11 citations · 19 across the 4 of their papers we have counts for
4 papers
Portfolio Optimization using Predictive Auxiliary Classifier Generative Adversarial Networks with Measuring Uncertainty
Jiwook Kim, Minhyeok Lee
In financial engineering, portfolio optimization has been of consistent interest. Portfolio optimization is a process of modulating asset distributions to maximize expected returns…
Estimation with Uncertainty via Conditional Generative Adversarial Networks
Minhyeok Lee, Junhee Seok
Conventional predictive Artificial Neural Networks (ANNs) commonly employ deterministic weight matrices; therefore, their prediction is a point estimate. Such a deterministic natur…
Score-Guided Generative Adversarial Networks
Minhyeok Lee, Junhee Seok
We propose a Generative Adversarial Network (GAN) that introduces an evaluator module using pre-trained networks. The proposed model, called score-guided GAN (ScoreGAN), is trained…
Controllable Generative Adversarial Network
Minhyeok Lee, Junhee Seok
Recently introduced generative adversarial network (GAN) has been shown numerous promising results to generate realistic samples. The essential task of GAN is to control the featur…