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COLT
1998
Springer
15 years 10 months ago
Large Margin Classification Using the Perceptron Algorithm
We introduce and analyze a new algorithm for linear classification which combines Rosenblatt's perceptron algorithm with Helmbold and Warmuth's leave-one-out method. Like...
Yoav Freund, Robert E. Schapire
ICML
2008
IEEE
16 years 6 months ago
Sample-based learning and search with permanent and transient memories
We present a reinforcement learning architecture, Dyna-2, that encompasses both samplebased learning and sample-based search, and that generalises across states during both learni...
David Silver, Martin Müller 0003, Richard S. ...
FSTTCS
2007
Springer
16 years 5 days ago
Automata and Logics for Timed Message Sequence Charts
Abstract. We provide a framework for distributed systems that impose timing constraints on their executions. We propose a timed model of communicating finite-state machines, which...
S. Akshay, Benedikt Bollig, Paul Gastin
ICML
2006
IEEE
16 years 6 months ago
Fast direct policy evaluation using multiscale analysis of Markov diffusion processes
Policy evaluation is a critical step in the approximate solution of large Markov decision processes (MDPs), typically requiring O(|S|3 ) to directly solve the Bellman system of |S...
Mauro Maggioni, Sridhar Mahadevan
COOTS
2001
15 years 7 months ago
Multi-Dispatch in the Java Virtual Machine: Design and Implementation
Mainstream object-oriented languages, such as C++ and Java1 , provide only a restricted form of polymorphic methods, namely uni-receiver dispatch. In common programming situations...
Christopher Dutchyn, Paul Lu, Duane Szafron, Steve...