Scholarworks@UNIST: Browsing Repository

A Comprehensive Study of Deep Learning for Real-World Multivariate Time Series Classification File

Oh, YongKyung

Thesis Issue Date2023-02 View126

A Propagation Prediction Method for Non-recurrent Traffic Congestion

Oh, YongKyung , Kwak, Jiin , Lee, Juyeong , Kim, Sungil

Conference Paper Issue Date2021-10-26 View68

Commercial area analysis using big data on GIS: case of YongIn-si

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2021-06-03 View64

Comparative evaluation of VAE-based monitoring statistics for real-time anomaly detection in AIS data

Oh, YongKyung , Yoon, Kwonin , Park, Jaemin , Kim, Sungil

Conference Paper Issue Date2023-09-06 View63

Comparative evaluation of VAE-based monitoring statistics for real-time anomaly detection in AIS data File

Oh, YongKyung , Yoon, Kwonin , Park, Jaemin , Kim, Sungil

Article Issue Date2025-04 View148

Comprehensive Review of Neural Differential Equations for Time Series Analysis File

Oh, YongKyung , Kam, Seungsu , Lee, Jonghun , Lim, Dong-Young , Kim, Sungil , Bui, Alex A.T.

Conference Paper Issue Date2025-08-20 View22

Congestion propagation modeling with Graph Neural Network (GNN)

Oh, YongKyung , Lee, JuYeong , Kwak, JiIn , Kim, Sungil

Conference Paper Issue Date2020-11-13 View51

DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis File

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2025-02-25 View19

Enhancing Astronomical time series Classification with Neural Stochastic Differential Equations under Irregular Observations

Oh, YongKyung , Kam, Seungsu , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2024-02-20 View84

Enhancing Human Activity Recognition with Comparative Data Fusion and Learning Strategies

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2024-05-21 View105

Exploiting logistics anomaly detection using maritime big data

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2019-05-21 View56

Flow-based neural differential equations for time series analysis

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2023-06-20 View58

Flow-based neural differential equations for time series analysis

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2023-06-01 View46

Grid-Based Bayesian Bootstrap Approach for Real-Time Detection of Abnormal Vessel Behaviors From AIS Data in Maritime Logistics File

Oh, YongKyung , Kim, Sungil

Article Issue Date2024-10 View201

Grid-Based Bayesian Bootstrap Approach for Real-Time Detection of Abnormal Vessel Behaviors from AIS Data in Maritime Logistics

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2024-08-29 View95

Heterogeneous model fusion for enhanced sensor-based human activity recognition

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2023-06-18 View62

Heterogeneous model fusion for enhanced sensor-based human activity recognition

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2023-06-01 View42

Integrating Neural Controlled Differential Equations and Neural Flow for Comprehensive Irregularly-sampled Time Series Analysis

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2024-05-19 View81

Invertible Solution of Neural Differential Equations for Analysis of Irregularly-Sampled Time Series

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2024-02-26 View85

Irregularly sampled time series classification using neural stochastic differential equation

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2022-11-04 View42

Irregularly sampled time series classification using neural stochastic differential equation

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2023-05-21 View34

Irregularly sampled time series classification using neural stochastic differential equation

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2022-11-16 View95

Irregularly sampled time series classification using neural stochastic differential equation

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2022-11-18 View56

Lifelog data fusion approach for emotion recognition

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2022-12-22 View63

Logistics Anomaly Detection with Maritime Big Data: A Bootstrap Approach

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2020-11-01 View66

Logistics anomaly detection with maritime big data: a bootstrap approach

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2021-05-25 View63

Multi-channel Convolution Neural Network for Gas Mixture Classification

Oh, YongKyung , Kim, Sungil

Conference Paper Issue Date2021-05-25 View48

Multi-modal Lifelog Data Fusion for Improved Human Activity Recognition: A Hybrid Approach File

