Streaming PTAS for Binary $\ell_0$-Low Rank Approximation

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Authors Anup Bhattacharya, Dishant Goyal, Ragesh Jaiswal, Amit Kumar arXiv ID 1909.11744 Category cs.DS: Data Structures & Algorithms Citations 1 Last Checked 4 months ago
Abstract
We give a 3-pass, polylog-space streaming PTAS for the constrained binary $k$-means problem and a 4-pass, polylog-space streaming PTAS for the binary $\ell_0$-low rank approximation problem. The connection between the above two problems has recently been studied. We design a streaming PTAS for the former and use this connection to obtain streaming PTAS for the latter. This is the first constant pass, polylog-space streaming algorithm for either of the two problems.
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