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COLT
1993
Springer
15 years 10 months ago
Lower Bounds on the Vapnik-Chervonenkis Dimension of Multi-Layer Threshold Networks
We consider the problem of learning in multilayer feed-forward networks of linear threshold units. We show that the Vapnik-Chervonenkis dimension of the class of functions that ca...
Peter L. Bartlett
VLDB
1989
ACM
150views Database» more  VLDB 1989»
15 years 10 months ago
Aggregates in Possibilistic Databases
Fuzzy set theory represents a uniform framework for extending the relational database model to han-, dle imprecision of information found in the real world. None of the existing p...
Elke A. Rundensteiner, Lubomir Bic
ASPDAC
2007
ACM
89views Hardware» more  ASPDAC 2007»
15 years 10 months ago
Trace Compaction using SAT-based Reachability Analysis
In today's designs, when functional verification fails, engineers perform debugging using the provided error traces. Reducing the length of error traces can help the debugging...
Sean Safarpour, Andreas G. Veneris, Hratch Mangass...
ECML
2007
Springer
15 years 10 months ago
Efficient Continuous-Time Reinforcement Learning with Adaptive State Graphs
Abstract. We present a new reinforcement learning approach for deterministic continuous control problems in environments with unknown, arbitrary reward functions. The difficulty of...
Gerhard Neumann, Michael Pfeiffer, Wolfgang Maass
ITP
2010
164views Mathematics» more  ITP 2010»
15 years 10 months ago
Nitpick: A Counterexample Generator for Higher-Order Logic Based on a Relational Model Finder
Nitpick is a counterexample generator for Isabelle/HOL that builds on Kodkod, a SAT-based first-order relational model finder. Nitpick supports unbounded quantification, (co)ind...
Jasmin Christian Blanchette, Tobias Nipkow