similarity estimation

46

PAMI
2008

196views more PAMI 2008»

Distance Learning for Similarity Estimation

14 years 2 months ago

In this paper, we present a general guideline to find a better distance measure for similarity estimation based on statistical analysis of distribution models and distance function...

Jie Yu, Jaume Amores, Nicu Sebe, Petia Radeva, Qi ...

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34

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SDM
2008
SIAM

197views Data Mining» more SDM 2008»

A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees

14 years 4 months ago

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Decision trees are among the most popular pattern types in data mining due to their intuitive representation. However, little attention has been given on the definition of measure...

Irene Ntoutsi, Alexandros Kalousis, Yannis Theodor...

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44

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ICMCS
2006
IEEE

145views Multimedia» more ICMCS 2006»

A New Study on Distance Metrics as Similarity Measurement

14 years 8 months ago

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Distance metric is widely used in similarity estimation. In this paper we find that the most popular Euclidean and Manhattan distance may not be suitable for all data distribution...

Jie Yu, Jaume Amores, Nicu Sebe, Qi Tian

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