2683 search results - page 25 / 537 » Machine learning problems from optimization perspective |
ICML
2005
IEEE
14 years 9 months ago
2005
IEEE
Predictive State Representations (PSRs) have shown a great deal of promise as an alternative to Markov models. However, learning a PSR from a single stream of data generated from ...
BIRTHDAY
2003
Springer
14 years 2 months ago
2003
Springer
Abstract. A novel framework for the design and analysis of energy-aware algorithms is presented, centered around a deterministic Bit-level (Boltzmann) Random Access Machine or BRAM...
ICMLA
2010
13 years 7 months ago
2010
Learning the reward function of an agent by observing its behavior is termed inverse reinforcement learning and has applications in learning from demonstration or apprenticeship l...
COLT
1993
Springer
14 years 1 months ago
1993
Springer
We introduce a new formal model in which a learning algorithm must combine a collection of potentially poor but statistically independent hypothesis functions in order to approxima...
ALT
2009
Springer
14 years 1 months ago
2009
Springer
In this paper the sequential prediction problem with expert advice is considered for the case when the losses of experts suffered at each step can be unbounded. We present some mo...