Bibliographic Details
| Title: |
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. |
| Authors: |
Victoria Erofeeva, Oleg Granichin, Vikentii Pankov, Zeev Volkovich |
| Publication Year: |
2025 |
| Subject Terms: |
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 |
| Description: |
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. |
| Document Type: |
dataset |
| Language: |
unknown |
| DOI: |
10.1371/journal.pone.0327396.t003 |
| Availability: |
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 |
| Accession Number: |
edsbas.226201A4 |
| Database: |
BASE |
Nájsť tento článok vo Web of Science