Matches in SemOpenAlex for { <https://semopenalex.org/work/W3110147177> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3110147177 abstract "Active Learning (AL) techniques aim to minimize the training data required to train a model for a given task. Pool-based AL techniques start with a small initial labeled pool and then iteratively pick batches of the most informative samples for labeling. Generally, the initial pool is sampled randomly and labeled to seed the AL iterations. While recent studies have focused on evaluating the robustness of various query functions in AL, little to no attention has been given to the design of the initial labeled pool for deep active learning. Given the recent successes of learning representations in self-supervised/unsupervised ways, we study if an intelligently sampled initial labeled pool can improve deep AL performance. We investigate the effect of intelligently sampled initial labeled pools, including the use of self-supervised and unsupervised strategies, on deep AL methods. The setup, hypotheses, methodology, and implementation details were evaluated by peer review before experiments were conducted. Experimental results could not conclusively prove that intelligently sampled initial pools are better for AL than random initial pools in the long run, although a Variational Autoencoder-based initial pool sampling strategy showed interesting trends that merit deeper investigation." @default.
- W3110147177 created "2020-12-07" @default.
- W3110147177 creator A5038020125 @default.
- W3110147177 creator A5046075705 @default.
- W3110147177 creator A5057370308 @default.
- W3110147177 creator A5091039849 @default.
- W3110147177 date "2020-11-30" @default.
- W3110147177 modified "2023-09-27" @default.
- W3110147177 title "On Initial Pools for Deep Active Learning" @default.
- W3110147177 cites W1599956645 @default.
- W3110147177 cites W1677182931 @default.
- W3110147177 cites W1959608418 @default.
- W3110147177 cites W1968200975 @default.
- W3110147177 cites W2041404167 @default.
- W3110147177 cites W2085989833 @default.
- W3110147177 cites W2117212296 @default.
- W3110147177 cites W2128678390 @default.
- W3110147177 cites W2131202893 @default.
- W3110147177 cites W2194775991 @default.
- W3110147177 cites W2321533354 @default.
- W3110147177 cites W2597787948 @default.
- W3110147177 cites W2750549109 @default.
- W3110147177 cites W2798820905 @default.
- W3110147177 cites W2883725317 @default.
- W3110147177 cites W2893920300 @default.
- W3110147177 cites W2903158431 @default.
- W3110147177 cites W2956371155 @default.
- W3110147177 cites W2963420272 @default.
- W3110147177 cites W2963691377 @default.
- W3110147177 cites W2963902936 @default.
- W3110147177 cites W2964121744 @default.
- W3110147177 cites W2970450573 @default.
- W3110147177 cites W2986514296 @default.
- W3110147177 cites W2991542429 @default.
- W3110147177 cites W3035060554 @default.
- W3110147177 cites W3110446398 @default.
- W3110147177 cites W343636949 @default.
- W3110147177 cites W611457968 @default.
- W3110147177 cites W2551176409 @default.
- W3110147177 hasPublicationYear "2020" @default.
- W3110147177 type Work @default.
- W3110147177 sameAs 3110147177 @default.
- W3110147177 citedByCount "1" @default.
- W3110147177 countsByYear W31101471772021 @default.
- W3110147177 crossrefType "posted-content" @default.
- W3110147177 hasAuthorship W3110147177A5038020125 @default.
- W3110147177 hasAuthorship W3110147177A5046075705 @default.
- W3110147177 hasAuthorship W3110147177A5057370308 @default.
- W3110147177 hasAuthorship W3110147177A5091039849 @default.
- W3110147177 hasConcept C101738243 @default.
- W3110147177 hasConcept C104317684 @default.
- W3110147177 hasConcept C108583219 @default.
- W3110147177 hasConcept C119857082 @default.
- W3110147177 hasConcept C154945302 @default.
- W3110147177 hasConcept C185592680 @default.
- W3110147177 hasConcept C41008148 @default.
- W3110147177 hasConcept C55493867 @default.
- W3110147177 hasConcept C63479239 @default.
- W3110147177 hasConcept C8038995 @default.
- W3110147177 hasConceptScore W3110147177C101738243 @default.
- W3110147177 hasConceptScore W3110147177C104317684 @default.
- W3110147177 hasConceptScore W3110147177C108583219 @default.
- W3110147177 hasConceptScore W3110147177C119857082 @default.
- W3110147177 hasConceptScore W3110147177C154945302 @default.
- W3110147177 hasConceptScore W3110147177C185592680 @default.
- W3110147177 hasConceptScore W3110147177C41008148 @default.
- W3110147177 hasConceptScore W3110147177C55493867 @default.
- W3110147177 hasConceptScore W3110147177C63479239 @default.
- W3110147177 hasConceptScore W3110147177C8038995 @default.
- W3110147177 hasLocation W31101471771 @default.
- W3110147177 hasOpenAccess W3110147177 @default.
- W3110147177 hasPrimaryLocation W31101471771 @default.
- W3110147177 hasRelatedWork W1151362125 @default.
- W3110147177 hasRelatedWork W1975312984 @default.
- W3110147177 hasRelatedWork W2033505180 @default.
- W3110147177 hasRelatedWork W2097388131 @default.
- W3110147177 hasRelatedWork W214341370 @default.
- W3110147177 hasRelatedWork W2207622907 @default.
- W3110147177 hasRelatedWork W2536103954 @default.
- W3110147177 hasRelatedWork W2623634461 @default.
- W3110147177 hasRelatedWork W2905035870 @default.
- W3110147177 hasRelatedWork W2968816438 @default.
- W3110147177 hasRelatedWork W2999953263 @default.
- W3110147177 hasRelatedWork W3037311587 @default.
- W3110147177 hasRelatedWork W3089635645 @default.
- W3110147177 hasRelatedWork W3110608319 @default.
- W3110147177 hasRelatedWork W3120520077 @default.
- W3110147177 hasRelatedWork W3159676894 @default.
- W3110147177 hasRelatedWork W3197715550 @default.
- W3110147177 hasRelatedWork W3202510001 @default.
- W3110147177 hasRelatedWork W3212565855 @default.
- W3110147177 hasRelatedWork W2993675210 @default.
- W3110147177 isParatext "false" @default.
- W3110147177 isRetracted "false" @default.
- W3110147177 magId "3110147177" @default.
- W3110147177 workType "article" @default.