Matches in SemOpenAlex for { <https://semopenalex.org/work/W4298343167> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4298343167 abstract "Invariance to nuisance transformations is one of the desirable properties of effective representations. We consider transformations that form a emph{group} and propose an approach based on kernel methods to derive local group invariant representations. Locality is achieved by defining a suitable probability distribution over the group which in turn induces distributions in the input feature space. We learn a decision function over these distributions by appealing to the powerful framework of kernel methods and generate local invariant random feature maps via kernel approximations. We show uniform convergence bounds for kernel approximation and provide excess risk bounds for learning with these features. We evaluate our method on three real datasets, including Rotated MNIST and CIFAR-10, and observe that it outperforms competing kernel based approaches. The proposed method also outperforms deep CNN on Rotated-MNIST and performs comparably to the recently proposed group-equivariant CNN." @default.
- W4298343167 created "2022-10-02" @default.
- W4298343167 creator A5044005697 @default.
- W4298343167 creator A5053461957 @default.
- W4298343167 creator A5064636177 @default.
- W4298343167 creator A5065301992 @default.
- W4298343167 creator A5071444356 @default.
- W4298343167 date "2016-12-06" @default.
- W4298343167 modified "2023-09-30" @default.
- W4298343167 title "Local Group Invariant Representations via Orbit Embeddings" @default.
- W4298343167 doi "https://doi.org/10.48550/arxiv.1612.01988" @default.
- W4298343167 hasPublicationYear "2016" @default.
- W4298343167 type Work @default.
- W4298343167 citedByCount "0" @default.
- W4298343167 crossrefType "posted-content" @default.
- W4298343167 hasAuthorship W4298343167A5044005697 @default.
- W4298343167 hasAuthorship W4298343167A5053461957 @default.
- W4298343167 hasAuthorship W4298343167A5064636177 @default.
- W4298343167 hasAuthorship W4298343167A5065301992 @default.
- W4298343167 hasAuthorship W4298343167A5071444356 @default.
- W4298343167 hasBestOaLocation W42983431671 @default.
- W4298343167 hasConcept C108583219 @default.
- W4298343167 hasConcept C122280245 @default.
- W4298343167 hasConcept C12267149 @default.
- W4298343167 hasConcept C134517425 @default.
- W4298343167 hasConcept C138885662 @default.
- W4298343167 hasConcept C153180895 @default.
- W4298343167 hasConcept C154945302 @default.
- W4298343167 hasConcept C171036898 @default.
- W4298343167 hasConcept C178790620 @default.
- W4298343167 hasConcept C185592680 @default.
- W4298343167 hasConcept C190470478 @default.
- W4298343167 hasConcept C190502265 @default.
- W4298343167 hasConcept C202444582 @default.
- W4298343167 hasConcept C2779808786 @default.
- W4298343167 hasConcept C2781311116 @default.
- W4298343167 hasConcept C28826006 @default.
- W4298343167 hasConcept C33923547 @default.
- W4298343167 hasConcept C37914503 @default.
- W4298343167 hasConcept C41008148 @default.
- W4298343167 hasConcept C41895202 @default.
- W4298343167 hasConcept C74193536 @default.
- W4298343167 hasConceptScore W4298343167C108583219 @default.
- W4298343167 hasConceptScore W4298343167C122280245 @default.
- W4298343167 hasConceptScore W4298343167C12267149 @default.
- W4298343167 hasConceptScore W4298343167C134517425 @default.
- W4298343167 hasConceptScore W4298343167C138885662 @default.
- W4298343167 hasConceptScore W4298343167C153180895 @default.
- W4298343167 hasConceptScore W4298343167C154945302 @default.
- W4298343167 hasConceptScore W4298343167C171036898 @default.
- W4298343167 hasConceptScore W4298343167C178790620 @default.
- W4298343167 hasConceptScore W4298343167C185592680 @default.
- W4298343167 hasConceptScore W4298343167C190470478 @default.
- W4298343167 hasConceptScore W4298343167C190502265 @default.
- W4298343167 hasConceptScore W4298343167C202444582 @default.
- W4298343167 hasConceptScore W4298343167C2779808786 @default.
- W4298343167 hasConceptScore W4298343167C2781311116 @default.
- W4298343167 hasConceptScore W4298343167C28826006 @default.
- W4298343167 hasConceptScore W4298343167C33923547 @default.
- W4298343167 hasConceptScore W4298343167C37914503 @default.
- W4298343167 hasConceptScore W4298343167C41008148 @default.
- W4298343167 hasConceptScore W4298343167C41895202 @default.
- W4298343167 hasConceptScore W4298343167C74193536 @default.
- W4298343167 hasLocation W42983431671 @default.
- W4298343167 hasOpenAccess W4298343167 @default.
- W4298343167 hasPrimaryLocation W42983431671 @default.
- W4298343167 hasRelatedWork W2027376491 @default.
- W4298343167 hasRelatedWork W2036435542 @default.
- W4298343167 hasRelatedWork W2040848081 @default.
- W4298343167 hasRelatedWork W2040859370 @default.
- W4298343167 hasRelatedWork W2043888321 @default.
- W4298343167 hasRelatedWork W2044102319 @default.
- W4298343167 hasRelatedWork W2167806320 @default.
- W4298343167 hasRelatedWork W2582199702 @default.
- W4298343167 hasRelatedWork W2964119064 @default.
- W4298343167 hasRelatedWork W4298343167 @default.
- W4298343167 isParatext "false" @default.
- W4298343167 isRetracted "false" @default.
- W4298343167 workType "article" @default.