15 citations · 20 across the 2 of their papers we have counts for
3 papers
cs.LG2020★ 5 cited
Soft Labeling Affects Out-of-Distribution Detection of Deep Neural Networks
Doyup Lee, Yeongjae Cheon
Soft labeling becomes a common output regularization for generalization and model compression of deep neural networks. However, the effect of soft labeling on out-of-distribution (…
cs.LG2019
Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding
Doyup Lee, Suehun Jung, Yeongjae Cheon +2
Short-term demand forecasting models commonly combine convolutional and recurrent layers to extract complex spatiotemporal patterns in data. Long-term histories are also used to co…
stat.ML2017★ 15 cited
Anomaly Detection in Multivariate Non-stationary Time Series for Automatic DBMS Diagnosis
Doyup Lee
Anomaly detection in database management systems (DBMSs) is difficult because of increasing number of statistics (stat) and event metrics in big data system. In this paper, I propo…