Evaluation of supervised machine-learning methods for predicting appearance traits from DNA

The impact of correlations between pigmentation phenotypes and underlying genotypes on genetic prediction of pigmentation traits

(2020) Yan Chen et al.   Forensic Science International-Genetics

True colors: A literature review on the spatial distribution of eye and hair pigmentation

(2019) Maria-Alexandra Katsara et al.   Forensic Science International-Genetics

The HIrisPlex-S system for eye, hair and skin colour prediction from DNA: Introduction and forensic developmental validation

(2018) Lakshmi Chaitanya et al.   Forensic Science International-Genetics

Genome-wide association meta-analysis of individuals of European ancestry identifies new loci explaining a substantial fraction of hair color variation and heritability

(2018) Pirro G. Hysi et al.   NATURE GENETICS

Genome-wide association study in 176,678 Europeans reveals genetic loci for tanning response to sun exposure

(2018) Alessia Visconti et al.   Nature Communications

Eye color prediction using single nucleotide polymorphisms in Saudi Population

(2018) Jahad Alghamdi et al.   SAUDI JOURNAL OF BIOLOGICAL SCIENCES

Human ancestry indentification under resource constraints -- what can one chromosome tell us about human biogeographical ancestry?

(2018) Tanjin T. Toma et al.   BMC Medical Genomics

Global skin colour prediction from DNA

(2017) Susan Walsh et al.   HUMAN GENETICS

Prediction of biogeographical ancestry from genotype: a comparison of classifiers

(2016) Elaine Y Y Cheung et al.   INTERNATIONAL JOURNAL OF LEGAL MEDICINE

Forensic DNA Phenotyping: Predicting human appearance from crime scene material for investigative purposes

(2015) Manfred Kayser   Forensic Science International-Genetics

Genetics of skin color variation in Europeans: genome-wide association studies with functional follow-up

(2015) Fan Liu et al.   HUMAN GENETICS

Exploration of SNP variants affecting hair colour prediction in Europeans

(2015) Jens Söchtig et al.   INTERNATIONAL JOURNAL OF LEGAL MEDICINE

The common occurrence of epistasis in the determination of human pigmentation and its impact on DNA-based pigmentation phenotype prediction

(2014) Ewelina Pośpiech et al.   Forensic Science International-Genetics

SNP model development for the prediction of eye colour in New Zealand

(2013) Julia S. Allwood et al.   Forensic Science International-Genetics

The HIrisPlex system for simultaneous prediction of hair and eye colour from DNA

(2012) Susan Walsh et al.   Forensic Science International-Genetics

Further development of forensic eye color predictive tests

(2012) Y. Ruiz et al.   Forensic Science International-Genetics

How large should ensembles of classifiers be?

(2012) Daniel Hernández-Lobato et al.   PATTERN RECOGNITION

Genome-Wide Association Studies of Quantitatively Measured Skin, Hair, and Eye Pigmentation in Four European Populations

(2012) Sophie I. Candille et al.   PLoS One

Use of machine learning techniques for educational proposes: a decision support system for forecasting students’ grades

(2011) S. B. Kotsiantis   ARTIFICIAL INTELLIGENCE REVIEW

DNA-based eye colour prediction across Europe with the IrisPlex system

(2011) Susan Walsh et al.   Forensic Science International-Genetics

Model-based prediction of human hair color using DNA variants

(2011) Wojciech Branicki et al.   HUMAN GENETICS

Gene–gene interactions contribute to eye colour variation in humans

(2011) Ewelina Pośpiech et al.   JOURNAL OF HUMAN GENETICS

Improving human forensics through advances in genetics, genomics and molecular biology

(2011) Manfred Kayser et al.   NATURE REVIEWS GENETICS

IrisPlex: A sensitive DNA tool for accurate prediction of blue and brown eye colour in the absence of ancestry information

(2010) Susan Walsh et al.   Forensic Science International-Genetics

Genome-wide association studies of pigmentation and skin cancer: a review and meta-analysis

(2010) Meg R. Gerstenblith et al.   Pigment Cell & Melanoma Research

Eye color and the prediction of complex phenotypes from genotypes

(2009) Fan Liu et al.   CURRENT BIOLOGY

DNA-based prediction of human externally visible characteristics in forensics: Motivations, scientific challenges, and ethical considerations

(2009) Manfred Kayser et al.   Forensic Science International-Genetics

Two newly identified genetic determinants of pigmentation in Europeans

(2008) Patrick Sulem et al.   NATURE GENETICS

A Genome-Wide Association Study Identifies Novel Alleles Associated with Hair Color and Skin Pigmentation

(2008) Jiali Han et al.   PLoS Genetics