Search Results for author: Hyunsung Lee

Found 4 papers, 1 papers with code

An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation

1 code implementation24 Dec 2021 Honguk Woo, Hyunsung Lee, Sangwoo Cho

While several COPs can be formulated as the prioritization of input items, as is common in the information retrieval, it has not been fully explored how the learning-to-rank techniques can be incorporated into deep RL for COPs.

Combinatorial Optimization Information Retrieval +4

Fixed Priority Global Scheduling from a Deep Learning Perspective

no code implementations5 Dec 2020 Hyunsung Lee, Michael Wang, Honguk Woo

Deep Learning has been recently recognized as one of the feasible solutions to effectively address combinatorial optimization problems, which are often considered important yet challenging in various research domains.

Combinatorial Optimization Scheduling

A Differentiable Ranking Metric Using Relaxed Sorting Operation for Top-K Recommender Systems

no code implementations30 Aug 2020 Hyunsung Lee, Yeongjae Jang, Jaekwang Kim, Honguk Woo

A recommender system generates personalized recommendations for a user by computing the preference score of items, sorting the items according to the score, and filtering top-K items with high scores.

Recommendation Systems

Intelligent Replication Management for HDFS Using Reinforcement Learning

no code implementations19 Aug 2020 Hyunsung Lee

Storage systems for cloud computing merge a large number of commodity computers into a single large storage pool.

Cloud Computing Management +2

Cannot find the paper you are looking for? You can Submit a new open access paper.