Complex diseases SNP selection and classification by hybrid association rule mining and artificial neural network—based evolutionary algorithms

A Boutorh, A Guessoum - Engineering Applications of Artificial Intelligence, 2016 - Elsevier
Recently, various techniques have been applied to classify Single Nucleotide
Polymorphisms (SNP) data as they have been shown to be implicated in various human …

A prostate cancer model build by a novel SVM-ID3 hybrid feature selection method using both genotyping and phenotype data from dbGaP

SC Yücebaş, Y Aydın Son - PloS one, 2014 - journals.plos.org
Through Genome Wide Association Studies (GWAS) many Single Nucleotide Polymorphism
(SNP)-complex disease relations can be investigated. The output of GWAS can be high in …

Research on frequent itemset mining of imaging genetics GWAS in Alzheimer's disease

H Liang, L Cao, Y Gao, H Luo, X Meng, Y Wang, J Li… - Genes, 2022 - mdpi.com
As an efficient method, genome-wide association study (GWAS) is used to identify the
association between genetic variation and pathological phenotypes, and many significant …

[PDF][PDF] A Study on Frequent Itemset Mining for Identifying Associated Multiple SNPs

S Mutalib, A Mohamed… - J. Comput. Sci. Comput …, 2019 - researchgate.net
Genome-wide association studies (GWAS) have gained a lot of interest in public health
research to investigate the correlations of genetic variants and traits. Mostly, GWAS use …

Towards applying associative classifier for genetic variants

S Mutalib, SA Rahman, A Mohamed - … 2012, Doha, Qatar, November 12-15 …, 2012 - Springer
With the availability of biological data and the power of sharing, it produces many
opportunities for computer scientists to perform researches in bioinformatics. Generally the …

A brief survey on GWAS and ML algorithms

S Mutalib, A Mohamed - 2011 11th International Conference on …, 2011 - ieeexplore.ieee.org
Nowadays, we can see an increasing number of studies in genomics that try to find out ways
to detect diseases and also better prevention methods. The public would gain a lot of …

A hybrid feature selection model for genome wide association studies

SC Yücebaş - 2013 - open.metu.edu.tr
Through Genome Wide Association Studies (GWAS) many SNP-complex disease relations
have been investigated so far. GWAS presents high amount–high dimensional data and …

Towards Mining Frequent Patterns in Genome Wide Association

S Mutalib, S Abdul-Rahman… - 2013 IEEE 16th …, 2013 - ieeexplore.ieee.org
Frequent pattern mining (FPM) is a popular method in discovering knowledge through
generating associations between the attributes in database. Frequent patterns (FPs) …

Investigation of the impacts of linkage disequilibrium on SNP selection studies

E Kantar Özçırpan - 2015 - open.metu.edu.tr
In many Genome Wide Association Studies (GWAS), the relation between SNPs and
complex diseases has being tried to reveal. Moreover it is known that, in GWAS there exist a …