Search Results - "SMOLA, A. J"
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Protein function prediction via graph kernels
Published in Bioinformatics (01-06-2005)“…Motivation: Computational approaches to protein function prediction infer protein function by finding proteins with similar sequence, structure, surface…”
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On a Kernel-Based Method for Pattern Recognition, Regression, Approximation, and Operator Inversion
Published in Algorithmica (01-09-1998)Get full text
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Online learning with kernels
Published in IEEE transactions on signal processing (01-08-2004)“…Kernel-based algorithms such as support vector machines have achieved considerable success in various problems in batch setting, where all of the training data…”
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The connection between regularization operators and support vector kernels
Published in Neural networks (01-06-1998)“…In this paper a correspondence is derived between regularization operators used in regularization networks and support vector kernels. We prove that the…”
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Classification in a normalized feature space using support vector machines
Published in IEEE transactions on neural networks (01-05-2003)“…This paper discusses classification using support vector machines in a normalized feature space. We consider both normalization in input space and in feature…”
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Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators
Published in IEEE transactions on information theory (01-09-2001)“…We derive new bounds for the generalization error of kernel machines, such as support vector machines and related regularization networks by obtaining new…”
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Learning Graph Matching
Published in IEEE transactions on pattern analysis and machine intelligence (01-06-2009)“…As a fundamental problem in pattern recognition, graph matching has applications in a variety of fields, from computer vision to computational biology. In…”
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Kernelized Sorting
Published in IEEE transactions on pattern analysis and machine intelligence (01-10-2010)“…Object matching is a fundamental operation in data analysis. It typically requires the definition of a similarity measure between the classes of objects to be…”
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A tutorial on support vector regression
Published in Statistics and computing (01-08-2004)Get full text
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Input space versus feature space in kernel-based methods
Published in IEEE transactions on neural networks (1999)“…This paper collects some ideas targeted at advancing our understanding of the feature spaces associated with support vector (SV) kernel functions. We first…”
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Experimentally optimal ν in support vector regression for different noise models and parameter settings
Published in Neural networks (2004)“…In Support Vector (SV) regression, a parameter ν controls the number of Support Vectors and the number of points that come to lie outside of the so-called…”
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Distributed Flow Algorithms for Scalable Similarity Visualization
Published in 2010 IEEE International Conference on Data Mining Workshops (01-12-2010)“…We describe simple yet scalable and distributed algorithms for solving the maximum flow problem and its minimum cost flow variant, motivated by problems of…”
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The occurrence of enterotoxigenic isolates of B. cereus in foodstuffs
Published in Czech Journal of Food Sciences (01-01-2009)“…Enterotoxigenic Bacillus cereus was detected in a variety of meat stuffs (36), ready-to-cook products (5), and swabs (7). The bacterial colonies isolated from…”
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Modification of Cary-Blair transport medium for Pasteurella multocida and Mannheimia haemolytica
Published in Acta veterinaria Brno (01-06-2002)“…The aim of this study was to evaluate the effectiveness of Cary-Blair, Amies and modified Cary-Blair medium for transport of Pasteurella multocida and…”
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The utility of the ENTERORapid 24 kit for the identification of P. multocida and M. haemolytica
Published in Veterinární medicína (01-04-2002)“…ENTERORapid 24 kit (PLIVA-Lachema, Czech Republic) was used for the identification of 321 strains isolated from the respiratory tract of different animal…”
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Pasteurella haemolytica complex of Pasteurella sensu stricto as new genus Mannheimia: changes in taxonomy
Published in Veterinární medicína (01-04-2001)“…The benefit and usefulness of the new results described by Angen et al. (1999) rest upon the necessity for revising the previous taxonomy of Pasteurellaceae by…”
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Step size-adapted online support vector learning
Published in Proceedings of the Eighth International Symposium on Signal Processing and Its Applications, 2005 (2005)Get full text
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Detection of Lawsonia intracellularis in a dog with inflammatory bowel disease using nested PCR and serology
Published in Veterinární medicína (01-04-2003)“…A nested polymerase chain reaction (PCR) assay and serological examinations were used to detect the presence of Lawsonia intracellularis in a two and a half…”
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