List of works - Kyung-Ah Sohn

A comment on two-locus epistatic interaction models for genome-wide association studies

scientific article

A multivariate regression approach to association analysis of a quantitative trait network

scientific article published on June 2009

An Exploration of Machine Learning Methods for Robust Boredom Classification Using EEG and GSR Data

scientific article published on 20 October 2019

Assessment of intratumoral heterogeneity with mutations and gene expression profiles

scientific article published on 16 July 2019

Biological Brain Age Prediction Using Cortical Thickness Data: A Large Scale Cohort Study

ClearF: a supervised feature scoring method to find biomarkers using class-wise embedding and reconstruction

scientific article published on 11 July 2019

Comparative analysis of metazoan chromatin organization

scientific article

EEG-Based Emotion Classification for Alzheimer's Disease Patients Using Conventional Machine Learning and Recurrent Neural Network Models

scientific article published on 16 December 2020

Fast detection of high-order epistatic interactions in genome-wide association studies using information theoretic measure

scientific article published on 27 January 2014

Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space ⬇️

scientific article published in January 2007

Identification of epigenetic interactions between miRNA and DNA methylation associated with gene expression as potential prognostic markers in bladder cancer

scientific article

Identifying subtype-specific associations between gene expression and DNA methylation profiles in breast cancer

scientific article

Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction

scientific article

Integrative information theoretic network analysis for genome-wide association study of aspirin exacerbated respiratory disease in Korean population.

scientific article

Integrative network analysis for survival-associated gene-gene interactions across multiple genomic profiles in ovarian cancer.

scientific article published on 3 July 2015

Integrative pathway-based survival prediction utilizing the interaction between gene expression and DNA methylation in breast cancer

article

Integrative regression network for genomic association study

scientific article

Interpretation of personal genome sequencing data in terms of disease ranks based on mutual information

scientific article

Investigating the utility of clinical outcome-guided mutual information network in network-based Cox regression.

scientific article

Knowledge boosting: a graph-based integration approach with multi-omics data and genomic knowledge for cancer clinical outcome prediction

scientific article

MildInt: Deep Learning-Based Multimodal Longitudinal Data Integration Framework

scientific article published on 28 June 2019

OmniStitch: Depth-Aware Stitching Framework for Omnidirectional Vision with Multiple Cameras

scientific article published on 26 October 2024

Predicting Alzheimer's disease progression using multi-modal deep learning approach

scientific article published in Scientific Reports

Relative impact of multi-layered genomic data on gene expression phenotypes in serous ovarian tumors

scientific article

Relevance Epistasis Network of Gastritis for Intra-chromosomes in the Korea Associated Resource (KARE) Cohort Study

scientific article

Robust estimation of local genetic ancestry in admixed populations using a nonparametric Bayesian approach

scientific article

Robust pathway-based multi-omics data integration using directed random walks for survival prediction in multiple cancer studies

scientific article published on 29 April 2019

Spectrum: joint Bayesian inference of population structure and recombination events.

scientific article published in July 2007

Topological integration of RPPA proteomic data with multi-omics data for survival prediction in breast cancer via pathway activity inference

scientific article published on 11 July 2019

hiHMM: Bayesian non-parametric joint inference of chromatin state maps

scientific article published on 27 February 2015

List of works by Kyung-Ah Sohn

A comment on two-locus epistatic interaction models for genome-wide association studies

A multivariate regression approach to association analysis of a quantitative trait network

An Exploration of Machine Learning Methods for Robust Boredom Classification Using EEG and GSR Data

Assessment of intratumoral heterogeneity with mutations and gene expression profiles

Biological Brain Age Prediction Using Cortical Thickness Data: A Large Scale Cohort Study

ClearF: a supervised feature scoring method to find biomarkers using class-wise embedding and reconstruction

Comparative analysis of metazoan chromatin organization

EEG-Based Emotion Classification for Alzheimer's Disease Patients Using Conventional Machine Learning and Recurrent Neural Network Models

Fast detection of high-order epistatic interactions in genome-wide association studies using information theoretic measure

Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space ⬇️

Identification of epigenetic interactions between miRNA and DNA methylation associated with gene expression as potential prognostic markers in bladder cancer

Identifying subtype-specific associations between gene expression and DNA methylation profiles in breast cancer

Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction

Integrative information theoretic network analysis for genome-wide association study of aspirin exacerbated respiratory disease in Korean population.

Integrative network analysis for survival-associated gene-gene interactions across multiple genomic profiles in ovarian cancer.

Integrative pathway-based survival prediction utilizing the interaction between gene expression and DNA methylation in breast cancer

Integrative regression network for genomic association study

Interpretation of personal genome sequencing data in terms of disease ranks based on mutual information

Investigating the utility of clinical outcome-guided mutual information network in network-based Cox regression.

Knowledge boosting: a graph-based integration approach with multi-omics data and genomic knowledge for cancer clinical outcome prediction

MildInt: Deep Learning-Based Multimodal Longitudinal Data Integration Framework

OmniStitch: Depth-Aware Stitching Framework for Omnidirectional Vision with Multiple Cameras

Predicting Alzheimer's disease progression using multi-modal deep learning approach

Relative impact of multi-layered genomic data on gene expression phenotypes in serous ovarian tumors

Relevance Epistasis Network of Gastritis for Intra-chromosomes in the Korea Associated Resource (KARE) Cohort Study

Robust estimation of local genetic ancestry in admixed populations using a nonparametric Bayesian approach

Robust pathway-based multi-omics data integration using directed random walks for survival prediction in multiple cancer studies

Spectrum: joint Bayesian inference of population structure and recombination events.

Topological integration of RPPA proteomic data with multi-omics data for survival prediction in breast cancer via pathway activity inference

hiHMM: Bayesian non-parametric joint inference of chromatin state maps