FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3183134174> ?p ?o ?g. }

• W3183134174 abstract "Tools to analyze the latent space of deep neural networks provide a step towards better understanding them. In this work, we motivate sparse subspace clustering (SSC) with an aim to learn affinity graphs from the latent structure of a given neural network layer trained over a set of inputs. We then use tools from Community Detection to quantify structures present in the input. These experiments reveal that as we go deeper in a network, inputs tend to have an increasing affinity to other inputs of the same class. Subsequently, we utilise matrix similarity measures to perform layer-wise comparisons between affinity graphs. In doing so we first demonstrate that when comparing a given layer currently under training to its final state, the shallower the layer of the network, the quicker it is to converge than the deeper layers. When performing a pairwise analysis of the entire network architecture, we observe that, as the network increases in size, it reorganises from a state where each layer is moderately similar to its neighbours, to a state where layers within a block have high similarity than to layers in other blocks. Finally, we analyze the learned affinity graphs of the final convolutional layer of the network and demonstrate how an input's local neighbourhood affects its classification by the network." @default.
• W3183134174 created "2021-07-19" @default.
• W3183134174 creator A5041928659 @default.
• W3183134174 creator A5046186451 @default.
• W3183134174 creator A5054849323 @default.
• W3183134174 date "2021-07-02" @default.
• W3183134174 modified "2023-09-27" @default.
• W3183134174 title "Subspace Clustering Based Analysis of Neural Networks" @default.
• W3183134174 cites W1638081485 @default.
• W3183134174 cites W1920328734 @default.
• W3183134174 cites W1993962865 @default.
• W3183134174 cites W2075779886 @default.
• W3183134174 cites W2151936673 @default.
• W3183134174 cites W2164278908 @default.
• W3183134174 cites W2165874743 @default.
• W3183134174 cites W2177347332 @default.
• W3183134174 cites W2401231614 @default.
• W3183134174 cites W2610018085 @default.
• W3183134174 cites W2752387826 @default.
• W3183134174 cites W2766099245 @default.
• W3183134174 cites W2807716166 @default.
• W3183134174 cites W2810898455 @default.
• W3183134174 cites W2910655610 @default.
• W3183134174 cites W2949558627 @default.
• W3183134174 cites W2949650786 @default.
• W3183134174 cites W2950500611 @default.
• W3183134174 cites W2952186574 @default.
• W3183134174 cites W2962835968 @default.
• W3183134174 cites W2962851944 @default.
• W3183134174 cites W2963446712 @default.
• W3183134174 cites W2964052793 @default.
• W3183134174 cites W3095872829 @default.
• W3183134174 cites W3118608800 @default.
• W3183134174 cites W56210758 @default.
• W3183134174 hasPublicationYear "2021" @default.
• W3183134174 type Work @default.
• W3183134174 sameAs 3183134174 @default.
• W3183134174 citedByCount "0" @default.
• W3183134174 crossrefType "posted-content" @default.
• W3183134174 hasAuthorship W3183134174A5041928659 @default.
• W3183134174 hasAuthorship W3183134174A5046186451 @default.
• W3183134174 hasAuthorship W3183134174A5054849323 @default.
• W3183134174 hasConcept C103278499 @default.
• W3183134174 hasConcept C115961682 @default.
• W3183134174 hasConcept C119857082 @default.
• W3183134174 hasConcept C124101348 @default.
• W3183134174 hasConcept C134306372 @default.
• W3183134174 hasConcept C153180895 @default.
• W3183134174 hasConcept C154945302 @default.
• W3183134174 hasConcept C161677786 @default.
• W3183134174 hasConcept C177264268 @default.
• W3183134174 hasConcept C178790620 @default.
• W3183134174 hasConcept C184898388 @default.
• W3183134174 hasConcept C185592680 @default.
• W3183134174 hasConcept C193415008 @default.
• W3183134174 hasConcept C199360897 @default.
• W3183134174 hasConcept C2524010 @default.
• W3183134174 hasConcept C2777210771 @default.
• W3183134174 hasConcept C2779227376 @default.
• W3183134174 hasConcept C32834561 @default.
• W3183134174 hasConcept C33923547 @default.
• W3183134174 hasConcept C38652104 @default.
• W3183134174 hasConcept C41008148 @default.
• W3183134174 hasConcept C50644808 @default.
• W3183134174 hasConcept C73555534 @default.
• W3183134174 hasConcept C81363708 @default.
• W3183134174 hasConceptScore W3183134174C103278499 @default.
• W3183134174 hasConceptScore W3183134174C115961682 @default.
• W3183134174 hasConceptScore W3183134174C119857082 @default.
• W3183134174 hasConceptScore W3183134174C124101348 @default.
• W3183134174 hasConceptScore W3183134174C134306372 @default.
• W3183134174 hasConceptScore W3183134174C153180895 @default.
• W3183134174 hasConceptScore W3183134174C154945302 @default.
• W3183134174 hasConceptScore W3183134174C161677786 @default.
• W3183134174 hasConceptScore W3183134174C177264268 @default.
• W3183134174 hasConceptScore W3183134174C178790620 @default.
• W3183134174 hasConceptScore W3183134174C184898388 @default.
• W3183134174 hasConceptScore W3183134174C185592680 @default.
• W3183134174 hasConceptScore W3183134174C193415008 @default.
• W3183134174 hasConceptScore W3183134174C199360897 @default.
• W3183134174 hasConceptScore W3183134174C2524010 @default.
• W3183134174 hasConceptScore W3183134174C2777210771 @default.
• W3183134174 hasConceptScore W3183134174C2779227376 @default.
• W3183134174 hasConceptScore W3183134174C32834561 @default.
• W3183134174 hasConceptScore W3183134174C33923547 @default.
• W3183134174 hasConceptScore W3183134174C38652104 @default.
• W3183134174 hasConceptScore W3183134174C41008148 @default.
• W3183134174 hasConceptScore W3183134174C50644808 @default.
• W3183134174 hasConceptScore W3183134174C73555534 @default.
• W3183134174 hasConceptScore W3183134174C81363708 @default.
• W3183134174 hasLocation W31831341741 @default.
• W3183134174 hasOpenAccess W3183134174 @default.
• W3183134174 hasPrimaryLocation W31831341741 @default.
• W3183134174 hasRelatedWork W2047595357 @default.
• W3183134174 hasRelatedWork W2535446807 @default.
• W3183134174 hasRelatedWork W2755176770 @default.
• W3183134174 hasRelatedWork W2796970379 @default.
• W3183134174 hasRelatedWork W2897634702 @default.
• W3183134174 hasRelatedWork W2942344234 @default.
• W3183134174 hasRelatedWork W2963975324 @default.

• next