Search Results for author: Junho Song

Found 4 papers, 1 papers with code

Deep learning-based modularized loading protocol for parameter estimation of Bouc-Wen class models

no code implementations5 Nov 2024 Sebin Oh, Junho Song, Taeyong Kim

The protocol consists of two key components: optimal loading history construction and CNN-based rapid parameter estimation.

Foundation Models for ECG: Leveraging Hybrid Self-Supervised Learning for Advanced Cardiac Diagnostics

no code implementations26 Jun 2024 Junho Song, Jong-Hwan Jang, Byeong Tak Lee, DongGyun Hong, Joon-Myoung Kwon, Yong-Yeon Jo

Using foundation models enhanced by self-supervised learning (SSL) methods presents an innovative approach to electrocardiogram (ECG) analysis, which is crucial for cardiac health monitoring and diagnosis.

Contrastive Learning Self-Supervised Learning

MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection

1 code implementation NeurIPS 2023 Junho Song, Keonwoo Kim, Jeonglyul Oh, Sungzoon Cho

It is designed to incorporate a novel memory module that can learn the degree to which each memory item should be updated in response to the input data.

Anomaly Detection Time Series +1

Probabilistic Performance-Pattern Decomposition (PPPD): analysis framework and applications to stochastic mechanical systems

no code implementations4 Mar 2020 Ziqi Wang, Marco Broccardo, Junho Song

Since the early 1900s, numerous research efforts have been devoted to developing quantitative solutions to stochastic mechanical systems.

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