Publications
RESEARCH
RESEARCH
NA Yosep, BYUN Jun Young, SONG Jungyoon, and SONG Jae Wook*
Physica A: Statistical Mechanics and its Applications 686 (2026): 131364
#Cryptocurrency, #Realized volatility, #Probabilistic forecasting, #Recurrent neural networks, #Time-series decomposition
BYUN Jun Young, NA Yosep, and SONG Jae Wook*
Finance Research Letters (2026): 109585
#Vision transformer, #Stock charts, #Asset pricing, #Factor models, #Deep learning
CHOI Young Hoon, RYU Dongwon, BYUN Jun Young, NA Yosep, and SONG Jae Wook*
Finance Research Letters (2026): 109464
#Generative adversarial networks, #Time series simulation, #Option pricing, #Delta prediction, #Risk-neutral valuation, #Stochastic noise
LEE Dongwoo, OCK Seungeun, and SONG Jae Wook*
Expert Systems with Applications (2026): 129292
#Transformer, #Graph neural networks, #Graph attention, #Stock return prediction, #Portfolio management
KIM Jang Ho, LEE Yongjae, KIM Woo Chang, SONG Jae Wook, and Frank J. Fabozzi*
Journal of Portfolio Management 52.2 (2025)
#Random forests, #Feature selection, #Variable importance, #Asset management
KIM Namhyoung, NA Yosep, and SONG Jae Wook*
Proceedings of the 6th ACM International Conference on AI in Finance (ICAIF'25)
#Contrastive learning, #Physics-informed neural networks, #Mean-reversion, #Pairs-trading, #Portfolio
KIM Namhyoung, OCK Seungeun, and SONG Jae Wook*
Knowledge-Based Systems (2025): 113460
#Dynamic Latent Factor Model, #Vector Quantization, #Autoencoder, #Transformer, #Portfolio Investment
SONG Jungyoon, CHANG Woojin, and SONG Jae Wook*
Applied Intelligence 55.2 (2025): 183
#Probabilistic Forecasting, #Neural quantile function, #Continous ranked probability score, #Trapezoidal rule
OCK Seung Eun, LEE Minhyuk, and SONG Jae Wook*
Fractal and Fractional 8, no. 10 (2024): 573
#Korean electricity market, #Multifractality, #Multifractal detrended fluctuation analysis, #Crossover point detection, #Market efficiency
Shawn SH Choi, BYUN Jun Young, Maxime Pognon, KIM Juhwan, KIM Hyeonggu, SEONG Jaedong, Baptiste Guillot, Thierry Balanche, Kevin Choi, MAH Misoon, SONG Jae Wook, Peter JH Ryu, and Douglas DS Kim*
Proceedings of the Advanced Maui Optical and Space Surveillance Technologies (AMOS) Conference, 2024, Maui Economic Development Board
#Real-time, #Conjunction Data Message, #TLE, #Concurrent Avoidance Negotiation, #Maneuver Detection, #Virtual Meeting, #Platform, #Voronoi
Shawn SH Choi, Peter JH Ryu, SIM Kyuil, SEONG Jaedong, SONG Jae Wook, MAH Misoon, Douglas DS Kim*
Journal of Space Safety Engineering 11.3 (2024): 462-468
#Conjunction assessment, #Collision avoidance, #Spatiotemporal problem, #Real-time, #Voronoi diagram
CHO Younghwan and SONG Jae Wook*
Finance Research Letters 53 (2023): 103608
#Portfolio management, #Hierarchical risk parity, #Global motion correlation, #Minimum spanning tree, #Security selection
LEE Minhyuk, CHO Younghwan, OCK Seung Eun, and SONG Jae Wook*
Fractal and Fractional 7, no. 1 (2023): 85
#Multifractal detrended fluctuation analysis, #Capital asset pricing model filter, #Idiosyncratic risk premium, #Asymmetric volatility, #Asymmetric multifractality
CHOI Sungyoon, GWAK Dongkyu, SONG Jae Wook, and CHANG Woojin*
Intelligent Data Analysis 26.3 (2022): 723-750
