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CORR
2007
Springer
73views Education» more  CORR 2007»
15 years 6 months ago
Universal Reinforcement Learning
—We consider an agent interacting with an unmodeled environment. At each time, the agent makes an observation, takes an action, and incurs a cost. Its actions can influence futu...
Vivek F. Farias, Ciamac Cyrus Moallemi, Tsachy Wei...
ECML
2006
Springer
15 years 9 months ago
Case-Based Label Ranking
Label ranking studies the problem of learning a mapping from instances to rankings over a predefined set of labels. We approach this setting from a case-based perspective and propo...
Klaus Brinker, Eyke Hüllermeier
COLT
2007
Springer
15 years 10 months ago
An Efficient Re-scaled Perceptron Algorithm for Conic Systems
Abstract. The classical perceptron algorithm is an elementary algorithm for solving a homogeneous linear inequality system Ax > 0, with many important applications in learning t...
Alexandre Belloni, Robert M. Freund, Santosh Vempa...
COLT
2005
Springer
15 years 11 months ago
Unlabeled Compression Schemes for Maximum Classes,
We give a compression scheme for any maximum class of VC dimension d that compresses any sample consistent with a concept in the class to at most d unlabeled points from the domain...
Dima Kuzmin, Manfred K. Warmuth
ASPDAC
2004
ACM
112views Hardware» more  ASPDAC 2004»
15 years 10 months ago
Efficient reachability checking using sequential SAT
Abstract
Ganapathy Parthasarathy, Madhu K. Iyer, Kwang-Ting...