3449 search results - page 307 / 690 » A Framework for Multiple-Instance Learning |
141
click to vote
CORR
2004
Springer
15 years 4 months ago
2004
Springer
The field of machine learning (ML) is concerned with the question of how to construct algorithms that automatically improve with experience. In recent years many successful ML app...
122
click to vote
JAIR
2010
15 years 2 months ago
2010
We present a novel framework for learning to interpret and generate language using only perceptual context as supervision. We demonstrate its capabilities by developing a system t...
136
click to vote
MICCAI
2010
Springer
15 years 2 months ago
2010
Springer
Abstract. Learning-based approaches have become increasingly practical in medical imaging. For a supervised learning strategy, the quality of the trained algorithm (usually a class...
152
click to vote
PKDD
2010
Springer
15 years 2 months ago
2010
Springer
Multi-task learning leverages shared information among data sets to improve the learning performance of individual tasks. The paper applies this framework for data where each task ...
155
click to vote
AAAI
2010
15 years 2 months ago
2010
Multi-instance learning, as other machine learning tasks, also suffers from the curse of dimensionality. Although dimensionality reduction methods have been investigated for many ...