#Autoencoder, #Complex network, #Dimensionality reduction, #Latent space visualization, #Histogram, #Stock portfolio
KIM Kyungwon, PARK Ji Hwan, LEE Minhyuk, SONG Jae Wook*
IEEE Access 10 (2022): 34690-34705
#Unsupervised learning, #Change point detection, #Iterative cumulative sum of squares, #Krskal-Wallis
CHO Poongjin, PARK Ji Hwan, and SONG Jae Wook*
IEEE Access 9 (2021): 46364-46373
#Finance, #Natural language processing, #Stock markets, #Equity research reports, #Binary classification, #Investment strategy
KIM Kyungwon and SONG Jae Wook*
IEEE Access 8 (2020): 208779 - 208795
#Clustering asymmetry, #Clustering index, #Finance, #Pattern clustering, #Power-law decay, #Statistical analysis, #Time series analysis, #Visibility graph, #Volatility clustering
Link prediction in the Granger causality network of the global currency market
PARK Ji Hwan, CHANG Woojin, and SONG Jae Wook*
Physica A: Statistical Mechanics and its Applications 553 (2020): 124668
#Currency market, #Link prediction, #Granger causality network, #Real effective exchange rate
Fractal structure in the S&P500: A correlation-based threshold network approach
KU Seungmo, LEE Changju, CHANG Woojin, and SONG Jae Wook*
Chaos, Solitons & Fractals 137 (2020): 109848
#Fractal dimension, #Threshold network, #Strong effective repulsion, #Market prediction
KIM Sondo, KU Seungmo, CHANG Woojin, and SONG Jae Wook*
IEEE Access 8 (2020): 111660-111682
#Econophysics, #Effective transfer entropy, #Feature engineering, #Information entropy, #Machine learning, #Prediction algorithms, #Stock markets, #Time series analysis
KIM Kyungwon and SONG Jae Wook*
Sustainability 12.3 (2020): 1220
#Housing bubble, #Bubble reduction, #Real options, #American option, #Binomial tree, #Residential characteristics
OH Sung Youl, SONG Jae Wook, CHANG Woojin, and LEE Minhyuk*
IEEE Access 7 (2019): 115317-115330
#Credit migration, #Economic forecasting, #Hidden Markov models, #Markov processes, #Regime switching, #Sovereign credit rating
Cluster analysis on the structure of the cryptocurrency market via Bitcoin-Ethereum filtering
SONG Jungyoon, CHANG Woojin, and SONG Jae Wook*
Physica A Statistical Mechanics and its Applications 527 (2019): 121339
#Cryptocurrency, #Market structure, #Bitcoin-Ethereum filtering, #Clustering, #Minimum spanning tree
CHO Poongjin, CHANG Woojin, and SONG Jae Wook*
IEEE Access 7 (2019): 16925-16939
#Entropy, #Support vector machine, #Financial management, #Decision support systems, #Peer-to-peer lending
Asymmetric market efficiency using the index-based asymmetric-MFDFA
LEE Minhyuk, SONG Jae Wook, KIM Sondo, and CHANG Woojin*
Physica A: Statistical Mechanics and its Applications 512 (2018): 1278-1294
#Market efficiency, #A-MFDFA, #Stock markets, #Asymmetric multi-fractality, #Hurst exponent
KO Bonggyun and SONG Jae Wook*
Physica A: Statistical Mechanics and its Applications 505 (2018): 398-412
#Mean escape time, #Interest rate, #Term structure, #Stochastic volatility, #Noise enhanced stability
Managing Bubbles in the Korean Real Estate Market: A Real Options Framework
KIM Kyungwon and SONG Jae Wook*
Sustainability 10.8 (2018): 2875
#Real estate market, #Bubbles, #Real options, #Binomial tree, #Heteroscedasticity, #Jeonse system
