Search Results - "Seok, Junhee"
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Evidence-based translation for the genomic responses of murine models for the study of human immunity
Published in PloS one (13-02-2015)“…Murine models are an essential tool to study human immune responses and related diseases. However, the use of traditional murine models has been challenged by…”
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2
Simulation acceleration for transmittance of electromagnetic waves in 2D slit arrays using deep learning
Published in Scientific reports (29-06-2020)“…When designing new optical devices, many simulations must be conducted to determine the optimal design parameters. Therefore, fast and accurate simulations are…”
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3
Estimation with Uncertainty via Conditional Generative Adversarial Networks
Published in Sensors (Basel, Switzerland) (15-09-2021)“…Conventional predictive Artificial Neural Networks (ANNs) commonly employ deterministic weight matrices; therefore, their prediction is a point estimate. Such…”
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Network estimation for censored time-to-event data for multiple events based on multivariate survival analysis
Published in PloS one (01-10-2020)“…In general survival analysis, multiple studies have considered a single failure time corresponding to the time to the event of interest or to the occurrence of…”
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5
Controllable Generative Adversarial Network
Published in IEEE access (2019)“…Recently introduced generative adversarial networks (GANs) have been shown numerous promising results to generate realistic samples. In the last couple of…”
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CTIVA: Censored time interval variable analysis
Published in PloS one (16-11-2023)“…Traditionally, datasets with multiple censored time-to-events have not been utilized in multivariate analysis because of their high level of complexity. In…”
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Grid-wise simulation acceleration of the electromagnetic fields of 2D optical devices using super-resolution
Published in Scientific reports (06-03-2023)“…The significance of simulation has been increasing in device design due to the cost of real test. The accuracy of the simulation increases as the resolution of…”
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Simulator acceleration and inverse design of fin field-effect transistors using machine learning
Published in Scientific reports (21-01-2022)“…The simulation and design of electronic devices such as transistors is vital for the semiconductor industry. Conventionally, a device is intuitively designed…”
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Score-Guided Generative Adversarial Networks
Published in Axioms (01-12-2022)“…We propose a generative adversarial network (GAN) that introduces an evaluator module using pretrained networks. The proposed model, called a score-guided GAN…”
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The estimation of probability distribution for factor variables with many categorical values
Published in PloS one (24-08-2018)“…With recent developments of data technology in biomedicine, factor data such as diagnosis codes and genomic features, which can have tens to hundreds of…”
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Validation of deep learning natural language processing algorithm for keyword extraction from pathology reports in electronic health records
Published in Scientific reports (20-11-2020)“…Pathology reports contain the essential data for both clinical and research purposes. However, the extraction of meaningful, qualitative data from the original…”
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12
Mice are not men
Published in Proceedings of the National Academy of Sciences - PNAS (27-01-2015)Get full text
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ICEGAN: inverse covariance estimating generative adversarial network
Published in Machine learning: science and technology (01-06-2023)“…Abstract Owing to the recent explosive expansion of deep learning, several challenging problems in a variety of fields have been handled by deep learning, yet…”
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Crisis to Opportunity: The Role of Consumer Awareness in Mergers and Acquisitions (M&As) during the COVID-19 Pandemic
Published in Asia Marketing Journal (Online) (01-04-2024)“…In the uncertainty fueled by the COVID-19 pandemic, mergers and acquisitions (M&As) have emerged as key strategic responses by firms. This study explores the…”
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Prioritizing Disease Diagnosis in Neonatal Cohorts through Multivariate Survival Analysis: A Nonparametric Bayesian Approach
Published in Healthcare (Basel) (01-05-2024)“…Understanding the intricate relationships between diseases is critical for both prevention and recovery. However, there is a lack of suitable methodologies for…”
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Uncovering the Relationship between ESG Practices and Firm Value: The Role of Reputation and Industry Sensitivity
Published in Asia Marketing Journal (Online) (01-01-2024)“…Considering the rising interest in environmental, social, and governance (ESG) globally, various studies have shown that ESG practice increases firm value;…”
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Deep learning model with L1 penalty for predicting breast cancer metastasis using gene expression data
Published in Machine learning: science and technology (01-06-2023)“…Abstract Breast cancer has the highest incidence and death rate among women; moreover, its metastasis to other organs increases the mortality rate. Since…”
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Clinical significance of urinary exosomal microRNAs in patients with IgA nephropathy
Published in Scientific reports (11-10-2023)“…Immunoglobulin A nephropathy (IgAN) is the most common primary glomerulonephritis worldwide. The clinical relevance of 11 urinary exosomal microRNAs (miRNAs)…”
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Serum biomarkers from cell-based assays for AhRL and MIS strongly predicted the future development of diabetes in a large community-based prospective study in Korea
Published in Scientific reports (14-04-2020)“…Exposure to environment-polluting chemicals (EPC) is associated with the development of diabetes. Many EPCs exert toxic effects via aryl hydrocarbon receptor…”
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Urinary sediment mRNA as a potent biomarker of IgA nephropathy
Published in BMC nephrology (08-11-2024)“…Abstract Background The quantification of mRNA expression in urinary sediments is a reliable biomarker for various diseases. However, few studies have…”
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