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11 - Computer Science and Informatics

Goldsmiths' College

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Article title

A scale-free distribution of false positives for a large class of audio similarity measures

Type

D - Journal article

DOI

10.1016/j.patcog.2007.04.012

Title of journal

Pattern Recognition

Article number

Volume number

Issue number

First page of article

272

ISSN of journal

00313203

Year of publication

2008

URL

http://eprints.gold.ac.uk/9516/

Number of additional authors

Additional information

<17> A highly influential journal for pattern matching (H-index 108). The first paper to identify “hubs”: a particular phenomenon occurring when computing similarity distances on complex signals. Following this paper, many studies have attempted to explain hubs including (1) Radovanović, Nanopoulos, and Ivanović. 2010. Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data. J. Mach. Learn. Res, (2) Flexer, Schnitzer, Gasser and Pohle: Combining Features Reduces Hubness in Audio Similarity and outputs at ISMIR 2010, 2012 and 2013. Though it is now believed this problem relates to the curse of dimensionality, the issue is still an open problem.

Interdisciplinary

Cross-referral requested

Research group

None

Citation count

Proposed double-weighted

Double-weighted statement

Reserve for a double-weighted output

Non-English

English abstract