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researcher

Cheolhei Lee

4 papers hereh-index 363 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • stat.ML2
  • cs.LG1
  • stat.AP1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedFailure-averse Active Learning for Physics-constrained Systems

15 citations · 31 across the 4 of their papers we have counts for

collaborators

4 papers

stat.AP2026

Multi-output Extreme Spatial Model for Complex Aircraft Production Systems

Cheolhei Lee, Xing Wang, Xiaowei Yue +1

Problem definition: Data-driven models in machine learning have enabled efficient management of production systems. However, a majority of machine learning models are devoted to mo…

stat.ML2021★ 15 cited

Failure-averse Active Learning for Physics-constrained Systems

Cheolhei Lee, Xing Wang, Jianguo Wu +1

Active learning is a subfield of machine learning that is devised for design and modeling of systems with highly expensive sampling costs. Industrial and engineering systems are ge…

cs.LG2021★ 14 cited

Partitioned Active Learning for Heterogeneous Systems

Cheolhei Lee, Kaiwen Wang, Jianguo Wu +2

Active learning is a subfield of machine learning that focuses on improving the data collection efficiency of expensive-to-evaluate systems. Especially, active learning integrated…

stat.ML2020★ 2 cited

Neural Network Gaussian Process Considering Input Uncertainty for Composite Structures Assembly

Cheolhei Lee, Jianguo Wu, Wenjia Wang +1

Developing machine learning enabled smart manufacturing is promising for composite structures assembly process. To improve production quality and efficiency of the assembly process…

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