4 papers
Statistical Matching via Schrödinger Bridge beyond Conditional Independence
Eunho Koo, Tongseok Lim, Jinwon Sohn
Statistical matching combines partially overlapping datasets that share covariates but observe the target and auxiliary variables separately. Classical approaches typic…
Node Classification via Simplicial Interaction with Augmented Maximal Clique Selection
Eunho Koo, Tongseok Lim
Considering higher-order interactions allows for a more comprehensive understanding of network structures beyond simple pairwise connections. While leveraging all cliques in a netw…
Node classification in networks via simplicial interactions
Eunho Koo, Tongseok Lim
In the node classification task, it is natural to presume that densely connected nodes tend to exhibit similar attributes. Given this, it is crucial to first define what constitute…
Empirical Strategy for Stretching Probability Distribution in Neural-network-based Regression
Eunho Koo, Hyungjun Kim
In regression analysis under artificial neural networks, the prediction performance depends on determining the appropriate weights between layers. As randomly initialized weights a…