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97
Voted
EACL
2006
ACL Anthology
15 years 1 months ago
2006
ACL Anthology
An algorithm based on the Generalized Hebbian Algorithm is described that allows the singular value decomposition of a dataset to be learned based on single observation pairs pres...
60
Voted
NAACL
2003
15 years 1 months ago
2003
In this paper, we propose a novel Cooperative Model for natural language understanding in a dialogue system. We build this based on both Finite State Model (FSM) and Statistical L...
115
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COLT
2007
Springer
15 years 6 months ago
2007
Springer
Abstract. In this paper the concept of asymptotic complexity of languages is introduced. This concept formalises the notion of learnability in a particular environment and generali...
111
Voted
EMNLP
2004
15 years 1 months ago
2004
In this paper we investigate whether paragraphs can be identified automatically in different languages and domains. We propose a machine learning approach which exploits textual a...
94
Voted
NIPS
2000
15 years 1 months ago
2000
We present an expressive agent design language for reinforcement learning that allows the user to constrain the policies considered by the learning process.The language includes s...