FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2076253756> ?p ?o ?g. }

• W2076253756 endingPage "3179" @default.
• W2076253756 startingPage "3169" @default.
• W2076253756 abstract "Hashing algorithm has been widely used for efficient approximate nearest neighbor (ANN) search. Learning optimal hashing functions has been given focus and it is still a challenge. This paper aims to effectively and efficiently generate relative similarity preserving binary codes. Most existing hashing methods try to preserve the locality similarity by preserving direct distance similarity, while ignoring the relative similarity which advantages in ANN search. In this paper, this issue is solved by proposing the relative error which emphasizes that the ordinal relations in Hamming space and Euclidean space should be consistent with each other. We learn hashing projection functions via two steps. The first step adopts the lookup-based mechanism to find the optimal binary codes of training data, which can preserve the relative similarity and simultaneously adapt to data distribution. The binary codes in the first step are considered as supervision information in the second step. The objective of the second step is to learn hashing projection functions which can efficiently regenerate the binary codes in the first step. Aim to be in accordance with the property of data distribution, the hyper internal tangent planes of two specified spheres are chosen as hashing projection functions. Assisted by these projection functions, the time complexity of encoding process is greatly reduced. Experimental results on four public data sets demonstrate that our method outperforms many other state-of-the-art methods. Author-HighlightsAn effective and efficient binary coding framework which enjoys the merits of lookup-based and hamming-based methods is proposed.Relative error is proposed to preserve the relative sensitivity.The effective tangent planes are adopted as hashing functions to avoid computing the complex classification problem.The encoding error guarantees that the selected hashing functions have good performance." @default.
• W2076253756 created "2016-06-24" @default.
• W2076253756 creator A5032715719 @default.
• W2076253756 creator A5065058975 @default.
• W2076253756 creator A5089725133 @default.
• W2076253756 date "2015-10-01" @default.
• W2076253756 modified "2023-09-25" @default.
• W2076253756 title "The ordinal relation preserving binary codes" @default.
• W2076253756 cites W1491719799 @default.
• W2076253756 cites W1546243588 @default.
• W2076253756 cites W1566135517 @default.
• W2076253756 cites W1835419070 @default.
• W2076253756 cites W1898304433 @default.
• W2076253756 cites W1978508564 @default.
• W2076253756 cites W1995266040 @default.
• W2076253756 cites W1998803396 @default.
• W2076253756 cites W2012592962 @default.
• W2076253756 cites W2029205712 @default.
• W2076253756 cites W2044195942 @default.
• W2076253756 cites W2057069782 @default.
• W2076253756 cites W2059139185 @default.
• W2076253756 cites W2065494927 @default.
• W2076253756 cites W2066941820 @default.
• W2076253756 cites W2077815765 @default.
• W2076253756 cites W2084363474 @default.
• W2076253756 cites W2084716923 @default.
• W2076253756 cites W2089632823 @default.
• W2076253756 cites W2117228865 @default.
• W2076253756 cites W2121238376 @default.
• W2076253756 cites W2124509324 @default.
• W2076253756 cites W2126210882 @default.
• W2076253756 cites W2126338221 @default.
• W2076253756 cites W2134514757 @default.
• W2076253756 cites W2141362318 @default.
• W2076253756 cites W2141584146 @default.
• W2076253756 cites W2143321506 @default.
• W2076253756 cites W2145065594 @default.
• W2076253756 cites W2145607950 @default.
• W2076253756 cites W2151103935 @default.
• W2076253756 cites W2153273131 @default.
• W2076253756 cites W2154956324 @default.
• W2076253756 cites W2164585733 @default.
• W2076253756 cites W2171790913 @default.
• W2076253756 cites W23656268 @default.
• W2076253756 cites W2912236665 @default.
• W2076253756 cites W2913932916 @default.
• W2076253756 doi "https://doi.org/10.1016/j.patcog.2015.02.011" @default.
• W2076253756 hasPublicationYear "2015" @default.
• W2076253756 type Work @default.
• W2076253756 sameAs 2076253756 @default.
• W2076253756 citedByCount "10" @default.
• W2076253756 countsByYear W20762537562015 @default.
• W2076253756 countsByYear W20762537562016 @default.
• W2076253756 countsByYear W20762537562017 @default.
• W2076253756 countsByYear W20762537562018 @default.
• W2076253756 countsByYear W20762537562019 @default.
• W2076253756 countsByYear W20762537562020 @default.
• W2076253756 countsByYear W20762537562022 @default.
• W2076253756 crossrefType "journal-article" @default.
• W2076253756 hasAuthorship W2076253756A5032715719 @default.
• W2076253756 hasAuthorship W2076253756A5065058975 @default.
• W2076253756 hasAuthorship W2076253756A5089725133 @default.
• W2076253756 hasConcept C105795698 @default.
• W2076253756 hasConcept C118615104 @default.
• W2076253756 hasConcept C124101348 @default.
• W2076253756 hasConcept C25343380 @default.
• W2076253756 hasConcept C33923547 @default.
• W2076253756 hasConcept C41008148 @default.
• W2076253756 hasConcept C48372109 @default.
• W2076253756 hasConcept C65180967 @default.
• W2076253756 hasConcept C85461838 @default.
• W2076253756 hasConcept C94375191 @default.
• W2076253756 hasConceptScore W2076253756C105795698 @default.
• W2076253756 hasConceptScore W2076253756C118615104 @default.
• W2076253756 hasConceptScore W2076253756C124101348 @default.
• W2076253756 hasConceptScore W2076253756C25343380 @default.
• W2076253756 hasConceptScore W2076253756C33923547 @default.
• W2076253756 hasConceptScore W2076253756C41008148 @default.
• W2076253756 hasConceptScore W2076253756C48372109 @default.
• W2076253756 hasConceptScore W2076253756C65180967 @default.
• W2076253756 hasConceptScore W2076253756C85461838 @default.
• W2076253756 hasConceptScore W2076253756C94375191 @default.
• W2076253756 hasIssue "10" @default.
• W2076253756 hasLocation W20762537561 @default.
• W2076253756 hasOpenAccess W2076253756 @default.
• W2076253756 hasPrimaryLocation W20762537561 @default.
• W2076253756 hasRelatedWork W2025324965 @default.
• W2076253756 hasRelatedWork W2053609941 @default.
• W2076253756 hasRelatedWork W2116258248 @default.
• W2076253756 hasRelatedWork W2374877330 @default.
• W2076253756 hasRelatedWork W2379390860 @default.
• W2076253756 hasRelatedWork W2384332976 @default.
• W2076253756 hasRelatedWork W2391083822 @default.
• W2076253756 hasRelatedWork W2486511824 @default.
• W2076253756 hasRelatedWork W2950632968 @default.
• W2076253756 hasRelatedWork W4297958055 @default.
• W2076253756 hasVolume "48" @default.
• W2076253756 isParatext "false" @default.

• next