Ongoing Research
RESEARCH
RESEARCH
Decomposition-Based Neural Quantile Function for Multi-Step Probabilistic Wind Speed Forecasting
SONG Jungyoon, NA Yosep, and SONG Jae Wook*
Under Review, Applied Energy
Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction
KIM Namhyoung and SONG Jae Wook
Submitted, Conference (Double-Blind)
Multivariate financial scenario generation for portfolio risk assessment via asset-specific generative adversarial networks with correlation ssalignment
RYU Dongwon, CHOI Young Hoon, OCK Seungeun, BYUN Jun Young, and SONG Jae Wook
Submitted, Journal (Double-Blind)
VQ-TEGAN: A Novel Framework for Embedding Space Data Augmentation in Few-Shot Learning
PARK Min Ho, BYUN Jun Young, KIM Namhyoung, and SONG Jae Wook
Pairs Trading in Crypto Futures via Characteristic-Informed Clustering
JUN Jun Ho, JANG Yunsu, SHIN Sungweon, and SONG Jae Wook
AI and Systematic Investment Strategies
SONG Jae Wook, Chao Zhang, and Frank J. Fabozzi
Dynamic investment strategy selection via reinforcement learning
PARK Junyoung, OCK Seungeun, and SONG Jae Wook
Learning stock price signals from candlestick chart via vision Transformer
BYUN Jun Young, NA Yosep, and SONG Jae Wook
SQF-RV: Realized volatility forecasting via spline quantile function recurrent neural networks
SONG Jungyoon, Chao Zhang, NA Yosep, and SONG Jae Wook
Peripherality in financial network as a pricing factor: Evidences from a double-selection LASSO approach
NA Yosep and SONG Jae Wook
Multifractal analyses on GAN-based financial time series generation models
OCK Seungeun and SONG Jae Wook
Spline quantile function-based volatility forecasting and application to volatility-managed portfolios
SONG Jungyoon, NA Yosep, and SONG Jae Wook
Probabilistic Driving-Protocol Fuel Cell Degradation Forecasting via DeepAR
NA Yosep, SONG Jungyoon, and SONG Jae Wook
Deep Probabilistic volatility forecasting via conformal prediction
Shiyuan Piao, SONG Jungyoon, SONG Jae Wook, and Fugee Tsung
Last update: 2025-11-03