Time-Series Anomaly Detection Using Attention Mechanism with Defined Pseudo Anomalies

Won-Jeong Lee ,  Min-Yeong Pa ,  k

한국정보과학회 학술발표논문집

2024 .12

Graph Attention Networks 기반 Edge Parameterization를 이용한 다변량 시계열 이상치 탐지

이진혁 ,  송승환 ,  백준걸

대한산업공학회 춘계공동학술대회 논문집

2023 .05

Tensor-based Anomaly Detection and Visualization by Influence

Moon Hyewon ,  Lee Sael

한국정보과학회 학술발표논문집

2023 .06

시계열 이상치 탐지에서의 불확실성 기반 동적 임계치 설정

이정민 ,  이지윤 ,  김성범

대한산업공학회 춘계공동학술대회 논문집

2023 .05

시계열 이상치 탐지에서의 모델 불확실성 기반 동적 임계치 설정

이정민 ,  김성범

대한산업공학회 추계학술대회 논문집

2022 .11

Multi-Scale Graph Neural Network for Multivariate Time-Series Anomaly Detection

Jaeseung Lee ,  Namkyun Baik ,  Jehyeok Rew

Journal of the Korea Industrial Information Systems Research

2025 .02

SaaS Architecture for Unsupervised Anomaly Detection of Multivariate Time-series and Model Analysis

Youngsuk Jung ,  Sunyoung Kwon

한국정보과학회 학술발표논문집

2021 .12

딥러닝 기반 항공안전 이상치 탐지 기술 동향

박노삼

[ETRI] 전자통신동향분석

2021 .10

A Study on Anomaly Detection Considering Characteristics and Distributional Shifts in Multivariate Time Series Data

Keonhyeok Yoo ,  Jiyul Ham ,  Yonggon Jung and others 2

Proceedings of Symposium of the Korean Institute of communications and Information Sciences

2025 .02

A Study on the Anomaly Detection System of Hospital Network Based on Deep Learning

Kim Kang Hyun ,  Jung Sung Soo ,  Han Hyun Wook

Proceedings of Symposium of the Korean Institute of communications and Information Sciences

2022 .11

A Survey on Time-Series Anomaly Detection and Its Evaluation Metrics

Gyuwon Lee ,  Saejoon Pa ,  k

Proceedings of Symposium of the Korean Institute of communications and Information Sciences

2024 .11

Improving Unsupervised Anomaly Detection of Multivariate Time Series through 1D Convolutional Autoencoder

Juwan Lim ,  Minjun Kang ,  Inkyung Kim and others 1

Proceedings of Symposium of the Korean Institute of communications and Information Sciences

2022 .06

Improved Anomaly Detection Efficiency through Explicit Attention Learning of Multivariate Time Series

Juwan Lim ,  Song Noh ,  Jaekoo Lee

Proceedings of Symposium of the Korean Institute of communications and Information Sciences

2023 .02

A Comparative Analysis of Performance Changes with K value in PA%K for Evaluating Anomaly Detection in Multivariate Time Series

Tae Wook Hao ,  Myoung Ho Kim

한국정보과학회 학술발표논문집

2023 .06

Neural Network Based Anomaly Detection for Energy Consumption Using Multi-Domain Data

HyeJu Yun ,  HyeYoung Gwon ,  Chang-Jae Chun

대한전자공학회 학술대회

2023 .06