Scott M. Dudek

According to our database1, Scott M. Dudek authored at least 40 papers between 2005 and 2019.

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Bibliography

2019
Neural network-based multiomics data integration in Alzheimer's disease.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

2018
A simulation study investigating power estimates in phenome-wide association studies.
BMC Bioinform., 2018

Collective feature selection to identify crucial epistatic variants.
BioData Min., 2018

2017
Using knowledge-driven genomic interactions for multi-omics data analysis: metadimensional models for predicting clinical outcomes in ovarian carcinoma.
J. Am. Medical Informatics Assoc., 2017

Discovery and replication of SNP-SNP interactions for quantitative lipid traits in over 60,000 individuals.
BioData Min., 2017

2016
Pathway analysis by randomization incorporating structure - PARIS: an update.
Bioinform., 2016

Identification of genetic interaction networks via an evolutionary algorithm evolved Bayesian network.
BioData Min., 2016

Integrating Clinical Laboratory Measures and ICD-9 Code Diagnoses in Phenome-Wide Association Studies.
Proceedings of the Biocomputing 2016: Proceedings of the Pacific Symposium, 2016

2015
Predicting censored survival data based on the interactions between meta-dimensional omics data in breast cancer.
J. Biomed. Informatics, 2015

Binning Somatic Mutations Based on Biological Knowledge for Predicting Survival: An Application in Renal Cell Carcinoma.
Proceedings of the Biocomputing 2015: Proceedings of the Pacific Symposium, 2015

2014
ATHENA: the analysis tool for heritable and environmental network associations.
Bioinform., 2014

Knowledge-driven genomic interactions: an application in ovarian cancer.
BioData Min., 2014

An integrated analysis of genome-wide DNA methylation and genetic variants underlying etoposide-induced cytotoxicity in European and African populations.
Proceedings of the Applications of Evolutionary Computation - 17th European Conference, 2014

2013
Visualizing genomic information across chromosomes with PhenoGram.
BioData Min., 2013

ATHENA: Identifying interactions between different levels of genomic data associated with cancer clinical outcomes using grammatical evolution neural network.
BioData Min., 2013

Next-Generation Analysis of Cataracts: Determining Knowledge Driven Gene-Gene Interactions Using Biofilter, and Gene-Environment Interactions Using the PhenX Toolkit.
Proceedings of the Biocomputing 2013: Proceedings of the Pacific Symposium, 2013

ATHENA: A Tool for Meta-Dimensional Analysis Applied to Genotypes and Gene Expression Data to Predict HDL Cholesterol Levels.
Proceedings of the Biocomputing 2013: Proceedings of the Pacific Symposium, 2013

Evaluation of Parameter Contribution to Neural Network Size and Fitness in ATHENA for Genetic Analysis.
Proceedings of the Genetic Programming Theory and Practice XI [GPTP 2013, 2013

2012
Visually integrating and exploring high throughput Phenome-Wide Association Study (PheWAS) results using PheWAS-View.
BioData Min., 2012

Comparison of Methods for Meta-dimensional Data Analysis Using in Silico and Biological Data Sets.
Proceedings of the Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, 2012

2011
Visual Integration of Results from a Large Dna Biobank (Biovu) Using Synthesis-View.
Proceedings of the Biocomputing 2011: Proceedings of the Pacific Symposium, 2011

ATHENA Optimization: The Effect of Initial Parameter Settings across Different Genetic Models.
Proceedings of the Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, 2011

2010
Visualizing SNP statistics in the context of linkage disequilibrium using LD-Plus.
Bioinform., 2010

ATHENA: A knowledge-based hybrid backpropagation-grammatical evolution neural network algorithm for discovering epistasis among quantitative trait Loci.
BioData Min., 2010

Synthesis-View: visualization and interpretation of SNP association results for multi-cohort, multi-phenotype data and meta-analysis.
BioData Min., 2010

Finding Unique Filter Sets in PLATO: A Precursor to Efficient Interaction Analysis in GWAS Data.
Proceedings of the Biocomputing 2010: Proceedings of the Pacific Symposium, 2010

Incorporating Domain Knowledge into Evolutionary Computing for Discovering Gene-Gene Interaction.
Proceedings of the Parallel Problem Solving from Nature, 2010

Initialization parameter sweep in ATHENA: optimizing neural networks for detecting gene-gene interactions in the presence of small main effects.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

Grammatical Evolution of Neural Networks for Discovering Epistasis among Quantitative Trait Loci.
Proceedings of the Evolutionary Computation, 2010

2009
Biofilter: A Knowledge-Integration System for the Multi-Locus Analysis of Genome-Wide Association Studies.
Proceedings of the Biocomputing 2009: Proceedings of the Pacific Symposium, 2009

2008
Alternative contingency table measures improve the power and detection of multifactor dimensionality reduction.
BMC Bioinform., 2008

A balanced accuracy fitness function leads to robust analysis using grammatical evolution neural networks in the case of class imbalance.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

Generating Linkage Disequilibrium Patterns in Data Simulations Using genomeSIMLA.
Proceedings of the Evolutionary Computation, 2008

2006
Parallel multifactor dimensionality reduction: a tool for the large-scale analysis of gene-gene interactions.
Bioinform., 2006

Data Simulation Software for Whole-Genome Association and Other Studies in Human Genetics.
Proceedings of the Biocomputing 2006, 2006

Alternative cross-over strategies and selection techniques for grammatical evolution optimized neural networks.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Comparison of Neural Network Optimization Approaches for Studies of Human Genetics.
Proceedings of the Applications of Evolutionary Computing, 2006

Understanding the Evolutionary Process of Grammatical Evolution Neural Networks for Feature Selection in Genetic Epidemiology.
Proceedings of the 2006 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2006

2005
Exploratory Visual Analysis of Pharmacogenomic Results.
Proceedings of the Biocomputing 2005, 2005

Can Neural Network Constraints in GP Provide Power to Detect Genes Associated with Human Disease?.
Proceedings of the Applications of Evolutionary Computing, 2005


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