2683 search results - page 184 / 537 » Machine learning problems from optimization perspective |
115
click to vote
ICML
2005
IEEE
16 years 3 months ago
2005
IEEE
This paper presents a Support Vector Method for optimizing multivariate nonlinear performance measures like the F1score. Taking a multivariate prediction approach, we give an algo...
104
click to vote
ICML
2001
IEEE
16 years 3 months ago
2001
IEEE
This is a survey of some theoretical results on boosting obtained from an analogous treatment of some regression and classi cation boosting algorithms. Some related papers include...
101
click to vote
GECCO
2004
Springer
15 years 8 months ago
2004
Springer
In this paper, we describe a cooperative transportation to a target position with two humanoid robots and introduce a machine learning approach to solving the problem. The difficul...
134
click to vote
ICDIM
2008
IEEE
15 years 9 months ago
2008
IEEE
The domain of Digital Libraries presents specific challenges for unsupervised information extraction to support both the automatic classification of documents and the enhancement ...
140
click to vote
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
We propose a fast iterative classification algorithm for Kernel Fisher Discriminant (KFD) using heterogeneous kernel models. In contrast with the standard KFD that requires the us...