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» Local embeddings of metric spaces
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SISAP
2010
IEEE
106views Data Mining» more  SISAP 2010»
15 years 4 months ago
On locality sensitive hashing in metric spaces
Eric Sadit Tellez, Edgar Chávez
APPROX
2010
Springer
137views Algorithms» more  APPROX 2010»
15 years 7 months ago
Online Embeddings
We initiate the study of on-line metric embeddings. In such an embedding we are given a sequence of n points X = x1, . . . , xn one by one, from a metric space M = (X, D). Our goal...
Piotr Indyk, Avner Magen, Anastasios Sidiropoulos,...
CVPR
2010
IEEE
15 years 11 months ago
Towards Semantic Embedding in Visual Vocabulary
Visual vocabulary serves as a fundamental component in many computer vision tasks, such as object recognition, visual search, and scene modeling. While state-of-the-art approaches...
R.-R. Ji, Hongxun Yao, Xiaoshuai Sun
STOC
2003
ACM
130views Algorithms» more  STOC 2003»
16 years 6 months ago
A tight bound on approximating arbitrary metrics by tree metrics
In this paper, we show that any n point metric space can be embedded into a distribution over dominating tree metrics such that the expected stretch of any edge is O(log n). This ...
Jittat Fakcharoenphol, Satish Rao, Kunal Talwar
NIPS
2003
15 years 7 months ago
Minimax Embeddings
Spectral methods for nonlinear dimensionality reduction (NLDR) impose a neighborhood graph on point data and compute eigenfunctions of a quadratic form generated from the graph. W...
Matthew Brand