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174
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JMLR
2012
13 years 6 months ago
Deterministic Annealing for Semi-Supervised Structured Output Learning
In this paper we propose a new approach for semi-supervised structured output learning. Our approach uses relaxed labeling on unlabeled data to deal with the combinatorial nature ...
Paramveer S. Dhillon, S. Sathiya Keerthi, Kedar Be...
133
Voted
ESCIENCE
2005
IEEE
15 years 9 months ago
Distributed, Parallel Web Service Orchestration Using XSLT
GridXSLT is an implementation of the XSLT programming language designed for distributed web service orchestration. Based on the functional semantics of the language, it compiles p...
Peter M. Kelly, Paul D. Coddington, Andrew L. Wend...
117
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ESANN
2007
15 years 5 months ago
Visualisation of tree-structured data through generative probabilistic modelling
We present a generative probabilistic model for the topographic mapping of tree structured data. The model is formulated as constrained mixture of hidden Markov tree models. A nat...
Nikolaos Gianniotis, Peter Tino
179
Voted
PPOPP
2012
ACM
13 years 11 months ago
PARRAY: a unifying array representation for heterogeneous parallelism
This paper introduces a programming interface called PARRAY (or Parallelizing ARRAYs) that supports system-level succinct programming for heterogeneous parallel systems like GPU c...
Yifeng Chen, Xiang Cui, Hong Mei
115
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CTCS
1995
Springer
15 years 7 months ago
A Proposed Categorical Semantics for ML Modules
We present a simple categorical semantics for ML signatures, structures and functors. Our approach relies on realizablity semantics in the category of assemblies. Signatures and s...
Michael P. Fourman, Hayo Thielecke