What role does lossless compression play in big data applications?

ISO 15887:2013 Space data and information transfer systems — Lossless data compression. Published (Edition 2, 2013). This publication was last reviewed and ... Nov 8, 2024 ... The newly developed lossless data compression technology, drawing on Hitachi's expertise in areas such as deep learning models and data storage, ... Sep 25, 2019 ... In this paper, we propose a Transformer based lossless compression method that match the best compression ratio for text. Our approach is purely ... Jan 23, 2025 ... In this study, a novel encoding algorithm is proposed, motivated by the compression of DNA data and associated characteristics. Lossless data compression of digital audio signals is useful when it is necessary to minimize the storage space or transmission bandwidth of audio data ... Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of ... Oct 2, 2023 ... These graphs plot time vs. compressed size, allowing you to compare the various compression steps of lossless data compression algorithms. ... lossless data compression.) [P3] E.-H. Yang and D.-K. He, “Method for lossless data compression using greedy se- quential context-dependent grammar ... Lossless compression uses an algorithm to shrink the image without losing any important data. Essentially, it rewrites the file to make it more efficient - ... Nov 20, 2018 ... We combine recurrent neural network predictors with an arithmetic coder and losslessly compress a variety of synthetic, text and genomic datasets.