72 search results - page 1 / 15 » Generalizing Apprenticeship Learning across Hypothesis Class... |
ICML
2010
IEEE
13 years 6 months ago
2010
IEEE
This paper develops a generalized apprenticeship learning protocol for reinforcementlearning agents with access to a teacher who provides policy traces (transition and reward obse...
ICML
2006
IEEE
14 years 5 months ago
2006
IEEE
We describe a general framework for online multiclass learning based on the notion of hypothesis sharing. In our framework sets of classes are associated with hypotheses. Thus, al...
KDD
2012
ACM
11 years 7 months ago
2012
ACM
Multi-label learning arises in many real-world tasks where an object is naturally associated with multiple concepts. It is well-accepted that, in order to achieve a good performan...
ALT
2004
Springer
14 years 1 months ago
2004
Springer
Different formal learning models address different aspects of learning. Below we compare learning via queries—interpreting learning as a one-shot process in which the learner i...
ICML
1997
IEEE
14 years 5 months ago
1997
IEEE
Abstract: We investigate the structure of model selection problems via the bias/variance decomposition. In particular, we characterize the essential structure of a model selection ...