FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3111158157> ?p ?o ?g. }

• W3111158157 abstract "For graph classification tasks, many methods use a common strategy to aggregate information of vertex neighbors. Although this strategy provides an efficient means of extracting graph topological features, it brings excessive amounts of information that might greatly reduce its accuracy when dealing with large-scale neighborhoods. Learning graphs using paths or walks will not suffer from this difficulty, but many have low utilization of each path or walk, which might engender information loss and high computational costs. To solve this, we propose a graph kernel using a longest common subsequence (LCS kernel) to compute more comprehensive similarity between paths and walks, which resolves substructure isomorphism difficulties. We also combine it with optimal transport theory to extract more in-depth features of graphs. Furthermore, we propose an LCS metric space and apply an adjacent point merge operation to reduce its computational costs. Finally, we demonstrate that our proposed method outperforms many state-of-the-art graph kernel methods." @default.
• W3111158157 created "2020-12-21" @default.
• W3111158157 creator A5017834819 @default.
• W3111158157 creator A5063096035 @default.
• W3111158157 creator A5079080816 @default.
• W3111158157 date "2020-12-07" @default.
• W3111158157 modified "2023-09-27" @default.
• W3111158157 title "LCS Graph Kernel Based on Wasserstein Distance in Longest Common Subsequence Metric Space." @default.
• W3111158157 cites W1179283095 @default.
• W3111158157 cites W1576213419 @default.
• W3111158157 cites W1629559917 @default.
• W3111158157 cites W1816257748 @default.
• W3111158157 cites W1970026646 @default.
• W3111158157 cites W2003447360 @default.
• W3111158157 cites W2008857988 @default.
• W3111158157 cites W2011039300 @default.
• W3111158157 cites W2022156968 @default.
• W3111158157 cites W2025167103 @default.
• W3111158157 cites W2036996178 @default.
• W3111158157 cites W2040176884 @default.
• W3111158157 cites W2056562706 @default.
• W3111158157 cites W2083620785 @default.
• W3111158157 cites W2099438806 @default.
• W3111158157 cites W2112081648 @default.
• W3111158157 cites W2129893339 @default.
• W3111158157 cites W2142498761 @default.
• W3111158157 cites W2147286743 @default.
• W3111158157 cites W2158131535 @default.
• W3111158157 cites W2164281374 @default.
• W3111158157 cites W2166619467 @default.
• W3111158157 cites W2169067611 @default.
• W3111158157 cites W2172478671 @default.
• W3111158157 cites W2280953022 @default.
• W3111158157 cites W2417426974 @default.
• W3111158157 cites W2474265885 @default.
• W3111158157 cites W2519887557 @default.
• W3111158157 cites W2752885492 @default.
• W3111158157 cites W2793477525 @default.
• W3111158157 cites W2911397097 @default.
• W3111158157 cites W2911738047 @default.
• W3111158157 cites W2963360524 @default.
• W3111158157 cites W2963693932 @default.
• W3111158157 cites W2964051675 @default.
• W3111158157 cites W2970406896 @default.
• W3111158157 cites W2970823238 @default.
• W3111158157 cites W3015704583 @default.
• W3111158157 cites W3028283557 @default.
• W3111158157 cites W3042313988 @default.
• W3111158157 cites W3119577510 @default.
• W3111158157 cites W3134953628 @default.
• W3111158157 cites W3145128584 @default.
• W3111158157 cites W3155952169 @default.
• W3111158157 cites W3158529957 @default.
• W3111158157 cites W3163033434 @default.
• W3111158157 cites W3192797115 @default.
• W3111158157 cites W385466589 @default.
• W3111158157 cites W92634156 @default.
• W3111158157 cites W3021975806 @default.
• W3111158157 hasPublicationYear "2020" @default.
• W3111158157 type Work @default.
• W3111158157 sameAs 3111158157 @default.
• W3111158157 citedByCount "2" @default.
• W3111158157 countsByYear W31111581572020 @default.
• W3111158157 countsByYear W31111581572021 @default.
• W3111158157 crossrefType "posted-content" @default.
• W3111158157 hasAuthorship W3111158157A5017834819 @default.
• W3111158157 hasAuthorship W3111158157A5063096035 @default.
• W3111158157 hasAuthorship W3111158157A5079080816 @default.
• W3111158157 hasConcept C100595998 @default.
• W3111158157 hasConcept C11413529 @default.
• W3111158157 hasConcept C114614502 @default.
• W3111158157 hasConcept C118615104 @default.
• W3111158157 hasConcept C120098539 @default.
• W3111158157 hasConcept C122280245 @default.
• W3111158157 hasConcept C12267149 @default.
• W3111158157 hasConcept C132525143 @default.
• W3111158157 hasConcept C154945302 @default.
• W3111158157 hasConcept C182335926 @default.
• W3111158157 hasConcept C198043062 @default.
• W3111158157 hasConcept C33923547 @default.
• W3111158157 hasConcept C41008148 @default.
• W3111158157 hasConcept C80444323 @default.
• W3111158157 hasConceptScore W3111158157C100595998 @default.
• W3111158157 hasConceptScore W3111158157C11413529 @default.
• W3111158157 hasConceptScore W3111158157C114614502 @default.
• W3111158157 hasConceptScore W3111158157C118615104 @default.
• W3111158157 hasConceptScore W3111158157C120098539 @default.
• W3111158157 hasConceptScore W3111158157C122280245 @default.
• W3111158157 hasConceptScore W3111158157C12267149 @default.
• W3111158157 hasConceptScore W3111158157C132525143 @default.
• W3111158157 hasConceptScore W3111158157C154945302 @default.
• W3111158157 hasConceptScore W3111158157C182335926 @default.
• W3111158157 hasConceptScore W3111158157C198043062 @default.
• W3111158157 hasConceptScore W3111158157C33923547 @default.
• W3111158157 hasConceptScore W3111158157C41008148 @default.
• W3111158157 hasConceptScore W3111158157C80444323 @default.
• W3111158157 hasLocation W31111581571 @default.
• W3111158157 hasOpenAccess W3111158157 @default.
• W3111158157 hasPrimaryLocation W31111581571 @default.
• W3111158157 hasRelatedWork W1605556478 @default.

• next