79 search results - page 1 / 16 » Efficiently Learning the Metric with Side-Information |
ALT
2003
Springer
13 years 8 months ago
2003
Springer
Abstract. A crucial problem in machine learning is to choose an appropriate representation of data, in a way that emphasizes the relations we are interested in. In many cases this ...
ECCV
2008
Springer
14 years 6 months ago
2008
Springer
Distance metric learning has been widely investigated in machine learning and information retrieval. In this paper, we study a particular content-based image retrieval application ...
MM
2009
ACM
2009
ACM
Distance metric learning from uncertain side information with application to automated photo tagging
13 years 9 months ago
Automated photo tagging is essential to make massive unlabeled photos searchable by text search engines. Conventional image annotation approaches, though working reasonably well o...
IJCAI
2007
13 years 5 months ago
2007
Dimensionality reduction is a much-studied task in machine learning in which high-dimensional data is mapped, possibly via a non-linear transformation, onto a low-dimensional mani...
TCSV
2010
12 years 11 months ago
2010
During the past ten years, Wyner-Ziv video coding (WZVC) has gained a lot of research interests because of its unique characteristics of "simple encoding, complex decoding&quo...