FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3037033910> ?p ?o ?g. }

• W3037033910 abstract "We introduce, test and discuss a method for classifying and clustering data modeled as directed graphs. The idea is to start diffusion processes from any subset of a data collection, generating corresponding distributions for reaching points in the network. These distributions take the form of high-dimensional numerical vectors and capture essential topological properties of the original dataset. We show how these diffusion vectors can be successfully applied for getting state-of-the-art accuracies in the problem of extracting pathways from metabolic networks. We also provide a guideline to illustrate how to use our method for classification problems, and discuss important details of its implementation. In particular, we present a simple dimensionality reduction technique that lowers the computational cost of classifying diffusion vectors, while leaving the predictive power of the classification process substantially unaltered. Although the method has very few parameters, the results we obtain show its flexibility and power. This should make it helpful in many other contexts." @default.
• W3037033910 created "2020-07-02" @default.
• W3037033910 creator A5013432869 @default.
• W3037033910 creator A5045460205 @default.
• W3037033910 creator A5046714529 @default.
• W3037033910 date "2014-08-21" @default.
• W3037033910 modified "2023-09-27" @default.
• W3037033910 title "Diffusion Fingerprints" @default.
• W3037033910 cites W1511160855 @default.
• W3037033910 cites W1512184422 @default.
• W3037033910 cites W155912292 @default.
• W3037033910 cites W1560724230 @default.
• W3037033910 cites W1573446871 @default.
• W3037033910 cites W1854214752 @default.
• W3037033910 cites W1964642694 @default.
• W3037033910 cites W1988790447 @default.
• W3037033910 cites W2001141328 @default.
• W3037033910 cites W2006554089 @default.
• W3037033910 cites W2033590892 @default.
• W3037033910 cites W2035726644 @default.
• W3037033910 cites W2051381393 @default.
• W3037033910 cites W2053186076 @default.
• W3037033910 cites W2057012490 @default.
• W3037033910 cites W2066636486 @default.
• W3037033910 cites W2071128523 @default.
• W3037033910 cites W2086254934 @default.
• W3037033910 cites W2097308346 @default.
• W3037033910 cites W2100083453 @default.
• W3037033910 cites W2105549229 @default.
• W3037033910 cites W2109094355 @default.
• W3037033910 cites W2110302976 @default.
• W3037033910 cites W2116876181 @default.
• W3037033910 cites W2117555142 @default.
• W3037033910 cites W2121947440 @default.
• W3037033910 cites W2125493559 @default.
• W3037033910 cites W2156718197 @default.
• W3037033910 cites W2161984370 @default.
• W3037033910 cites W2162243457 @default.
• W3037033910 cites W2251200215 @default.
• W3037033910 cites W2294798173 @default.
• W3037033910 cites W2911964244 @default.
• W3037033910 cites W3104097132 @default.
• W3037033910 cites W46938732 @default.
• W3037033910 hasPublicationYear "2014" @default.
• W3037033910 type Work @default.
• W3037033910 sameAs 3037033910 @default.
• W3037033910 citedByCount "0" @default.
• W3037033910 crossrefType "posted-content" @default.
• W3037033910 hasAuthorship W3037033910A5013432869 @default.
• W3037033910 hasAuthorship W3037033910A5045460205 @default.
• W3037033910 hasAuthorship W3037033910A5046714529 @default.
• W3037033910 hasConcept C105795698 @default.
• W3037033910 hasConcept C111030470 @default.
• W3037033910 hasConcept C111919701 @default.
• W3037033910 hasConcept C11413529 @default.
• W3037033910 hasConcept C121332964 @default.
• W3037033910 hasConcept C124101348 @default.
• W3037033910 hasConcept C151876577 @default.
• W3037033910 hasConcept C154945302 @default.
• W3037033910 hasConcept C2780598303 @default.
• W3037033910 hasConcept C33923547 @default.
• W3037033910 hasConcept C41008148 @default.
• W3037033910 hasConcept C55128770 @default.
• W3037033910 hasConcept C69357855 @default.
• W3037033910 hasConcept C70518039 @default.
• W3037033910 hasConcept C73555534 @default.
• W3037033910 hasConcept C97355855 @default.
• W3037033910 hasConcept C98045186 @default.
• W3037033910 hasConceptScore W3037033910C105795698 @default.
• W3037033910 hasConceptScore W3037033910C111030470 @default.
• W3037033910 hasConceptScore W3037033910C111919701 @default.
• W3037033910 hasConceptScore W3037033910C11413529 @default.
• W3037033910 hasConceptScore W3037033910C121332964 @default.
• W3037033910 hasConceptScore W3037033910C124101348 @default.
• W3037033910 hasConceptScore W3037033910C151876577 @default.
• W3037033910 hasConceptScore W3037033910C154945302 @default.
• W3037033910 hasConceptScore W3037033910C2780598303 @default.
• W3037033910 hasConceptScore W3037033910C33923547 @default.
• W3037033910 hasConceptScore W3037033910C41008148 @default.
• W3037033910 hasConceptScore W3037033910C55128770 @default.
• W3037033910 hasConceptScore W3037033910C69357855 @default.
• W3037033910 hasConceptScore W3037033910C70518039 @default.
• W3037033910 hasConceptScore W3037033910C73555534 @default.
• W3037033910 hasConceptScore W3037033910C97355855 @default.
• W3037033910 hasConceptScore W3037033910C98045186 @default.
• W3037033910 hasLocation W30370339101 @default.
• W3037033910 hasOpenAccess W3037033910 @default.
• W3037033910 hasPrimaryLocation W30370339101 @default.
• W3037033910 hasRelatedWork W136040640 @default.
• W3037033910 hasRelatedWork W1601673270 @default.
• W3037033910 hasRelatedWork W1984713180 @default.
• W3037033910 hasRelatedWork W2181643798 @default.
• W3037033910 hasRelatedWork W2244596445 @default.
• W3037033910 hasRelatedWork W2398278670 @default.
• W3037033910 hasRelatedWork W2508515831 @default.
• W3037033910 hasRelatedWork W2759108610 @default.
• W3037033910 hasRelatedWork W2764151774 @default.
• W3037033910 hasRelatedWork W2787217153 @default.
• W3037033910 hasRelatedWork W2792179154 @default.
• W3037033910 hasRelatedWork W2912935170 @default.

• next