Search Results - "Sohn, AH"

Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy by Yoo, Jaejun, Ahn, Namhyuk, Sohn, Kyung-Ah

“…Data augmentation is an effective way to improve the performance of deep networks. Unfortunately, current methods are mostly developed for high-level vision…”
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An Exploration of Machine Learning Methods for Robust Boredom Classification Using EEG and GSR Data by Seo, Jungryul, Laine, Teemu H, Sohn, Kyung-Ah

“…In recent years, affective computing has been actively researched to provide a higher level of emotion-awareness. Numerous studies have been conducted to…”
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EEG-Based Emotion Classification for Alzheimer's Disease Patients Using Conventional Machine Learning and Recurrent Neural Network Models by Seo, Jungryul, Laine, Teemu H, Oh, Gyuhwan, Sohn, Kyung-Ah

“…As the number of patients with Alzheimer's disease (AD) increases, the effort needed to care for these patients increases as well. At the same time, advances…”
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MildInt: Deep Learning-Based Multimodal Longitudinal Data Integration Framework by Lee, Garam, Kang, Byungkon, Nho, Kwangsik, Sohn, Kyung-Ah, Kim, Dokyoon

“…As large amounts of heterogeneous biomedical data become available, numerous methods for integrating such datasets have been developed to extract complementary…”
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The hatred of all against all? Evidence from online community platforms in South Korea by Koo, Jeong-Woo, Suh, Chan S, Chung, Jin Won, Sohn, Kyung-Ah, Han, Kyungsik

“…Over several years of recent efforts to make sense and detect online hate speech, we still know relatively little about how hateful expressions enter online…”
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Biological Brain Age Prediction Using Cortical Thickness Data: A Large Scale Cohort Study by Aycheh, Habtamu M, Seong, Joon-Kyung, Shin, Jeong-Hyeon, Na, Duk L, Kang, Byungkon, Seo, Sang W, Sohn, Kyung-Ah

“…Brain age estimation from anatomical features has been attracting more attention in recent years. This interest in brain age estimation is motivated by the…”
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A multivariate regression approach to association analysis of a quantitative trait network by Kim, Seyoung, Sohn, Kyung-Ah, Xing, Eric P.

“…Motivation: Many complex disease syndromes such as asthma consist of a large number of highly related, rather than independent, clinical phenotypes, raising a…”
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Robust pathway-based multi-omics data integration using directed random walks for survival prediction in multiple cancer studies by Kim, So Yeon, Jeong, Hyun-Hwan, Kim, Jaesik, Moon, Jeong-Hyeon, Sohn, Kyung-Ah

“…Integrating the rich information from multi-omics data has been a popular approach to survival prediction and bio-marker identification for several cancer…”
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Identification of epigenetic interactions between miRNA and DNA methylation associated with gene expression as potential prognostic markers in bladder cancer by Shivakumar, Manu, Lee, Younghee, Bang, Lisa, Garg, Tullika, Sohn, Kyung-Ah, Kim, Dokyoon

“…One of the fundamental challenges in cancer is to detect the regulators of gene expression changes during cancer progression. Through transcriptional silencing…”
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Assessment of intratumoral heterogeneity with mutations and gene expression profiles by Sung, Ji-Yong, Shin, Hyun-Tae, Sohn, Kyung-Ah, Shin, Soo-Yong, Park, Woong-Yang, Joung, Je-Gun

“…Intratumoral heterogeneity (ITH) refers to the presence of distinct tumor cell populations. It provides vital information for the clinical prognosis, drug…”
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ClearF++: Improved Supervised Feature Scoring Using Feature Clustering in Class-Wise Embedding and Reconstruction by Wang, Sehee, Kim, So Yeon, Sohn, Kyung-Ah

“…Feature selection methods are essential for accurate disease classification and identifying informative biomarkers. While information-theoretic methods have…”
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CEAT: Curvature feature Extractor using Action based Triplet learning for Action Segmentation by Jang, Seungmin, Moon, Jeong-Hyeon, Kim, So Yeon, Sohn, Kyung-Ah

“…With the continued growth of untrimmed videos on the internet, there is an increasing demand for advanced action segmentation methods, capable of accurately…”
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hiHMM: Bayesian non-parametric joint inference of chromatin state maps by Sohn, Kyung-Ah, Ho, Joshua W K, Djordjevic, Djordje, Jeong, Hyun-Hwan, Park, Peter J, Kim, Ju Han

“…Genome-wide mapping of chromatin states is essential for defining regulatory elements and inferring their activities in eukaryotic genomes. A number of hidden…”
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Protective Effects of Genipin on Gastrointestinal Disorders by Sohn, Yoon Ah, Hwang, In Young, Lee, Sun Yi, Cho, Hyo Sun, Jeong, Choon Sik

“…Genipin, an aglycone of geniposide, is a major component of gardeniae fructus, and has been used to treat jaundice, various inflammatory disorders, and liver…”
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Dynamic Facial Expression Understanding Using Deep Spatiotemporal LDSP On Spark by Uddin, Md Azher, Joolee, Joolekha Bibi, Sohn, Kyung-Ah

“…Facial expressions are the most common medium for expressing human emotions. Due to the wide range of real-world applications, facial expression understanding…”
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Topological integration of RPPA proteomic data with multi-omics data for survival prediction in breast cancer via pathway activity inference by Kim, Tae Rim, Jeong, Hyun-Hwan, Sohn, Kyung-Ah

“…The analysis of integrated multi-omics data enables the identification of disease-related biomarkers that cannot be identified from a single omics profile…”
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Identifying subtype-specific associations between gene expression and DNA methylation profiles in breast cancer by Lee, Garam, Bang, Lisa, Kim, So Yeon, Kim, Dokyoon, Sohn, Kyung-Ah

“…Breast cancer is a complex disease in which different genomic patterns exists depending on different subtypes. Recent researches present that multiple subtypes…”
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Regularization Using Noise Samples Identified by the Feature Norm for Face Recognition by Gim, Taeseong, Sohn, Kyung-Ah

“…Face recognition involves comparing two facial images to determine whether they represent the same individual. This task can be applied in a variety of…”
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ClearF: a supervised feature scoring method to find biomarkers using class-wise embedding and reconstruction by Wang, Sehee, Jeong, Hyun-Hwan, Sohn, Kyung-Ah

“…Feature selection or scoring methods for the detection of biomarkers are essential in bioinformatics. Various feature selection methods have been developed for…”
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A Novel Scoring System for Response of Preoperative Chemoradiotherapy in Locally Advanced Rectal Cancer Using Early-Treatment Blood Features Derived From Machine Learning by Kim, Jaesik, Sohn, Kyung-Ah, Kwak, Jung-Hak, Kim, Min Jung, Ryoo, Seung-Bum, Jeong, Seung-Yong, Park, Kyu Joo, Kang, Hyun-Cheol, Chie, Eui Kyu, Jung, Sang-Hyuk, Kim, Dokyoon, Park, Ji Won

“…Preoperative chemoradiotherapy (CRT) is a standard treatment for locally advanced rectal cancer (LARC). However, individual responses to preoperative CRT vary…”
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