Matches in SemOpenAlex for { <https://semopenalex.org/work/W1837142713> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W1837142713 abstract "We apply a general theory describing the dynamics of supervised learning in layered neural networks in the regime where the size p of the training set is proportional to the number of inputs N, as developed in a previous paper, to several choices of learning rules. In the case of (on-line and batch) Hebbian learning, where a direct exact solution is possible, we show that our theory provides exact results at any time in many different verifiable cases. For non-Hebbian learning rules, such as Perceptron and AdaTron, we find very good agreement between the predictions of our theory and numerical simulations. Finally, we derive three approximation schemes aimed at eliminating the need to solve a functional saddle-point equation at each time step, and assess their performance. The simplest of these schemes leads to a fully explicit and relatively simple non-linear diffusion equation for the joint field distribution, which already describes the learning dynamics surprisingly well over a wide range of parameters." @default.
- W1837142713 created "2016-06-24" @default.
- W1837142713 creator A5021570390 @default.
- W1837142713 creator A5081568136 @default.
- W1837142713 date "1999-09-29" @default.
- W1837142713 modified "2023-10-16" @default.
- W1837142713 title "Dynamics of Learning with Restricted Training Sets II: Tests and Applications" @default.
- W1837142713 cites W2170120409 @default.
- W1837142713 hasPublicationYear "1999" @default.
- W1837142713 type Work @default.
- W1837142713 sameAs 1837142713 @default.
- W1837142713 citedByCount "0" @default.
- W1837142713 crossrefType "posted-content" @default.
- W1837142713 hasAuthorship W1837142713A5021570390 @default.
- W1837142713 hasAuthorship W1837142713A5081568136 @default.
- W1837142713 hasConcept C111437709 @default.
- W1837142713 hasConcept C111472728 @default.
- W1837142713 hasConcept C112972136 @default.
- W1837142713 hasConcept C117765406 @default.
- W1837142713 hasConcept C119857082 @default.
- W1837142713 hasConcept C126255220 @default.
- W1837142713 hasConcept C138885662 @default.
- W1837142713 hasConcept C145420912 @default.
- W1837142713 hasConcept C154945302 @default.
- W1837142713 hasConcept C159985019 @default.
- W1837142713 hasConcept C17061570 @default.
- W1837142713 hasConcept C177264268 @default.
- W1837142713 hasConcept C192562407 @default.
- W1837142713 hasConcept C199360897 @default.
- W1837142713 hasConcept C202444582 @default.
- W1837142713 hasConcept C204323151 @default.
- W1837142713 hasConcept C2524010 @default.
- W1837142713 hasConcept C2681867 @default.
- W1837142713 hasConcept C2780586882 @default.
- W1837142713 hasConcept C28826006 @default.
- W1837142713 hasConcept C33923547 @default.
- W1837142713 hasConcept C41008148 @default.
- W1837142713 hasConcept C50644808 @default.
- W1837142713 hasConcept C60908668 @default.
- W1837142713 hasConcept C92393732 @default.
- W1837142713 hasConcept C9652623 @default.
- W1837142713 hasConcept C97108695 @default.
- W1837142713 hasConceptScore W1837142713C111437709 @default.
- W1837142713 hasConceptScore W1837142713C111472728 @default.
- W1837142713 hasConceptScore W1837142713C112972136 @default.
- W1837142713 hasConceptScore W1837142713C117765406 @default.
- W1837142713 hasConceptScore W1837142713C119857082 @default.
- W1837142713 hasConceptScore W1837142713C126255220 @default.
- W1837142713 hasConceptScore W1837142713C138885662 @default.
- W1837142713 hasConceptScore W1837142713C145420912 @default.
- W1837142713 hasConceptScore W1837142713C154945302 @default.
- W1837142713 hasConceptScore W1837142713C159985019 @default.
- W1837142713 hasConceptScore W1837142713C17061570 @default.
- W1837142713 hasConceptScore W1837142713C177264268 @default.
- W1837142713 hasConceptScore W1837142713C192562407 @default.
- W1837142713 hasConceptScore W1837142713C199360897 @default.
- W1837142713 hasConceptScore W1837142713C202444582 @default.
- W1837142713 hasConceptScore W1837142713C204323151 @default.
- W1837142713 hasConceptScore W1837142713C2524010 @default.
- W1837142713 hasConceptScore W1837142713C2681867 @default.
- W1837142713 hasConceptScore W1837142713C2780586882 @default.
- W1837142713 hasConceptScore W1837142713C28826006 @default.
- W1837142713 hasConceptScore W1837142713C33923547 @default.
- W1837142713 hasConceptScore W1837142713C41008148 @default.
- W1837142713 hasConceptScore W1837142713C50644808 @default.
- W1837142713 hasConceptScore W1837142713C60908668 @default.
- W1837142713 hasConceptScore W1837142713C92393732 @default.
- W1837142713 hasConceptScore W1837142713C9652623 @default.
- W1837142713 hasConceptScore W1837142713C97108695 @default.
- W1837142713 hasLocation W18371427131 @default.
- W1837142713 hasOpenAccess W1837142713 @default.
- W1837142713 hasPrimaryLocation W18371427131 @default.
- W1837142713 hasRelatedWork W163527819 @default.
- W1837142713 hasRelatedWork W1964181722 @default.
- W1837142713 hasRelatedWork W1982502972 @default.
- W1837142713 hasRelatedWork W1991020233 @default.
- W1837142713 hasRelatedWork W1994833873 @default.
- W1837142713 hasRelatedWork W2010878276 @default.
- W1837142713 hasRelatedWork W2038855047 @default.
- W1837142713 hasRelatedWork W2043298855 @default.
- W1837142713 hasRelatedWork W2066383691 @default.
- W1837142713 hasRelatedWork W2077517948 @default.
- W1837142713 hasRelatedWork W2096656494 @default.
- W1837142713 hasRelatedWork W2148447114 @default.
- W1837142713 hasRelatedWork W2151176293 @default.
- W1837142713 hasRelatedWork W2367680049 @default.
- W1837142713 hasRelatedWork W2950895772 @default.
- W1837142713 hasRelatedWork W3103647857 @default.
- W1837142713 hasRelatedWork W3106291261 @default.
- W1837142713 hasRelatedWork W3113190353 @default.
- W1837142713 hasRelatedWork W3200346102 @default.
- W1837142713 isParatext "false" @default.
- W1837142713 isRetracted "false" @default.
- W1837142713 magId "1837142713" @default.
- W1837142713 workType "article" @default.