2878 search results - page 100 / 576 » Learning the Common Structure of Data |
167
Voted
SDM
2011
SIAM
14 years 6 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...
171
Voted
EMNLP
2011
14 years 3 months ago
2011
We propose a general method to watermark and probabilistically identify the structured outputs of machine learning algorithms. Our method is robust to local editing operations and...
125
Voted
AAAI
2010
15 years 5 months ago
2010
We present an interactive learning method that enables a user to iteratively refine a regression model. The user examines the output of the model, visualized as the vertical axis ...
147
Voted
ICML
2010
IEEE
15 years 4 months ago
2010
IEEE
Many structured prediction tasks involve complex models where inference is computationally intractable, but where it can be well approximated using a linear programming relaxation...
128
Voted
ICML
2010
IEEE
15 years 4 months ago
2010
IEEE
We introduce a novel active learning algorithm for classification of network data. In this setting, training instances are connected by a set of links to form a network, the label...