118 citations · 485 across the 87 of their papers we have counts for
7 papers · 1 filter
Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks
Minseok Choi, Andreas F. Molisch, Joongheon Kim
In wireless caching networks, the design of the content delivery method must consider random user requests, caching states, network topology, and interference management. In this p…
Deep ensemble network with explicit complementary model for accuracy-balanced classification
Dohyun Kim, Kyeorye Lee, Jiyeon Kim +2
The average accuracy is one of major evaluation metrics for classification systems, while the accuracy deviation is another important performance metric used to evaluate various de…
Randomized Adversarial Imitation Learning for Autonomous Driving
MyungJae Shin, Joongheon Kim
With the evolution of various advanced driver assistance system (ADAS) platforms, the design of autonomous driving system is becoming more complex and safety-critical. The autonomo…
A Personalized Preference Learning Framework for Caching in Mobile Networks
Adeel Malik, Joongheon Kim, Kwang Soon Kim +1
This paper comprehensively studies a content-centric mobile network based on a preference learning framework, where each mobile user is equipped with a finite-size cache. We consid…
Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks
Minseok Choi, Albert No, Mingyue Ji +1
This paper proposes a video delivery strategy for dynamic streaming services which maximizes time-average streaming quality under a playback delay constraint in wireless caching ne…
Blind Signal Classification Analysis and Impact on User Scheduling and Power Allocation in Nonorthogonal Multiple Access
Minseok Choi, Joongheon Kim
For a massive number of devices, nonorthogonal multiple access (NOMA) has been recognized as a promising technology for improving the spectral efficiency compared to orthogonal mul…