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
Physica A: Statistical Mechanics and its Applications 492 (2018): 308-323
#Log-periodicity, #Price forecasting, #Diffusion model, #Pattern recognition, #Non-linear time series, #Financial market
Analyzing systemic risk using non-linear marginal expected shortfall and its minimum spanning tree
SONG Jae Wook, KO Bonggyun, and CHANG Woojin
Physica A: Statistical Mechanics and its Applications 491 (2018): 289-304
#Systemic risk, #Marginal expected shortfall, #Parametric model, #Non-linearity, #Minimum spanning tree
Asymmetric multi-fractality in the U.S. stock indices using index-based model of A-MFDFA
LEE Minhyuk, SONG Jae Wook, PARK Ji Hwan, and CHANG Woojin*
Chaos, Solitons & Fractals 97 (2017): 28-38
#Asymmetric multi-fractality, #A-MFDFA, #Stock indices, #Return trend, #Index trend
Time-varying causal network of the Korean financial system based on firm-specific risk premiums
SONG Jae Wook, KO Bonggyun, CHO Poongjin, and CHANG Woojin*
Physica A: Statistical Mechanics and its Applications 458 (2016): 287-302
#Causal network, #Korean financial market, #Risk-spillovers, #Network connectivity, #Financial stability
Multifractal Value at Risk model
LEE Hojin, SONG Jae Wook, and CHANG Woojin*
Physica A: Statistical Mechanics and its Applications 451 (2016): 113-122
#Value at Risk, #Multifractality, #Binomial multifractal model, #Multifractal model of asset return, #Financial time series
Simulation of financial market via nonlinear Ising model
KO Bonggyun, SONG Jae Wook, and CHANG Woojin*
International Journal of Modern Physics C 27, no. 04 (2016): 1650038
#Nonlinear Ising model, #Financial return, #Stock indices, #CDS spread, #Fat-tail
K-SDA를 위한 스페이스맵의 실시간 우주상황 분석, 예측 및 공유기술
김주환, 조유정, 나요셉, 변준영, 최승환, 이기천, 송재욱, 류중현, 김덕수*
우주항공리뷰 1.2 (2025): 12-29
#Space Domain Awareness, #Space Traffic Management, #Maneuver Detection, #Satellite Constellation Analysis, #Conjunction Assessment, #Collision Avoidance
기계학습 기반 금융 시계열 생성모형 연구 동향
송재욱*
재무관리논총 26.2 (2025): 30-34
#Financial markets, #Financial time-series, #Generative model, #Stylized facts
암호화폐 시장에서 무기한 선물 도입이 시장 복잡성 및 효율성에 미치는 영향
옥승은, 송재욱*
한국산업경영시스템학회지 48.2 (2025): 144-154
#Cryptocurrency, #Perpetual swaps, #Market efficiency, #Multifractal analysis, #Price discovery
기계학습 기반 시군구 건강수명 산정 모형 및 경상북도 데이터를 이용한 실증
옥승은, 변준영, 김남형, 송재욱*
경영과학 41.1 (2024): 51-70
#Health-adjusted life expectancy, #Quality-adjusted life expectancy, #Machine learning, #Explainable Artificial Intelligence, #SHAP
설명 가능한 인공지능을 이용한 지역별 출산율 차이 요인 분석
이동우, 김미경, 윤정윤, 류동원, 송재욱*
한국산업경영시스템학회지 47.1 (2024): 41-50
#Low fertility rate, #Explainable Artificial Intelligence, #Machine Learning, #Text Mining
누리호 탑재 위성들의 충돌위험의 예측 및 향후 상황의 대응을 위한 분석
최승환, 유중현, 김종원, 김성애, 신경우, 김용일, 이재진, 최성환, 송재욱, 김해동, 마미순, 김덕수*
우주기술과 응용 3.2 (2023): 118-143
#Conjunction assessment, #Collision avoidance, #Low earth orbit satellite, #Small satellite
서울시 여성안심택배함 증설 최적 입지 분석
김태일, 부강민, 용수민, 이승연, 송재욱*
경영과학 40.1 (2023): 47-59
#Women's safe delivery box, #Optimal location, #P-median, #Mixed linear complementarity problem
한국 주식시장에서의 군집화 기반 페어트레이딩 포트폴리오 투자 연구
조풍진, 이민혁, 송재욱*
한국산업경영시스템학회지 45.3 (2022): 123-130
#Pair trading, #Clustering, #Statistical Arbitrage, #Investment Strategy