Search Sciweavers | Sciweavers

595 search results - page 6 / 119

» Predictive State Representations with State Space Partitioni...

Voted

AAAI
2006

157views Intelligent Agents» more AAAI 2006»

Improving Approximate Value Iteration Using Memories and Predictive State Representations

14 years 11 months ago

Download www.aaai.org

Planning in partially-observable dynamical systems is a challenging problem, and recent developments in point-based techniques such as Perseus significantly improve performance as...

Michael R. James, Ton Wessling, Nikos A. Vlassis

claim paper

Read More »

click to vote

ICML
2008
IEEE

157views Machine Learning» more ICML 2008»

Efficiently learning linear-linear exponential family predictive representations of state

15 years 11 months ago

Download web.mit.edu

Exponential Family PSR (EFPSR) models capture stochastic dynamical systems by representing state as the parameters of an exponential family distribution over a shortterm window of...

David Wingate, Satinder P. Singh

claim paper

Read More »

Voted

ATAL
2010
Springer

171views Intelligent Agents» more ATAL 2010»

Closing the learning-planning loop with predictive state representations

14 years 11 months ago

Download www.cs.cmu.edu

A central problem in artificial intelligence is to choose actions to maximize reward in a partially observable, uncertain environment. To do so, we must learn an accurate model of ...

Byron Boots, Sajid M. Siddiqi, Geoffrey J. Gordon

claim paper

Read More »

Voted

AAAI
2007

95views Intelligent Agents» more AAAI 2007»

Abstraction in Predictive State Representations

15 years 19 days ago

Download www.aaai.org

Vishal Soni, Satinder P. Singh

claim paper

Read More »