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ACL
2006
15 years 5 months ago
LexNet: A Graphical Environment for Graph-Based NLP
This interactive presentation describes LexNet, a graphical environment for graph-based NLP developed at the University of Michigan. LexNet includes LexRank (for text summarizatio...
Dragomir R. Radev, Günes Erkan, Anthony Fader...
155
Voted
SODA
2000
ACM
85views Algorithms» more  SODA 2000»
15 years 5 months ago
Improved bounds on the sample complexity of learning
We present a new general upper bound on the number of examples required to estimate all of the expectations of a set of random variables uniformly well. The quality of the estimat...
Yi Li, Philip M. Long, Aravind Srinivasan
115
Voted
CORR
2008
Springer
118views Education» more  CORR 2008»
15 years 4 months ago
Learning Low-Density Separators
Abstract. We define a novel, basic, unsupervised learning problem learning the the lowest density homogeneous hyperplane separator of an unknown probability distribution. This task...
Shai Ben-David, Tyler Lu, Dávid Pál,...
DC
2008
15 years 4 months ago
The weakest failure detectors to boost obstruction-freedom
This paper determines necessary and sufficient conditions to implement wait-free and non-blocking contention managers in a shared memory system. The necessary conditions hold even...
Rachid Guerraoui, Michal Kapalka, Petr Kouznetsov
146
Voted
CORR
2007
Springer
169views Education» more  CORR 2007»
15 years 3 months ago
Algorithmic Complexity Bounds on Future Prediction Errors
We bound the future loss when predicting any (computably) stochastic sequence online. Solomonoff finitely bounded the total deviation of his universal predictor M from the true d...
Alexey V. Chernov, Marcus Hutter, Jürgen Schm...