Search Results - "Vlassis, Nikos"
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Fast reconstruction of compact context-specific metabolic network models
Published in PLoS computational biology (01-01-2014)“…Systemic approaches to the study of a biological cell or tissue rely increasingly on the use of context-specific metabolic network models. The reconstruction…”
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VizBin - an application for reference-independent visualization and human-augmented binning of metagenomic data
Published in Microbiome (20-01-2015)“…Metagenomics is limited in its ability to link distinct microbial populations to genetic potential due to a current lack of representative isolate genome…”
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The Role of Metabolomics in the Study of Cancer Biomarkers and in the Development of Diagnostic Tools
Published in Advances in experimental medicine and biology (2015)“…This chapter introduces the emerging field of metabolomics and its application in the context of cancer biomarker research. Taking advantage of modern…”
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Community-integrated omics links dominance of a microbial generalist to fine-tuned resource usage
Published in Nature communications (26-11-2014)“…Microbial communities are complex and dynamic systems that are primarily structured according to their members’ ecological niches. To investigate how niche…”
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Accelerated EM-based clustering of large data sets
Published in Data mining and knowledge discovery (01-11-2006)“…Motivated by the poor performance (linear complexity) of the EM algorithm in clustering large data sets, and inspired by the successful accelerated versions of…”
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fastGapFill: efficient gap filling in metabolic networks
Published in Bioinformatics (Oxford, England) (01-09-2014)“…Genome-scale metabolic reconstructions summarize current knowledge about a target organism in a structured manner and as such highlight missing information…”
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FastMotif: spectral sequence motif discovery
Published in Bioinformatics (15-08-2015)“…Sequence discovery tools play a central role in several fields of computational biology. In the framework of Transcription Factor binding studies, most of the…”
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GenePEN: analysis of network activity alterations in complex diseases via the pairwise elastic net
Published in Statistical applications in genetics and molecular biology (01-04-2015)“…Complex diseases are often characterized by coordinated expression alterations of genes and proteins which are grouped together in a molecular network…”
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The global k-means clustering algorithm
Published in Pattern recognition (01-02-2003)“…We present the global k-means algorithm which is an incremental approach to clustering that dynamically adds one cluster center at a time through a…”
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Perseus: Randomized Point-based Value Iteration for POMDPs
Published in The Journal of artificial intelligence research (01-01-2005)“…Partially observable Markov decision processes (POMDPs) form an attractive and principled framework for agent planning under uncertainty. Point-based…”
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Optimal and Approximate Q-value Functions for Decentralized POMDPs
Published in The Journal of artificial intelligence research (01-01-2008)“…Decision-theoretic planning is a popular approach to sequential decision making problems, because it treats uncertainty in sensing and acting in a principled…”
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Alignment-free Visualization of Metagenomic Data by Nonlinear Dimension Reduction
Published in Scientific reports (31-03-2014)“…The visualization of metagenomic data, especially without prior taxonomic identification of reconstructed genomic fragments, is a challenging problem in…”
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13
Polytopic uncertainty for linear systems: New and old complexity results
Published in Systems & control letters (01-05-2014)“…We survey the problem of deciding the stability or stabilizability of uncertain linear systems whose region of uncertainty is a polytope. This natural setting…”
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FAST$\mathrm{G}$AP$\mathrm{F}$ILL: efficient gap filling in metabolic networks
Published in Bioinformatics (Oxford, England) (07-05-2014)“…Genome-scale metabolic reconstructions summarize current knowledge about a target organism in a structured manner and as such highlight missing information…”
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15
Condensing the omics fog of microbial communities
Published in Trends in microbiology (Regular ed.) (01-07-2013)“…Highlights • Systematic omic measurements will allow the inference of causal relationships. • A discovery-driven planning approach is required for their…”
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16
Learning model-free robot control by a Monte Carlo EM algorithm
Published in Autonomous robots (01-08-2009)“…We address the problem of learning robot control by model-free reinforcement learning (RL). We adopt the probabilistic model for model-free RL of Vlassis and…”
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Fast Reconstruction of Compact Context-Specific Metabolic Network Models: e1003424
Published in PLoS computational biology (01-01-2014)“…Systemic approaches to the study of a biological cell or tissue rely increasingly on the use of context-specific metabolic network models. The reconstruction…”
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18
Conditions for duality between fluxes and concentrations in biochemical networks
Published in Journal of theoretical biology (21-11-2016)“…Mathematical and computational modelling of biochemical networks is often done in terms of either the concentrations of molecular species or the fluxes of…”
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fast G ap F ill : efficient gap filling in metabolic networks
Published in Bioinformatics (Oxford, England) (01-09-2014)“…Motivation: Genome-scale metabolic reconstructions summarize current knowledge about a target organism in a structured manner and as such highlight missing…”
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20
A Spatially Constrained Generative Model and an EM Algorithm for Image Segmentation
Published in IEEE transactions on neural networks (01-05-2007)“…In this paper, we present a novel spatially constrained generative model and an expectation-maximization (EM) algorithm for model-based image segmentation. The…”
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