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Comparison of clustering performance metrics for the proposed method, distributed baseline [7], and ground-truth (centralized k-means). Mean and standard deviation values are reported. Statistically significant differences (p < 0.01) were observed between the proposed and distributed methods using a paired t-test.

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Název: Comparison of clustering performance metrics for the proposed method, distributed baseline [7], and ground-truth (centralized k-means). Mean and standard deviation values are reported. Statistically significant differences (p < 0.01) were observed between the proposed and distributed methods using a paired t-test.
Autoři: Victoria Erofeeva, Oleg Granichin, Vikentii Pankov, Zeev Volkovich
Rok vydání: 2025
Témata: Cell Biology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, world datasets show, unlike traditional methods, trained neural network, dynamic network changes, system &# 8217, minimal communication overhead, efficient decentralized clustering, system adapts, clustering structure, clustering accuracy, %22">xlink ">, static topologies, paper presents, iot ), immediate results, highly suitable, generate compact, fly processing, dynamical multi, distributed environments, distributed aggregation, dimensionality reduction, data must, consistent summaries, consensus protocol
Popis: Comparison of clustering performance metrics for the proposed method, distributed baseline [ 7 ], and ground-truth (centralized k-means). Mean and standard deviation values are reported. Statistically significant differences (p < 0.01) were observed between the proposed and distributed methods using a paired t-test.
Druh dokumentu: dataset
Jazyk: unknown
DOI: 10.1371/journal.pone.0327396.t003
Dostupnost: https://doi.org/10.1371/journal.pone.0327396.t003
https://figshare.com/articles/dataset/Comparison_of_clustering_performance_metrics_for_the_proposed_method_distributed_baseline_7_and_ground-truth_centralized_k-means_Mean_and_standard_deviation_values_are_reported_Statistically_significant_differences_p_0_01_were_observed_betw/29667966
Rights: CC BY 4.0
Přístupové číslo: edsbas.226201A4
Databáze: BASE
Popis
Abstrakt:Comparison of clustering performance metrics for the proposed method, distributed baseline [ 7 ], and ground-truth (centralized k-means). Mean and standard deviation values are reported. Statistically significant differences (p < 0.01) were observed between the proposed and distributed methods using a paired t-test.
DOI:10.1371/journal.pone.0327396.t003