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» Estimating labels from label proportions
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MICCAI
2009
Springer
16 years 29 days ago
Supervised Nonparametric Image Parcellation
Segmentation of medical images is commonly formulated as a supervised learning problem, where manually labeled training data are summarized using a parametric atlas. Summarizing th...
Mert R. Sabuncu, B. T. Thomas Yeo, Koen Van Leem...
CLEF
2010
Springer
15 years 27 days ago
A Multi Cue Discriminative Approach to Semantic Place Classification
This paper describes the participation of Idiap-MULTI to the Robot Vision Task at imageCLEF 2010. Our approach was based on a discriminative classification algorithm using multiple...
Marco Fornoni, Jesus Martínez-Gómez,...
JMLR
2010
172views more  JMLR 2010»
14 years 6 months ago
Modeling annotator expertise: Learning when everybody knows a bit of something
Supervised learning from multiple labeling sources is an increasingly important problem in machine learning and data mining. This paper develops a probabilistic approach to this p...
Yan Yan, Rómer Rosales, Glenn Fung, Mark W....
BILDMED
2007
112views Algorithms» more  BILDMED 2007»
15 years 1 months ago
Fully-Automatic Correction of the Erroneous Border Areas of an Aneurysm
Abstract. Volume representations of blood vessels acquired by 3D rotational angiography are very suitable for diagnosing an aneurysm. We presented a fully-automatic aneurysm labell...
Jan Bruijns, Frans J. Peters, Robert-Paul Berretty...
KDD
2010
ACM
197views Data Mining» more  KDD 2010»
14 years 9 months ago
Semi-supervised feature selection for graph classification
The problem of graph classification has attracted great interest in the last decade. Current research on graph classification assumes the existence of large amounts of labeled tra...
Xiangnan Kong, Philip S. Yu