1435 search results - page 4 / 287 » Generalization Error Bounds Using Unlabeled Data |
SMC
2007
IEEE
14 years 1 months ago
2007
IEEE
— We consider learning in a transductive setting using instance-based learning (k-NN) and present a method for constructing a data-dependent distance “metric” using both labe...
SIGIR
2005
ACM
14 years 27 days ago
2005
ACM
Accurate topical categorization of user queries allows for increased effectiveness, efficiency, and revenue potential in general-purpose web search systems. Such categorization be...
AMT
2006
Springer
13 years 11 months ago
2006
Springer
Text classification using positive and unlabeled data refers to the problem of building text classifier using positive documents (P) of one class and unlabeled documents (U) of man...
SSDBM
2000
IEEE
13 years 11 months ago
2000
IEEE
Multidimensional data cubes are used in large data warehouses as a tool for online aggregation of information. As the number of dimensions increases, supporting efficient queries ...
ICPR
2004
IEEE
14 years 8 months ago
2004
IEEE
"Learning with side-information" is attracting more and more attention in machine learning problems. In this paper, we propose a general iterative framework for relevant...