Articles with "evolutionary multiobjective" as a keyword



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Single-cell RNA-seq interpretations using evolutionary multiobjective ensemble pruning

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Published in 2019 at "Bioinformatics"

DOI: 10.1093/bioinformatics/bty1056

Abstract: Motivation In recent years, single-cell RNA sequencing enables us to discover cell types or even subtypes. Its increasing availability provides opportunities to identify cell populations from single-cell RNA-seq data. Computational methods have been employed to… read more here.

Keywords: single cell; cell; cell rna; evolutionary multiobjective ... See more keywords
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Evolutionary Multiobjective Optimization for Automatic Agent-Based Model Calibration: A Comparative Study

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Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3070071

Abstract: Complex problems can be analyzed by using model simulation but its use is not straight-forward since modelers must carefully calibrate and validate their models before using them. This is specially relevant for models considering multiple… read more here.

Keywords: calibration; model; agent based; evolutionary multiobjective ... See more keywords
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Decision Making in Evolutionary Multiobjective Clustering: A Machine Learning Challenge

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Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3219854

Abstract: Evolutionary multiobjective algorithms have become a popular choice to tackle the clustering problem. On the one hand, the simultaneous optimization of complementary clustering criteria offers an increased robustness to changes in data characteristics. On the… read more here.

Keywords: making evolutionary; multiobjective clustering; clustering machine; decision making ... See more keywords
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Evolutionary Multiobjective Strategy for Regenerator Placement in Elastic Optical Networks

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Published in 2018 at "IEEE Transactions on Communications"

DOI: 10.1109/tcomm.2018.2817236

Abstract: In this paper, we propose an evolutionary multiobjective regenerator placement strategy for elastic optical networks (eMORP). The proposed optimization strategy uses the genetic algorithm NSGA-II to determine non-dominated solutions when the call request blocking probability… read more here.

Keywords: elastic optical; regenerator placement; regenerator; evolutionary multiobjective ... See more keywords
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Adapting Decomposed Directions for Evolutionary Multiobjective Optimization.

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Published in 2022 at "IEEE transactions on cybernetics"

DOI: 10.1109/tcyb.2022.3165557

Abstract: Decomposition methods have been widely employed in evolutionary algorithms for tackling multiobjective optimization problems (MOPs) due to their good mathematical explanation and promising performance. However, most decomposition methods only use a single ideal or nadir… read more here.

Keywords: adapting decomposed; multiobjective optimization; decomposed directions; directions evolutionary ... See more keywords
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An Evolutionary Multiobjective Optimization Based Fuzzy Method for Overlapping Community Detection

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Published in 2020 at "IEEE Transactions on Fuzzy Systems"

DOI: 10.1109/tfuzz.2019.2945241

Abstract: In the last decade, the detection of overlapping communities has received increasing attention in network science. Among various clustering techniques, the fuzzy clustering has been widely adopted in overlapping community detection, since the soft assignment… read more here.

Keywords: community; method; community detection; overlapping community ... See more keywords