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IJON
1998
102views more  IJON 1998»
15 years 3 months ago
Developments of the generative topographic mapping
The Generative Topographic Mapping (GTM) model was introduced by 7) as a probabilistic re-formulation of the self-organizing map (SOM). It offers a number of advantages compared ...
Christopher M. Bishop, Markus Svensén, Chri...
151
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CN
1999
143views more  CN 1999»
15 years 3 months ago
Embedding Knowledge in Web Documents
The paper argues for the use of general and intuitive knowledge representation languages (and simpler notational variants, e.g. subsets of natural languages) for indexing the cont...
Philippe Martin, Peter W. Eklund
116
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ISCI
1998
75views more  ISCI 1998»
15 years 3 months ago
Incorporating Concept-Based Match into Fuzzy Production Rules
F TP (Fuzzy Template Predicate) is proposed as a template to incorporate concept-based match into fuzzy production languages. A thesaurus augmented in F TP supports the conceptbas...
Jae Dong Yang, Dong Gill Lee
188
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ML
2002
ACM
178views Machine Learning» more  ML 2002»
15 years 3 months ago
Metric-Based Methods for Adaptive Model Selection and Regularization
We present a general approach to model selection and regularization that exploits unlabeled data to adaptively control hypothesis complexity in supervised learning tasks. The idea ...
Dale Schuurmans, Finnegan Southey
134
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MT
2002
76views more  MT 2002»
15 years 3 months ago
Embedding Knowledge Elicitation and MT Systems within a Single Architecture
This paper describes Expedition, an environment designed to facilitate the quick ramp-up of MT systems from practically any alphabetic language (L) into English. The central compon...
Marjorie McShane, Sergei Nirenburg, James R. Cowie...