Search Results - "LOPES, Noel"
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An evaluation of multiple feed-forward networks on GPUs
Published in International journal of neural systems (01-02-2011)“…The Graphics Processing Unit (GPU) originally designed for rendering graphics and which is difficult to program for other tasks, has since evolved into a…”
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Journal Article -
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Towards adaptive learning with improved convergence of deep belief networks on graphics processing units
Published in Pattern recognition (01-01-2014)“…In this paper we focus on two complementary approaches to significantly decrease pre-training time of a deep belief network (DBN). First, we propose an…”
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Distinct metabolic programs established in the thymus control effector functions of γδ T cell subsets in tumor microenvironments
Published in Nature immunology (01-02-2021)“…© The Author(s), under exclusive licence to Springer Nature America, Inc. 2021 Metabolic programming controls immune cell lineages and functions, but little is…”
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Journal Article -
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GPU-based fast clustering via K-Centres and k-NN mode seeking for geospatial industry applications
Published in Computers in industry (01-11-2020)“…The emerging trends in data industry, particularly those related to the repeated processing of data streams, are pushing the limits of computer systems and…”
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Journal Article -
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Novel Trends in Scaling Up Machine Learning Algorithms
Published in 2017 16th IEEE International Conference on Machine Learning and Applications (ICMLA) (01-12-2017)“…Big Data has been a catalyst force for the Machine Learning (ML) area, forcing us to rethink existing strategies in order to create innovative solutions that…”
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Conference Proceeding -
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Machine Learning for Adaptive Multi-Core Machines
Published 01-01-2013“…Today, the increasing complexity, performance requirements and cost of current (and future) applications in society is transversal to a wide range of…”
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Dissertation -
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Learning the hash code with generalised regression neural networks for handwritten signature biometric data retrieval
Published in 2015 International Joint Conference on Neural Networks (IJCNN) (01-07-2015)“…Handwritten signature recognition is one important component of biometric authentication. This is a central process in a broad range of areas requiring…”
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Conference Proceeding Journal Article -
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Signature identification via efficient feature selection and GPU-based SVM classifier
Published in 2014 International Joint Conference on Neural Networks (IJCNN) (01-07-2014)“…The problem of handwritten signature recognition is considered significant in biometrics, in particular for determining the validity of official documents. The…”
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Conference Proceeding -
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A strategy for dealing with missing values by using selective activation neurons in a multi-topology framework
Published in The 2010 International Joint Conference on Neural Networks (IJCNN) (01-07-2010)“…Neural Networks (NN) have proven to be able to successfully solve problems in many areas. However, for large scale real problems, data is often incomplete…”
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Conference Proceeding -
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Restricted Boltzmann Machines and Deep Belief Networks on multi-core processors
Published in The 2012 International Joint Conference on Neural Networks (IJCNN) (01-06-2012)“…Deep learning architecture models by contrast with shallow models draw on the insights of biological inspiration which has been a challenge since the inception…”
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Conference Proceeding -
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A fast optimized semi-supervised non-negative Matrix Factorization algorithm
Published in The 2011 International Joint Conference on Neural Networks (01-07-2011)“…Non-negative Matrix Factorization (NMF) is an unsupervised technique that projects data into lower dimensional spaces, effectively reducing the number of…”
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Conference Proceeding -
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GPUMLib: A new Library to combine Machine Learning algorithms with Graphics Processing Units
Published in 2010 10th International Conference on Hybrid Intelligent Systems (01-08-2010)“…The Graphics Processing Unit (GPU) is a highly parallel, many-core device with enormous computational power, especially well-suited to address Machine Learning…”
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Conference Proceeding -
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High-performance bankruptcy prediction model using Graphics Processing Units
Published in The 2010 International Joint Conference on Neural Networks (IJCNN) (01-07-2010)“…In recent years the the potential and programmability of Graphics Processing Units (GPU) has raised a note-worthy interest in the research community for…”
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Conference Proceeding -
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Improving recall values in breast cancer diagnosis with Incremental Background Knowledge
Published in The 2010 International Joint Conference on Neural Networks (IJCNN) (01-07-2010)“…Cancer diagnosis is generally the process of using some form of physical or genetic tests or exams, usually referred as patient data, to detect the disease…”
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Conference Proceeding