Linear-regression-based algorithms succeed at identifying the correct functional groups in synthetic data, and multi-group algorithms recover more information. حسب Yuanchen Zhao (12905580)

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If datasets are small and/or noisy, linear-regression-based algorithms for identifying functional groups outperform more complex versions. حسب Yuanchen Zhao (12905580)

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Output groupings of the 3 algorithms for a linear degradation chain of <i>N</i> = 3 metabolites. حسب Yuanchen Zhao (12905580)

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Using synthetic data to test group-searching algorithms in a context where the correct grouping of species is known and uniquely defined. حسب Yuanchen Zhao (12905580)

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Heat maps of mean scores over 50 datasets of the algorithms as a function of relative noise and number of samples. حسب Yuanchen Zhao (12905580)

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Comparison of results based on CycleGAN method. حسب Xiaojun Wang (50332)

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ML algorithms in cyber security. حسب Abdullah Asım Yılmaz (20715311)

Performance of machine learning algorithms. حسب Wenxue Liu (6877754)

Simulation Scripts And Data. حسب Yuanchen Zhao (12905580)

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Convergence curve of the DBO algorithm. حسب Ma Haohao (22177538)

"…The improved Dung Beetle Optimization algorithm, Back Propagation Neural Network, Finite Element Analysis, and Response Surface Methodology provide a strong guarantee for the selection of robot polishing process parameters. …"

Overview of the ROI determination algorithm. حسب Virgil Christian Garcia Castillo (19688355)

الموضوعات: "…interest determination algorithm…"

Top-rated mode of transport based on the SEU algorithm (SEU scores from 0 to 40). حسب Johannes Weyer (13392175)

Identifying the groups becomes harder when the degradation chain is long, especially for groups catalyzing upstream reactions. حسب Yuanchen Zhao (12905580)

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Example 2-group, 3-group and 4-group groupings under a 3-group ground truth with their scores shown on the right. حسب Yuanchen Zhao (12905580)

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Metropolis is able to identify groups associated with functions other than end product of linear digradation chain. حسب Yuanchen Zhao (12905580)

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Recovery qualities of individual groups under increasing intra-group heterogeneity and inter-group promiscuity of species. حسب Yuanchen Zhao (12905580)

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Effect of “nonfunctional group” on function. حسب Yuanchen Zhao (12905580)

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Average metrics for the Bitcoin Alpha dataset models grouped by the fact of being based on embedding or on node statistics. حسب Agata Skorupka (20469080)

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Average metrics for Bitcoin OTC dataset models grouped by the fact of being based on embedding or on node statistics. حسب Agata Skorupka (20469080)

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Model-Based Clustering of Categorical Data Based on the Hamming Distance حسب Raffaele Argiento (647076)

"…<p>A model-based approach is developed for clustering categorical data with no natural ordering. …"