Matches in SemOpenAlex for { <https://semopenalex.org/work/W4281482368> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4281482368 abstract "The ultimate goal in machine learning is to construct a model function that has a generalization capability for unseen dataset, based on given training dataset. If the model function has too much expressibility power, then it may overfit to the training data and as a result lose the generalization capability. To avoid such overfitting issue, several techniques have been developed in the classical machine learning regime, and the dropout is one such effective method. This paper proposes a straightforward analogue of this technique in the quantum machine learning regime, the entangling dropout, meaning that some entangling gates in a given parametrized quantum circuit are randomly removed during the training process to reduce the expressibility of the circuit. Some simple case studies are given to show that this technique actually suppresses the overfitting." @default.
- W4281482368 created "2022-05-26" @default.
- W4281482368 creator A5006845416 @default.
- W4281482368 creator A5010056452 @default.
- W4281482368 creator A5063533583 @default.
- W4281482368 date "2022-05-23" @default.
- W4281482368 modified "2023-10-16" @default.
- W4281482368 title "Overfitting in quantum machine learning and entangling dropout" @default.
- W4281482368 doi "https://doi.org/10.48550/arxiv.2205.11446" @default.
- W4281482368 hasPublicationYear "2022" @default.
- W4281482368 type Work @default.
- W4281482368 citedByCount "0" @default.
- W4281482368 crossrefType "posted-content" @default.
- W4281482368 hasAuthorship W4281482368A5006845416 @default.
- W4281482368 hasAuthorship W4281482368A5010056452 @default.
- W4281482368 hasAuthorship W4281482368A5063533583 @default.
- W4281482368 hasBestOaLocation W42814823681 @default.
- W4281482368 hasConcept C111472728 @default.
- W4281482368 hasConcept C111919701 @default.
- W4281482368 hasConcept C119857082 @default.
- W4281482368 hasConcept C121332964 @default.
- W4281482368 hasConcept C134306372 @default.
- W4281482368 hasConcept C138885662 @default.
- W4281482368 hasConcept C14036430 @default.
- W4281482368 hasConcept C154945302 @default.
- W4281482368 hasConcept C177148314 @default.
- W4281482368 hasConcept C199360897 @default.
- W4281482368 hasConcept C22019652 @default.
- W4281482368 hasConcept C2776145597 @default.
- W4281482368 hasConcept C2780586882 @default.
- W4281482368 hasConcept C2780801425 @default.
- W4281482368 hasConcept C33923547 @default.
- W4281482368 hasConcept C41008148 @default.
- W4281482368 hasConcept C50644808 @default.
- W4281482368 hasConcept C62520636 @default.
- W4281482368 hasConcept C78458016 @default.
- W4281482368 hasConcept C84114770 @default.
- W4281482368 hasConcept C86803240 @default.
- W4281482368 hasConcept C98045186 @default.
- W4281482368 hasConceptScore W4281482368C111472728 @default.
- W4281482368 hasConceptScore W4281482368C111919701 @default.
- W4281482368 hasConceptScore W4281482368C119857082 @default.
- W4281482368 hasConceptScore W4281482368C121332964 @default.
- W4281482368 hasConceptScore W4281482368C134306372 @default.
- W4281482368 hasConceptScore W4281482368C138885662 @default.
- W4281482368 hasConceptScore W4281482368C14036430 @default.
- W4281482368 hasConceptScore W4281482368C154945302 @default.
- W4281482368 hasConceptScore W4281482368C177148314 @default.
- W4281482368 hasConceptScore W4281482368C199360897 @default.
- W4281482368 hasConceptScore W4281482368C22019652 @default.
- W4281482368 hasConceptScore W4281482368C2776145597 @default.
- W4281482368 hasConceptScore W4281482368C2780586882 @default.
- W4281482368 hasConceptScore W4281482368C2780801425 @default.
- W4281482368 hasConceptScore W4281482368C33923547 @default.
- W4281482368 hasConceptScore W4281482368C41008148 @default.
- W4281482368 hasConceptScore W4281482368C50644808 @default.
- W4281482368 hasConceptScore W4281482368C62520636 @default.
- W4281482368 hasConceptScore W4281482368C78458016 @default.
- W4281482368 hasConceptScore W4281482368C84114770 @default.
- W4281482368 hasConceptScore W4281482368C86803240 @default.
- W4281482368 hasConceptScore W4281482368C98045186 @default.
- W4281482368 hasLocation W42814823681 @default.
- W4281482368 hasOpenAccess W4281482368 @default.
- W4281482368 hasPrimaryLocation W42814823681 @default.
- W4281482368 hasRelatedWork W2095705004 @default.
- W4281482368 hasRelatedWork W2605524926 @default.
- W4281482368 hasRelatedWork W2792147139 @default.
- W4281482368 hasRelatedWork W2953328427 @default.
- W4281482368 hasRelatedWork W2989932438 @default.
- W4281482368 hasRelatedWork W3099765033 @default.
- W4281482368 hasRelatedWork W3128220493 @default.
- W4281482368 hasRelatedWork W3175189414 @default.
- W4281482368 hasRelatedWork W3186919929 @default.
- W4281482368 hasRelatedWork W4210794429 @default.
- W4281482368 isParatext "false" @default.
- W4281482368 isRetracted "false" @default.
- W4281482368 workType "article" @default.