Presentations
RESEARCH
RESEARCH
Robustness Over Complexity in High-Frequency Cryptocurrency Forecasting
BYUN Jun Young, RYU Dongwon, OCK Seungeun, and SONG Jae Wook*
ACM ICAIF 2025 Cryptocurrency Forecasting Competition (ICAIF-C), 2025.11, Singapore
Probabilistic Forecasting of High-Frequency Crypto Volatility via Decomposition-Integrated Recurrent Neural Networks
NA Yosep, BYUN Jun Young, SONG Jungyoon, KIM Namhyoung, and SONG Jae Wook*
ACM ICAIF 2025 Workshop on Rethinking Financial Time-Series (ICAIF-W, Poster), 2025.11, Singapore
FPQ-VAE: A Dynamic Factor Model Fusing Financial Priors and Vector-Quantized Factors for Stock Rank Prediction
KIM Namhyoung, YOUN Janghyuk, and SONG Jae Wook*
ACM CIKM 2025 Workshop on Advances in Financial AI: Innovations, Risk, and Responsibility in the Era of LLMs (CIKM-W, Poster), 2025.11, Seoul, Korea
SLRL: Strategy-Level Reinforcement Learning for Robust Portfolio Management
PARK Junyoung, OCK Seungeun, NA Yosep, CHOI Young Hoon, and SONG Jae Wook*
ACM CIKM 2025 Workshop on Advances in Financial AI: Innovations, Risk, and Responsibility in the Era of LLMs (CIKM-W, Poster), 2025.11, Seoul, Korea
Learning Stock Price Signals From Candlestick Chart Via Vision Transformer
SONG Jae Wook*, BYUN Jun Young, and NA Yosep
2025 Asia-Pacific Association of Finance International Conference (APAF), 2025.07, Busan, Korea
Driving-Protocol Fuel Cell Degradation Pattern Modeling Using DeepAR
NA Yosep, KIM Yoon-Hee, BAE Suk Joo, and SONG Jae Wook*
INFORMS Conference on Quality, Statistics & Reliability 2025 (ICQSR), 2025.07, Singapore
Multivariate Cryptocurrency Time-series Generation
RYU Dongwon, BYUN Jun Young, and SONG Jae Wook*
ACM ICAIF 2024 Antalpha Crypto Market Simulation Competition (ICAIF-C), 2024.11, Brooklyn, NY, USA
Deep hedging of equity-linked securities
SONG Jae Wook*, KIM Namhyoung, and RYU Dongwon
INFORMS Annual Meeting (INFORMS), 2024.10, Seattle, WA, USA
Risk Propensity-specific Portfolio Recommendation via Self-supervised Learning
KIM Namhyoung, OCK Seung Eun, and SONG Jae Wook*
IJCAI 2024 Worksop on Recommender Systems in Finance (IJCAI-W), 2024.07, Jeju, Korea
AstroLibrary: A Library for Real-time Conjunction Assessment and Optimal Collision Avoidance
Shawn SH Choi, Peter JH Ryu, JI Minwoo, John Kim, Lowell Kim, SIM Kyuil, SUNG Jaedong, SONG Jae Wook, MAH Misoon, Douglas DS Kim*
2nd International Orbital Debris Conference (IOC II), 2023.12, Sugar Land, TX, USA
Link prediction analysis in the weighted causal network of the global currency market
PARK Ji Hwan, SONG Jae Wook, LEE Minhyuk, and CHANG Woojin*
Asia-Pacific Industrial Engineering & Management Society Conference (APIEMS), 2018.12, Hong Kong
Asymmetric multi-fractality in the high-frequency cryptocurrency markets
LEE Minhyuk and SONG Jae Wook*
Asia-Pacific Econophysics Conference (APEC), 2018.08, Taipei, Taiwan
Asymmetric multi-fractality and market efficiency in stock indices of G-2 countries
LEE Minhyuk, SONG Jae Wook, PARK Ji Hwan, and CHANG Woojin*
Asia-Pacific Industrial Engineering & Management Society Conference (APIEMS), 2016.12, Taipei, Taiwan
Marginal expected shortfall based on nonlinear relationship between firm and market returns
CHANG Woojin*, SONG Jae Wook, and KO Bonggyun
Seoul-Tokyo-Stanford Workshop on Financial Statistics and Risk Management, 2016.04, Seoul, Korea
Financial networks based on theory of information transfer
SONG Jae Wook, KO Bonggyun, and CHANG Woojin*
Econophysics Colloquium (EC), 2015.09, Prague, Czechia
Escape problem under the term structure condition and stochastic volatility
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
Econophysics Colloquium (EC), 2015.09, Prague, Czechia
Topology of the interbank network under the Central bank reserves
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
Social Modeling and Simulations / Econophysics Colloquium (EC), 2014.11, Kobe, Japan
Alarm Index of a major crash in Korean financial market via Log Periodic Power Law & Pattern Recognition
