Search Results - "Ryu, Jongha"

From Information Theory to Machine Learning Algorithms: A Few Vignettes by Ryu, Jongha Jon

“…This dissertation illustrates how certain information-theoretic ideas and views on learning problems can lead to new algorithms via concrete examples. The…”
Get full text

Conditional Distribution Learning with Neural Networks and its Application to Universal Image Denoising by Ryu, Jongha, Kim, Young-Han

“…A simple and scalable denoising algorithm is proposed that can be applied to a wide range of source and noise models. At the core of the proposed CUDE…”
Get full text

Group Fairness with Uncertain Sensitive Attributes by Shah, Abhin, Shen, Maohao, Ryu, Jongha Jon, Das, Subhro, Sattigeri, Prasanna, Bu, Yuheng, Wornell, Gregory W.

“…Learning a fair predictive model is crucial to mitigate biased decisions against minority groups in high-stakes applications. A common approach to learn such a…”
Get full text

Group Fairness with Uncertainty in Sensitive Attributes by Shah, Abhin, Shen, Maohao, Ryu, Jongha Jon, Das, Subhro, Sattigeri, Prasanna, Bu, Yuheng, Wornell, Gregory W

“…Learning a fair predictive model is crucial to mitigate biased decisions against minority groups in high-stakes applications. A common approach to learn such a…”
Get full text

Dendritic physical gel: A liquid crystalline gel for application in light scattering displays by Heo, Jungmi, Jang, Woo-Dong, Kwon, Ohsang, Ryu, Jongha, Tan, Jewan, Kim, Heeyeon, Jun, Younghee

“…KCI Citation Count: 6…”
Get full text

Energy-Based Sequence GANs for Recommendation and Their Connection to Imitation Learning by Yoo, Jaeyoon, Ha, Heonseok, Yi, Jihun, Ryu, Jongha, Kim, Chanju, Ha, Jung-Woo, Kim, Young-Han, Yoon, Sungroh

“…Recommender systems aim to find an accurate and efficient mapping from historic data of user-preferred items to a new item that is to be liked by a user…”
Get full text