Matches in SemOpenAlex for { <https://semopenalex.org/work/W3140678033> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W3140678033 abstract "The paper presents an overview of global issues in optimization methods for Supervised Learning (SL). We focus on Feedforward Neural Networks with the aim of reviewing global methods specifically devised for the class of continuous unconstrained optimization problems arising both in Multi Layer Perceptron/Deep Networks and in Radial Basis Networks. We first recall the learning optimization paradigm for FNN and we briefly discuss global scheme for the joined choice of the network topologies and of the network parameters. The main part of the paper focus on the core subproblem which is the unconstrained regularized weight optimization problem. We review some recent results on the existence of local-non global solutions of the unconstrained nonlinear problem and the role of determining a global solution in a Machine Learning paradigm. Local algorithms that are widespread used to solve the continuous unconstrained problems are addressed with focus on possible improvements to exploit the global properties. Hybrid global methods specifically devised for SL optimization problems which embed local algorithms are discussed at the end." @default.
- W3140678033 created "2021-04-13" @default.
- W3140678033 creator A5034209706 @default.
- W3140678033 date "2017-01-01" @default.
- W3140678033 modified "2023-09-26" @default.
- W3140678033 title "Global Optimization issues in Supervised Learning. An overview" @default.
- W3140678033 hasPublicationYear "2017" @default.
- W3140678033 type Work @default.
- W3140678033 sameAs 3140678033 @default.
- W3140678033 citedByCount "0" @default.
- W3140678033 crossrefType "posted-content" @default.
- W3140678033 hasAuthorship W3140678033A5034209706 @default.
- W3140678033 hasConcept C108583219 @default.
- W3140678033 hasConcept C111919701 @default.
- W3140678033 hasConcept C11413529 @default.
- W3140678033 hasConcept C119857082 @default.
- W3140678033 hasConcept C120665830 @default.
- W3140678033 hasConcept C121332964 @default.
- W3140678033 hasConcept C126255220 @default.
- W3140678033 hasConcept C137836250 @default.
- W3140678033 hasConcept C154945302 @default.
- W3140678033 hasConcept C164752517 @default.
- W3140678033 hasConcept C165696696 @default.
- W3140678033 hasConcept C192209626 @default.
- W3140678033 hasConcept C199845137 @default.
- W3140678033 hasConcept C33923547 @default.
- W3140678033 hasConcept C38652104 @default.
- W3140678033 hasConcept C41008148 @default.
- W3140678033 hasConcept C50644808 @default.
- W3140678033 hasConcept C60908668 @default.
- W3140678033 hasConceptScore W3140678033C108583219 @default.
- W3140678033 hasConceptScore W3140678033C111919701 @default.
- W3140678033 hasConceptScore W3140678033C11413529 @default.
- W3140678033 hasConceptScore W3140678033C119857082 @default.
- W3140678033 hasConceptScore W3140678033C120665830 @default.
- W3140678033 hasConceptScore W3140678033C121332964 @default.
- W3140678033 hasConceptScore W3140678033C126255220 @default.
- W3140678033 hasConceptScore W3140678033C137836250 @default.
- W3140678033 hasConceptScore W3140678033C154945302 @default.
- W3140678033 hasConceptScore W3140678033C164752517 @default.
- W3140678033 hasConceptScore W3140678033C165696696 @default.
- W3140678033 hasConceptScore W3140678033C192209626 @default.
- W3140678033 hasConceptScore W3140678033C199845137 @default.
- W3140678033 hasConceptScore W3140678033C33923547 @default.
- W3140678033 hasConceptScore W3140678033C38652104 @default.
- W3140678033 hasConceptScore W3140678033C41008148 @default.
- W3140678033 hasConceptScore W3140678033C50644808 @default.
- W3140678033 hasConceptScore W3140678033C60908668 @default.
- W3140678033 hasLocation W31406780331 @default.
- W3140678033 hasOpenAccess W3140678033 @default.
- W3140678033 hasPrimaryLocation W31406780331 @default.
- W3140678033 hasRelatedWork W1536863689 @default.
- W3140678033 hasRelatedWork W1966295103 @default.
- W3140678033 hasRelatedWork W1978506732 @default.
- W3140678033 hasRelatedWork W2015310104 @default.
- W3140678033 hasRelatedWork W2080936024 @default.
- W3140678033 hasRelatedWork W2084201419 @default.
- W3140678033 hasRelatedWork W2099997745 @default.
- W3140678033 hasRelatedWork W2105563853 @default.
- W3140678033 hasRelatedWork W2595690274 @default.
- W3140678033 hasRelatedWork W2746396540 @default.
- W3140678033 hasRelatedWork W2785822371 @default.
- W3140678033 hasRelatedWork W2790406363 @default.
- W3140678033 hasRelatedWork W2810144807 @default.
- W3140678033 hasRelatedWork W2891899765 @default.
- W3140678033 hasRelatedWork W2947705626 @default.
- W3140678033 hasRelatedWork W2997809350 @default.
- W3140678033 hasRelatedWork W3089549205 @default.
- W3140678033 hasRelatedWork W3129028731 @default.
- W3140678033 hasRelatedWork W3139306118 @default.
- W3140678033 hasRelatedWork W3191357751 @default.
- W3140678033 isParatext "false" @default.
- W3140678033 isRetracted "false" @default.
- W3140678033 magId "3140678033" @default.
- W3140678033 workType "article" @default.