Matches in SemOpenAlex for { <https://semopenalex.org/work/W2891937983> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W2891937983 abstract "In today's data driven world, storing, processing, and gleaning insights from large-scale data are major challenges. Data compression is often required in order to store large amounts of high-dimensional data, and thus, efficient inference methods for analyzing compressed data are necessary. Building on a recently designed simple framework for classification using binary data, we demonstrate that one can improve classification accuracy of this approach through iterative applications whose output serves as input to the next application. As a side consequence, we show that the original framework can be used as a data preprocessing step to improve the performance of other methods, such as support vector machines. For several simple settings, we showcase the ability to obtain theoretical guarantees for the accuracy of the iterative classification method. The simplicity of the underlying classification framework makes it amenable to theoretical analysis and studying this approach will hopefully serve as a step toward developing theory for more sophisticated deep learning technologies." @default.
- W2891937983 created "2018-09-27" @default.
- W2891937983 creator A5006464145 @default.
- W2891937983 creator A5024153474 @default.
- W2891937983 date "2018-09-09" @default.
- W2891937983 modified "2023-09-27" @default.
- W2891937983 title "An iterative method for classification of binary data" @default.
- W2891937983 hasPublicationYear "2018" @default.
- W2891937983 type Work @default.
- W2891937983 sameAs 2891937983 @default.
- W2891937983 citedByCount "0" @default.
- W2891937983 crossrefType "posted-content" @default.
- W2891937983 hasAuthorship W2891937983A5006464145 @default.
- W2891937983 hasAuthorship W2891937983A5024153474 @default.
- W2891937983 hasConcept C10551718 @default.
- W2891937983 hasConcept C111472728 @default.
- W2891937983 hasConcept C119857082 @default.
- W2891937983 hasConcept C124101348 @default.
- W2891937983 hasConcept C138885662 @default.
- W2891937983 hasConcept C154945302 @default.
- W2891937983 hasConcept C2776214188 @default.
- W2891937983 hasConcept C2776372474 @default.
- W2891937983 hasConcept C2780586882 @default.
- W2891937983 hasConcept C33923547 @default.
- W2891937983 hasConcept C34736171 @default.
- W2891937983 hasConcept C41008148 @default.
- W2891937983 hasConcept C48372109 @default.
- W2891937983 hasConcept C94375191 @default.
- W2891937983 hasConceptScore W2891937983C10551718 @default.
- W2891937983 hasConceptScore W2891937983C111472728 @default.
- W2891937983 hasConceptScore W2891937983C119857082 @default.
- W2891937983 hasConceptScore W2891937983C124101348 @default.
- W2891937983 hasConceptScore W2891937983C138885662 @default.
- W2891937983 hasConceptScore W2891937983C154945302 @default.
- W2891937983 hasConceptScore W2891937983C2776214188 @default.
- W2891937983 hasConceptScore W2891937983C2776372474 @default.
- W2891937983 hasConceptScore W2891937983C2780586882 @default.
- W2891937983 hasConceptScore W2891937983C33923547 @default.
- W2891937983 hasConceptScore W2891937983C34736171 @default.
- W2891937983 hasConceptScore W2891937983C41008148 @default.
- W2891937983 hasConceptScore W2891937983C48372109 @default.
- W2891937983 hasConceptScore W2891937983C94375191 @default.
- W2891937983 hasLocation W28919379831 @default.
- W2891937983 hasOpenAccess W2891937983 @default.
- W2891937983 hasPrimaryLocation W28919379831 @default.
- W2891937983 hasRelatedWork W146143225 @default.
- W2891937983 hasRelatedWork W2104975219 @default.
- W2891937983 hasRelatedWork W2114314657 @default.
- W2891937983 hasRelatedWork W2405561470 @default.
- W2891937983 hasRelatedWork W2419109273 @default.
- W2891937983 hasRelatedWork W2467600130 @default.
- W2891937983 hasRelatedWork W2499297601 @default.
- W2891937983 hasRelatedWork W2573242108 @default.
- W2891937983 hasRelatedWork W2741962935 @default.
- W2891937983 hasRelatedWork W2764320286 @default.
- W2891937983 hasRelatedWork W2792149943 @default.
- W2891937983 hasRelatedWork W2935569394 @default.
- W2891937983 hasRelatedWork W2972425461 @default.
- W2891937983 hasRelatedWork W3013319350 @default.
- W2891937983 hasRelatedWork W3019822206 @default.
- W2891937983 hasRelatedWork W3096967008 @default.
- W2891937983 hasRelatedWork W3199058034 @default.
- W2891937983 hasRelatedWork W44787795 @default.
- W2891937983 hasRelatedWork W2594281041 @default.
- W2891937983 hasRelatedWork W3156144405 @default.
- W2891937983 isParatext "false" @default.
- W2891937983 isRetracted "false" @default.
- W2891937983 magId "2891937983" @default.
- W2891937983 workType "article" @default.