2683 search results - page 149 / 537 » Machine learning problems from optimization perspective |
160
Voted
SDM
2011
SIAM
14 years 5 months ago
2011
SIAM
In many real world prediction problems the output is a structured object like a sequence or a tree or a graph. Such problems range from natural language processing to computationa...
124
Voted
ICML
2009
IEEE
16 years 3 months ago
2009
IEEE
This paper addresses exact learning of Bayesian network structure from data and expert's knowledge based on score functions that are decomposable. First, it describes useful ...
109
Voted
ICML
2009
IEEE
16 years 3 months ago
2009
IEEE
In this paper, we present a robust feature extraction framework based on informationtheoretic learning. Its formulated objective aims at simultaneously maximizing the Renyi's...
101
Voted
PAMI
2010
15 years 1 months ago
2010
—This paper addresses pattern classification in the framework of domain adaptation by considering methods that solve problems in which training data are assumed to be available o...
126
Voted
AAAI
2010
15 years 4 months ago
2010
Transfer learning aims at reusing the knowledge in some source tasks to improve the learning of a target task. Many transfer learning methods assume that the source tasks and the ...