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
Social Modeling and Simulations / Econophysics Colloquium (EC), 2014.11, Kobe, Japan
Alarm Index of a major crash in Korean financial market via Log Periodic Power Law & Pattern Recognition
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
Asia-Pacific Industrial Engineering & Management Society Conference (APIEMS), 2014.10, Jeju, Korea
PRISM-VQ: Fusing Financial Priors and Vector-Quantized Latent Factors for Dynamic Cross-Sectional Stock Prediction
김남형, 송재욱*
한국파생상품학회 추계학술대회, 2025.12, 서울
DisCorrGAN: A Disentangled and Correlation-Aware Generative Adversarial Networks for Multivariate Financial Time Series Generation
송재욱*, 류동원, 최영훈, 옥승은, 변준영
한국금융공학회 추계학술대회, 2025.10, 부산
오피니언 마이닝을 통한 제품 개발 전략
송재욱*
한국산업경영시스템학회 추계학술대회, 2025.10, 제주
Optimal Investment Strategy Selection with Deep Reinforcement Learning
박준영, 옥승은, 류동원, 송재욱*
대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2025.06, 제주
Candlestick Chart-Driven Portfolio Selection via Vision Transformer
변준영, 나요셉, 이동우, 송재욱*
대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2025.06, 제주
Vector Quantization for Efficient Financial Representation Learning
김남형, 김주환, 송재욱*
대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2025.06, 제주
자기회귀 순한신경망을 활용한 리튬이온 배터리 건전성 지표의 확률적 예측
나요셉, 송재욱*
한국신뢰성학회 춘계학술대회, 2025.06, 제주
FactorVQVAE: Discrete latent factor model via vector quantized variational autoencoder
김남형, 옥승은, 송재욱*
재무금융 공동학술대회, 2025.05, 서울
투자온도: 공포탐욕지수 기반 투자 정보 서비스
송재욱*
한국데이터마이닝학회 추계학술대회, 2024.11, 경주
딥러닝 기반 주요 암호화폐 변동성 점 및 구간 예측과 포트폴리오 투자로의 활용
나요셉, 박민호, 송재욱*
한국경영과학회·대한산업공학회·한국시뮬레이션학회 춘계공동학술대회, 2024.05, 여수
Stock excess return prediction using GCN-LSTM integrated model and PMFG and its application to portfolio investment
이동우, 최영훈, 송재욱*
한국경영과학회·대한산업공학회·한국시뮬레이션학회 춘계공동학술대회, 2024.05, 여수
Pairs Trading via Contrastive Learning
김주환, 김남형, 옥승은, 송재욱*
한국경영과학회·대한산업공학회·한국시뮬레이션학회 춘계공동학술대회, 2024.05, 여수
Multivariate time series generation for correlated stock prices via Transformer and generative adversarial networks
류동원, 변준영, 송재욱*
한국경영과학회·대한산업공학회·한국시뮬레이션학회 춘계공동학술대회, 2024.05, 여수
Data Augmentation in Embedding Space for Natural Language Processing based on the Vector Quantized Generative Adversarial Networks
박민호, 김남형, 변준영, 송재욱*
대한산업공학회·한국경영과학회 춘계공동학술대회, 2023.06, 제주
Investigating the impact of fuel cells on the Korean electricity market based on multifractal detrended fluctuation analysis
옥승은, 최영훈, 송재욱*
대한산업공학회·한국경영과학회 춘계공동학술대회, 2023.06, 제주
Pair trading strategy with dynamic time warping clustering
조풍진, 송재욱*
한국산업경영시스템학회 춘계학술대회, 2022.06, 제주
Real-time Change-point detection in financial time-series via Voronoi diagram
변준영, 조영환, 송재욱*
한국경영과학회·대한산업공학회 춘계공동학술대회, 2022.06, 제주
Can a pre-trained language model be a superior counsel in equity research report-driven investment strategy?
김남형, 최영훈, 박민호, 송재욱*
한국경영과학회·대한산업공학회 춘계공동학술대회, 2022.06, 제주
XAI를 활용한 비금융 정보의 신용 평가 활용 가치 분석
유철호, 옥승은, 조풍진, 송재욱*
한국경영과학회·대한산업공학회 춘계공동학술대회, 2022.06, 제주
국내 금융 시장에서의 군집화 기반 페어트레이딩 전략
변준영, 최영훈, 한은비, 송재욱*
한국경영과학회 추계학술대회, 2021.11, 서울
Portfolio Investment in KOSPI200 based on PMFG with Gaussian Rank Correlation
최영훈, 송재욱*
대한산업공학회·한국경영과학회 춘계공동학술대회, 2021.06, 제주
동일리스크 기여 포트폴리오의 다각화를 위한 암호화폐 활용
조영환, 변준영, 송재욱*
한국산업경영시스템학회 춘계학술대회, 2021.05, 서울
가중 그레인저-인과관계 네트워크를 활용한 외환시장의 실질실효환율 링크 예측 분석
박지환, 이민혁, 송재욱, 장우진*
한국경영과학회 추계학술대회, 2019.10, 서울
Estimating arbitrage opportunity in the real estate market via binomial American option pricing approach
김경원, 송재욱*
대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2018.04, 광주
Analyzing escape time of the Korean government bond: the Hull-White model with stochastic volatility approach
고봉균, 송재욱*
대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2018.04, 경주
Analyzing stock market efficiency using the asymmetric Hurst exponent
이민혁, 송재욱, 김선도, 장우진*
한국경영과학회 추계학술대회, 2017.10, 서울
Systemic risk measures based on open financial data
송재욱, 장우진*
한국경영과학회 추계학술대회, 2016.10, 서울
인터뱅크 시장의 시스템리스크 연구: 네트워크 토폴로지와 중앙은행의 역할을 중심으로
송재욱, 고봉균, 장우진*
대한산업공학회·한국경영과학회 춘계공동학술대회, 2014.05, 부산