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International Joint Conference on Neural Networks
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The article was published on 1993-01-01 and is currently open access. It has received 668 citations till now.read more
Citations
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Journal ArticleDOI
Data clustering: a review
TL;DR: An overview of pattern clustering methods from a statistical pattern recognition perspective is presented, with a goal of providing useful advice and references to fundamental concepts accessible to the broad community of clustering practitioners.
Journal ArticleDOI
Systems level studies of mammalian metabolomes: the roles of mass spectrometry and nuclear magnetic resonance spectroscopy
Warwick B. Dunn,David Broadhurst,Helen J. Atherton,Helen J. Atherton,Royston Goodacre,Julian L. Griffin +5 more
TL;DR: An introduction to metabolites, metabolomes, metabolomics and the role of MS and NMR spectroscopy will be provided and the applications of metabolomics in mammalian systems biology for the study of the health-disease continuum, drug efficacy and toxicity and dietary effects on mammalian health will be reviewed.
Journal ArticleDOI
Random synaptic feedback weights support error backpropagation for deep learning.
TL;DR: A surprisingly simple mechanism that assigns blame by multiplying errors by even random synaptic weights is presented, which can transmit teaching signals across multiple layers of neurons and performs as effectively as backpropagation on a variety of tasks.
Journal ArticleDOI
Gauging Similarity with n-Grams: Language-Independent Categorization of Text.
TL;DR: A language-independent means of gauging topical similarity in unrestricted text by combining information derived from n-grams with a simple vector-space technique that makes sorting, categorization, and retrieval feasible in a large multilingual collection of documents.
Journal ArticleDOI
Neural networks in multivariate calibration.
Frederic Despagne,D. Luc Massart +1 more
References
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Journal ArticleDOI
Data clustering: a review
TL;DR: An overview of pattern clustering methods from a statistical pattern recognition perspective is presented, with a goal of providing useful advice and references to fundamental concepts accessible to the broad community of clustering practitioners.
Journal ArticleDOI
Systems level studies of mammalian metabolomes: the roles of mass spectrometry and nuclear magnetic resonance spectroscopy
Warwick B. Dunn,David Broadhurst,Helen J. Atherton,Helen J. Atherton,Royston Goodacre,Julian L. Griffin +5 more
TL;DR: An introduction to metabolites, metabolomes, metabolomics and the role of MS and NMR spectroscopy will be provided and the applications of metabolomics in mammalian systems biology for the study of the health-disease continuum, drug efficacy and toxicity and dietary effects on mammalian health will be reviewed.
Journal ArticleDOI
Random synaptic feedback weights support error backpropagation for deep learning.
TL;DR: A surprisingly simple mechanism that assigns blame by multiplying errors by even random synaptic weights is presented, which can transmit teaching signals across multiple layers of neurons and performs as effectively as backpropagation on a variety of tasks.
Journal ArticleDOI
Gauging Similarity with n-Grams: Language-Independent Categorization of Text.
TL;DR: A language-independent means of gauging topical similarity in unrestricted text by combining information derived from n-grams with a simple vector-space technique that makes sorting, categorization, and retrieval feasible in a large multilingual collection of documents.
Journal ArticleDOI
Neural networks in multivariate calibration.
Frederic Despagne,D. Luc Massart +1 more