Ancestry in Brazilian Individuals
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Inferring Continental Ancestry of Argentineans from Autosomal, Y‐Chromosomal and Mitochondrial DNA
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Hybrid gene selection approach using XGBoost and multi-objective genetic algorithm for cancer classification
resolves10.1089/forensic.2023.0013
Biogeographical Ancestry Estimation from Autosomal Short Tandem Repeats in the Sequencing Era
resolves10.1016/j.ajhg.2014.12.015
Estimates of Continental Ancestry Vary Widely among Individuals with the Same mtDNA Haplogroup
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A decision tree for genetic diagnosis of hereditary periodic fever in unselected patients
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Inferring ethnicity using 15 autosomal STR loci—Comparisons among populations of similar and distinctly different physical traits
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Integrating genetic algorithm and decision tree learning for assistance in predicting in vitro fertilization outcomes
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Population structure of Y chromosome SNP haplogroups in the United States and forensic implications for constructing Y chromosome STR databases
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Random effect based tests for multinomial logistic regression in genetic association studies
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A risk prediction model of gene signatures in ovarian cancer through bagging of GA-XGBoost models
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Genotype, haplotype and copy-number variation in worldwide human populations
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The Distribution of Human Genetic Diversity: A Comparison of Mitochondrial, Autosomal, and Y-Chromosome Data
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Trinculo: Bayesian and frequentist multinomial logistic regression for genome-wide association studies of multi-category phenotypes
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Mitochondrial DNA haplogroup, genetic ancestry, and susceptibility to Ewing sarcoma
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Progress toward an efficient panel of SNPs for ancestry inference
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Evaluation of the classification method using ancestry SNP markers for ethnic group
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Gene selection and sample classification on microarray data based on adaptive genetic algorithm/k-nearest neighbor method
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Gene Assessment and Sample Classification for Gene Expression Data Using a Genetic Algorithm / k-nearest Neighbor Method
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CoAIMs: A Cost-Effective Panel of Ancestry Informative Markers for Determining Continental Origins
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Copy number variations and genetic admixtures in three Xinjiang ethnic minority groups
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Comparing the Utility of Mitochondrial and Nuclear DNA to Adjust for Genetic Ancestry in Association Studies
resolves10.1093/gbe/evu250
Extensive Copy Number Variations in Admixed Indian Population of African Ancestry: Potential Involvement in Adaptation
resolves10.1038/tpj.2010.56
k-Nearest neighbor models for microarray gene expression analysis and clinical outcome prediction
resolves10.1007/s00414-010-0472-2
PopAffiliator: online calculator for individual affiliation to a major population group based on 17 autosomal short tandem repeat genotype profile
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Development of a novel forensic <scp>STR</scp> multiplex for ancestry analysis and extended identity testing
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“New turns from old STaRs”: Enhancing the capabilities of forensic short tandem repeat analysis
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Inferring ancestral origin using a single multiplex assay of ancestry-informative marker SNPs
resolves10.1002/ajpa.20765
Genetic admixture, relatedness, and structure patterns among Mexican populations revealed by the Y‐chromosome
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Novel genetic susceptibility loci for diabetic end-stage renal disease identified through robust naive Bayes classification
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The genetic structure of populations from Haiti and Jamaica reflect divergent demographic histories
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Logistic Regression Models for Polymorphic and Antagonistic Pleiotropic Gene Action on Human Aging and Longevity
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Inherited Genetic Variants Associated with Melanoma BRAF/NRAS Subtypes
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Association Between Copy Number Variation Losses and Alcohol Dependence Across <scp>A</scp>frican <scp>A</scp>merican and <scp>E</scp>uropean <scp>A</scp>merican Ethnic Groups
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Gene Expression Data Classification Using Support Vector Machine and Mutual Information-based Gene Selection
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Decision tree-based method for integrating gene expression, demographic, and clinical data to determine disease endotypes
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Decision tree analysis of genetic risk for clinically heterogeneous Alzheimer’s disease
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Combining multi-species genomic data for microRNA identification using a Naïve Bayes classifier
The 16 references without a DOI — listed, not checked
no DOI — not checkedMultinomial logistic regression approach to haplotype association analysis in populationbased case-control studies
no DOI — not checkedPerformance of ancestry-informative SNP and microhaplotype markers
no DOI — not checkedref14
no DOI — not checkedApplications of Support Vector Machine (SVM) Learning in Cancer Genomics
no DOI — not checkedPerformance Evaluation XGBoost in Handling Missing Value on Classification of Hepatocellular Carcinoma Gene Expression Data
no DOI — not checkedInferring ethnicity from mitochondrial DNA sequence
no DOI — not checkedXGBoost-based and tumor-immune characterized gene signature for the prediction of metastatic status in breast cancer
no DOI — not checkedGene expression value prediction based on XGBoost algorithm
no DOI — not checkedHierarchical Naive Bayes for genetic association studies
no DOI — not checkedref44
no DOI — not checkedref53
no DOI — not checkedGene selection by sample classification using k nearest neighbor and metaheuristic algorithms
no DOI — not checkedref59
no DOI — not checkedref60
no DOI — not checkedref62
no DOI — not checkedForensic autosomal short tandem repeats and their potential association with phenotype
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