245 search results - page 22 / 49 » Can Document Selection Help Semi-supervised Learning |
155
Voted
JMLR
2011
14 years 9 months ago
2011
While most supervised machine learning models assume that training examples are sampled at random or adversarially, this article is concerned with models of learning from a cooper...
112
Voted
SIGIR
2002
ACM
15 years 2 months ago
2002
ACM
Previews and overviews of large, heterogeneous information resources help users comprehend the scope of collections and focus on particular subsets of interest. For narrative docu...
140
Voted
IJCAI
2007
15 years 4 months ago
2007
The task of learning models for many real-world problems requires incorporating domain knowledge into learning algorithms, to enable accurate learning from a realistic volume of t...
153
Voted
IJCAI
2001
15 years 4 months ago
2001
For many supervised learning tasks it is very costly to produce training data with class labels. Active learning acquires data incrementally, at each stage using the model learned...
94
Voted
CHI
2007
ACM
16 years 3 months ago
2007
ACM
Hotkeys are extremely useful in leveraging expert performance, but learning them is a slow process. This paper investigates alternative menu designs that can motivate and help use...