Oh, YongKyung , Kim, Sungil

Article Issue Date2024-10 View214

Multichannel convolution neural network for gas mixture classification File

Oh, YongKyung , Lim, Chiehyeon , Lee, Junghye , Kim, Sewon , Kim, Sungil

Article Issue Date2024-08 View194

Predicting non-recurrent congestion impact: A pattern-based approach for speed drop ratio prediction using weighted K-nearest neighbors File

Oh, YongKyung , Kwak, Jiin , Kim, Sungil

Article Issue Date2026-03 View24

Quantifying incident impacts and identifying influential features in urban traffic networks File

Lee, JuYeong , Kwak, JiIn , Oh, YongKyung , Kim, Sungil

Article Issue Date2023-03 View123

Real-Time Risk Assessment of Thyroid Function Abnormality using Irregularly-Sampled Heart Rate Records

Oh, YongKyung , Koh, Giheon , Shin, Kyubo , Moon, Jae Hoon , Kim, Sungil

Conference Paper Issue Date2023-05-21 View70

Real-Time Risk Assessment of Thyroid Function Abnormality using Irregularly-Sampled Heart Rate Records

Oh, YongKyung , Koh, Giheon , Shin, Kyubo , Moon, Jae Hoon , Kim, Sungil

Conference Paper Issue Date2022-11-18 View66

Sensor drift compensation for gas mixture classification in batch experiments File

Oh, YongKyung , Lee, Juhui , Kim, Sungil

Article Issue Date2023-10 View127

Sensor drift compensation for gas mixture classification in batch experiments

Oh, YongKyung , Lee, Juhui , Kim, Sungil

Conference Paper Issue Date2022-05-22 View58

Sensor drift compensation for mixed gas classification under batch experiments

Oh, YongKyung , Lee, Juhui , Kim, Sungil

Conference Paper Issue Date2021-06-04 View47

Simulation-based Anomaly Detection in Nuclear Reactors

Oh, YongKyung , Kim, Hanjoo , Lee, Deokjung , Kim, Sungil

Conference Paper Issue Date2020-11-13 View64

Sparse Multi-Channel Convolutional Neural Network for Multivariate Time Series Classification

Oh, YongKyung , Kim, Heeyoung , Kim, Sungil

Conference Paper Issue Date2023-05-22 View61

Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2024-05-07 View125

Stable Neural Stochastic Diﬀerential Equations for Irregular Time Series Classification

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2024-11-23 View83

TAED-Net: Near Ophthalmologist-Level Thyroid Associated Eye Symptom Detection on Frontal Eye Photographs with Deep Learning

Koh, Giheon , Kwak, Ji-In , Oh, YongKyung , Shin, Kyubo , Moon, Jae Hoon , Kim, Sungil

Conference Paper Issue Date2022-06-03 View79

TAOD-Net: Near-Ophthalmologist Level Active Thyroid-Associated Orbitopathy Detection on Frontal Eye Photographs with Deep Learning

Oh, YongKyung , Koh, Giheon , Kwak, JiIn , Shin, Kyobo , Kim, Gi-Soo , Lee, Min Joung , Choung, Hokyung , Kim, Namju , Moon, Jae Hoon , Kim, Sungil

Conference Paper Issue Date2023-05-22 View66

Time delay estimation of traffic congestion based on statistical causality

Oh, YongKyung , Kwak, Ji-In , Kim, Sungil

Conference Paper Issue Date2022-10-21 View51

Time delay estimation of traffic congestion propagation due to accidents based on statistical causality File File

Oh, YongKyung , Kwak, JiIn , Kim, Sungil

Article Issue Date2023-02 View149

Transfer-Learning based approach for mixture gas classification

Oh, YongKyung , Kim, Namu , Kim, Sungil

Conference Paper Issue Date2020-11-13 View67

Unifying Neural Controlled Differential Equations and Neural Flow for Irregular Time Series Classification

Oh, YongKyung , Lim, Dong-Young , Kim, Sungil

Conference Paper Issue Date2023-12-06 View90

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