Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288026638> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4288026638 abstract "We consider lossless compression based on statistical data modeling followed by prediction-based encoding, where an accurate statistical model for the input data leads to substantial improvements in compression. We propose DZip, a general-purpose compressor for sequential data that exploits the well-known modeling capabilities of neural networks (NNs) for prediction, followed by arithmetic coding. Dzip uses a novel hybrid architecture based on adaptive and semi-adaptive training. Unlike most NN based compressors, DZip does not require additional training data and is not restricted to specific data types, only needing the alphabet size of the input data. The proposed compressor outperforms general-purpose compressors such as Gzip (on average 26% reduction) on a variety of real datasets, achieves near-optimal compression on synthetic datasets, and performs close to specialized compressors for large sequence lengths, without any human input. The main limitation of DZip in its current implementation is the encoding/decoding time, which limits its practicality. Nevertheless, the results showcase the potential of developing improved general-purpose compressors based on neural networks and hybrid modeling." @default.
- W4288026638 created "2022-07-26" @default.
- W4288026638 creator A5045177980 @default.
- W4288026638 creator A5045294377 @default.
- W4288026638 creator A5062603899 @default.
- W4288026638 creator A5086012490 @default.
- W4288026638 date "2019-11-08" @default.
- W4288026638 modified "2023-10-17" @default.
- W4288026638 title "DZip: improved general-purpose lossless compression based on novel neural network modeling" @default.
- W4288026638 doi "https://doi.org/10.48550/arxiv.1911.03572" @default.
- W4288026638 hasPublicationYear "2019" @default.
- W4288026638 type Work @default.
- W4288026638 citedByCount "0" @default.
- W4288026638 crossrefType "posted-content" @default.
- W4288026638 hasAuthorship W4288026638A5045177980 @default.
- W4288026638 hasAuthorship W4288026638A5045294377 @default.
- W4288026638 hasAuthorship W4288026638A5062603899 @default.
- W4288026638 hasAuthorship W4288026638A5086012490 @default.
- W4288026638 hasBestOaLocation W42880266381 @default.
- W4288026638 hasConcept C11413529 @default.
- W4288026638 hasConcept C124101348 @default.
- W4288026638 hasConcept C125411270 @default.
- W4288026638 hasConcept C127413603 @default.
- W4288026638 hasConcept C131097465 @default.
- W4288026638 hasConcept C153338461 @default.
- W4288026638 hasConcept C154945302 @default.
- W4288026638 hasConcept C175732694 @default.
- W4288026638 hasConcept C1769480 @default.
- W4288026638 hasConcept C41008148 @default.
- W4288026638 hasConcept C50644808 @default.
- W4288026638 hasConcept C57273362 @default.
- W4288026638 hasConcept C57890076 @default.
- W4288026638 hasConcept C78519656 @default.
- W4288026638 hasConcept C78548338 @default.
- W4288026638 hasConcept C81081738 @default.
- W4288026638 hasConceptScore W4288026638C11413529 @default.
- W4288026638 hasConceptScore W4288026638C124101348 @default.
- W4288026638 hasConceptScore W4288026638C125411270 @default.
- W4288026638 hasConceptScore W4288026638C127413603 @default.
- W4288026638 hasConceptScore W4288026638C131097465 @default.
- W4288026638 hasConceptScore W4288026638C153338461 @default.
- W4288026638 hasConceptScore W4288026638C154945302 @default.
- W4288026638 hasConceptScore W4288026638C175732694 @default.
- W4288026638 hasConceptScore W4288026638C1769480 @default.
- W4288026638 hasConceptScore W4288026638C41008148 @default.
- W4288026638 hasConceptScore W4288026638C50644808 @default.
- W4288026638 hasConceptScore W4288026638C57273362 @default.
- W4288026638 hasConceptScore W4288026638C57890076 @default.
- W4288026638 hasConceptScore W4288026638C78519656 @default.
- W4288026638 hasConceptScore W4288026638C78548338 @default.
- W4288026638 hasConceptScore W4288026638C81081738 @default.
- W4288026638 hasLocation W42880266381 @default.
- W4288026638 hasOpenAccess W4288026638 @default.
- W4288026638 hasPrimaryLocation W42880266381 @default.
- W4288026638 hasRelatedWork W1489137 @default.
- W4288026638 hasRelatedWork W1983389437 @default.
- W4288026638 hasRelatedWork W2106538169 @default.
- W4288026638 hasRelatedWork W2128890367 @default.
- W4288026638 hasRelatedWork W2167897635 @default.
- W4288026638 hasRelatedWork W2362463654 @default.
- W4288026638 hasRelatedWork W2387280364 @default.
- W4288026638 hasRelatedWork W2985586545 @default.
- W4288026638 hasRelatedWork W3034011029 @default.
- W4288026638 hasRelatedWork W4288026638 @default.
- W4288026638 isParatext "false" @default.
- W4288026638 isRetracted "false" @default.
- W4288026638 workType "article" @default.