Sejun Park

I am a Ph.D. student in the School of Electrical Engineering at Korea Advanced Institute of Science and Technology (KAIST), advised by Prof. Jinwoo Shin. My research interests are on probabilistic graphical models, Markov chain Monte Carlo and combinatorial optimization. (Curriculum Vitae)

Education

    Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea, 2014
    BS in Electrical Engineering and Mathematical Science (double major)

Conferences

[C7] Spectral Approximate Inference (pdf)

Sejun Park, Eunho Yang, Se-Young Yun and Jinwoo Shin
International Conference on Machine Learning (ICML), 2019

[C6] Learning in Power Distribution Grids under Correlated Injections (pdf)

Sejun Park, Deepjyoti Deka and Michael Chertkov
Asilomar Conference on Signals, Systems and Computers (ACSSC), 2018 (invited)

[C5] Exact Topology and Parameter Estimation in Distribution Grids with Minimal Observability (pdf)

Sejun Park, Deepjyoti Deka and Michael Chertkov
Power Systems Computation Conference (PSCC), 2018

[C4] Rapid Mixing Swendsen-Wang Sampler for Stochastic Partitioned Attractive Models (pdf, poster)

Sejun Park, Yunhun Jang, Andreas Galanis, Jinwoo Shin, Daniel Stefankovic, Eric Vigoda
International Conference on Artificial Intelligence and Statistics (AISTATS), 2017

[C3] Practical message-passing framework for large-scale combinatorial optimization (pdf)

Inho Cho, Soya Park, Sejun Park, Dongsu Han, Jinwoo Shin
IEEE International Conference on Big Data, 2015

[C2] Minimum Weight Perfect Matching via Blossom Belief Propagation (pdf)

Sungsoo Ahn, Sejun Park, Michael Chertkov and Jinwoo Shin
Neural Information Processing Systems (NIPS), 2015 (spotlight presentation)

[C1] Max-Product Belief Propagation for Linear Programming: Applications to Combinatorial Optimization (pdf)

Sejun Park and Jinwoo Shin
Conference on Uncertainty in Artificial Intelligence (UAI), 2015

Journals

[J2] Maximum Weight Matching using Odd-sized Cycles: Max-Product Belief Propagation and Half-Integrality (pdf)

Sungsoo Ahn, Sejun Park, Michael Chertkov, Andrew E. Gelfand and Jinwoo Shin
IEEE Transactions on Information Theory, 2018

[J1] Convergence and Correctness of Max-Product Belief Propagation for Linear Programming (pdf)

Sejun Park and Jinwoo Shin
SIAM Journal on Discrete Mathematics (SIDMA), 2017

Contact

Email: sejun.park@kaist.ac.kr