1405 search results - page 23 / 281 » Learning Instance-Specific Predictive Models |
122
Voted
ECML
2006
Springer
15 years 5 months ago
2006
Springer
Abstract. In contrast to the standard inductive inference setting of predictive machine learning, in real world learning problems often the test instances are already available at ...
194
Voted
EMNLP
2011
14 years 1 months ago
2011
We introduce a novel machine learning framework based on recursive autoencoders for sentence-level prediction of sentiment label distributions. Our method learns vector space repr...
119
Voted
ICRA
2010
IEEE
15 years 21 days ago
2010
IEEE
Abstract— Autonomous robot navigation in unstructured outdoor environments is a challenging and largely unsolved area of active research. The navigation task requires identifying...
109
Voted
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
Predictive state representations (PSRs) are a recently proposed way of modeling controlled dynamical systems. PSR-based models use predictions of observable outcomes of tests that...
150
Voted
ATAL
2011
Springer
14 years 2 months ago
2011
Springer
The field of multiagent decision making is extending its tools from classical game theory by embracing reinforcement learning, statistical analysis, and opponent modeling. For ex...