Search Results for author: Jianming Huang

Found 5 papers, 2 papers with code

Anchor Space Optimal Transport: Accelerating Batch Processing of Multiple OT Problems

no code implementations24 Oct 2023 Jianming Huang, Xun Su, Zhongxi Fang, Hiroyuki Kasai

Therefore, we propose a translated OT problem designated as the anchor space optimal transport (ASOT) problem, which is specially designed for batch processing of multiple OT problem solutions.

Wasserstein Weisfeiler-Lehman Subtree Distance for Graph-Structured Data

no code implementations29 Sep 2021 Zhongxi Fang, Jianming Huang, Hiroyuki Kasai

Therefore, instead of using such categorical labels, we define a node distance between WL subtrees with tree edit distance and propose an efficient calculation algorithm.

Graph Classification valid

LCS Graph Kernel Based on Wasserstein Distance in Longest Common Subsequence Metric Space

1 code implementation7 Dec 2020 Jianming Huang, Zhongxi Fang, Hiroyuki Kasai

Therefore, we propose a novel metric space by exploiting the proposed LCS-based similarity, and compute a new Wasserstein-based graph distance in this metric space, which emphasizes more the comparison between similar paths.

Graph Classification Graph Learning

Graph embedding using multi-layer adjacent point merging model

no code implementations28 Oct 2020 Jianming Huang, Hiroyuki Kasai

For graph classification tasks, many traditional kernel methods focus on measuring the similarity between graphs.

feature selection General Classification +2

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