Practical data-dependent metric compression with provable guarantees

We introduce a new distance-preserving compact representation of multidimensional point-sets. Given n points in a d-dimensional space where each coordinate is represented using B bits (i.e., dB bits per point), it produces a representation of size O(dlog(dB/e) + logn) bits per point from which one c...

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Bibliographic Details
Main Authors: Indyk, Piotr, Razenshteyn, Ilya, Wagner, Tal
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: Neural Information Processing Systems Foundation, Inc. 2019
Online Access:https://hdl.handle.net/1721.1/121556