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» Effective Generalization of Relational Descriptions
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JMLR
2011
192views more  JMLR 2011»
13 years 2 months ago
Minimum Description Length Penalization for Group and Multi-Task Sparse Learning
We propose a framework MIC (Multiple Inclusion Criterion) for learning sparse models based on the information theoretic Minimum Description Length (MDL) principle. MIC provides an...
Paramveer S. Dhillon, Dean P. Foster, Lyle H. Unga...
LREC
2010
168views Education» more  LREC 2010»
13 years 9 months ago
A General Purpose FrameNet-based Shallow Semantic Parser
In this paper we present a new FrameNet-based Shallow Semantic Parser. While Shallow Semantic Parsing has been a popular Natural Language Processing task since the 2004 and 2005 C...
Bonaventura Coppola, Alessandro Moschitti
ANLP
1997
169views more  ANLP 1997»
13 years 9 months ago
Building Effective Queries In Natural Language Information Retrieval
In this paper we report on our natural language information retrieval (NLIR) project as related to the recently concluded 5th Text Retrieval Conference (TREC-5). The main thrust o...
Tomek Strzalkowski, Fang Lin, Jose Perez Carballo,...
IEEESCC
2009
IEEE
14 years 2 months ago
Cost-Effective Semantic Annotation of XML Schemas and Web Service Interfaces
—Research in the field of semantic Web services aims at automating the discovery, selection, composition and management of Web services based on semantic descriptions. However, t...
Peep Küngas, Marlon Dumas
JMLR
2010
125views more  JMLR 2010»
13 years 2 months ago
Stochastic Complexity and Generalization Error of a Restricted Boltzmann Machine in Bayesian Estimation
In this paper, we consider the asymptotic form of the generalization error for the restricted Boltzmann machine in Bayesian estimation. It has been shown that obtaining the maximu...
Miki Aoyagi