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ICML
2005
IEEE
14 years 8 months ago
Identifying useful subgoals in reinforcement learning by local graph partitioning
We present a new subgoal-based method for automatically creating useful skills in reinforcement learning. Our method identifies subgoals by partitioning local state transition gra...
Özgür Simsek, Alicia P. Wolfe, Andrew G....
ML
2006
ACM
148views Machine Learning» more  ML 2006»
13 years 7 months ago
Melodic analysis with segment classes
This paper presents a representation for melodic segment classes and applies it to music data mining. Melody is modeled as a sequence of segments, each segment being a sequenceofno...
Darrell Conklin
ICML
2008
IEEE
14 years 8 months ago
Automatic discovery and transfer of MAXQ hierarchies
We present an algorithm, HI-MAT (Hierarchy Induction via Models And Trajectories), that discovers MAXQ task hierarchies by applying dynamic Bayesian network models to a successful...
Neville Mehta, Soumya Ray, Prasad Tadepalli, Thoma...
BIB
2010
68views more  BIB 2010»
13 years 7 months ago
Genome variation discovery with high-throughput sequencing data
The advent of high-throughput sequencing (HTS) technologies is enabling sequencing of human genomes at a significantly lower cost. The availability of these genomes is hoped to en...
Adrian V. Dalca, Michael Brudno
JIT
2005
Springer
149views Database» more  JIT 2005»
14 years 27 days ago
Grid Resource Ontologies and Asymmetric Resource-Correlation
Automatic Grid resource discovery and brokerage shields the Grid middleware complexities from the Grid users and leads towards an invisible but simple and robust Grid. Realizing th...
Mumtaz Siddiqui, Thomas Fahringer, Jürgen Hof...