Heuristic AND/OR search for solving influence diagrams
- Junkyu Lee
- Radu Marinescu
- et al.
- 2020
- SoCS 2020
Junkyu Lee
Title
Research Scientist
Bio
I am interested in designing algorithms for solving large-scale sequential decision-making problems. My research focuses on inference and learning algorithms in graphical models, AI planning, and reinforcement learning.
Publications
A weighted mini-bucket bound for solving influence diagrams
- Junkyu Lee
- Radu Marinescu
- et al.
- 2019
- UAI 2019
And/or search for marginal map
- Radu Marinescu
- Junkyu Lee
- et al.
- 2018
- JAIR
Anytime best+depth-first search for bounding marginal MAP
- Radu Marinescu
- Junkyu Lee
- et al.
- 2017
- AAAI 2017
From exact to anytime solutions for marginal MAP
- Junkyu Lee
- Radu Marinescu
- et al.
- 2016
- AAAI 2016
Applying search based probabilistic inference algorithms to probabilistic conformant planning: Preliminary results
- Junkyu Lee
- Radu Marinescu
- et al.
- 2016
- ISAIM 2016
Projects
Top collaborators
RM
Radu Marinescu
Research Staff Member
NP
Nhan Pham
Staff Research Scientist
BG
Balaji Ganesan
Senior Research Engineer
AP
Alessandra Pascale
Senior Research Scientist and manager, Accelerated Discovery, NLP and Inference on Graphs