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Effect of compression on reconstruction quality under random communication topology.

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Název: Effect of compression on reconstruction quality under random communication topology.
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: The plot shows the relationship between clustering quality (measured by relative mean absolute error between predicted and ground-truth centroids) and the total transmitted information volume across all agents. Two compression modes are evaluated: 14x and 7x. The shaded areas represent variance across 30 runs with random topologies, where each pair of agents has a 0.02 probability of being connected.
Druh dokumentu: still image
Jazyk: unknown
Relation: https://figshare.com/articles/figure/Effect_of_compression_on_reconstruction_quality_under_random_communication_topology_/29667954
DOI: 10.1371/journal.pone.0327396.g002
Dostupnost: https://doi.org/10.1371/journal.pone.0327396.g002
https://figshare.com/articles/figure/Effect_of_compression_on_reconstruction_quality_under_random_communication_topology_/29667954
Rights: CC BY 4.0
Přístupové číslo: edsbas.E741334B
Databáze: BASE
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  Data: Effect of compression on reconstruction quality under random communication topology.
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  Data: <searchLink fieldCode="AR" term="%22Victoria+Erofeeva%22">Victoria Erofeeva</searchLink><br /><searchLink fieldCode="AR" term="%22Oleg+Granichin%22">Oleg Granichin</searchLink><br /><searchLink fieldCode="AR" term="%22Vikentii+Pankov%22">Vikentii Pankov</searchLink><br /><searchLink fieldCode="AR" term="%22Zeev+Volkovich%22">Zeev Volkovich</searchLink>
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  Data: 2025
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  Data: <searchLink fieldCode="DE" term="%22Cell+Biology%22">Cell Biology</searchLink><br /><searchLink fieldCode="DE" term="%22Infectious+Diseases%22">Infectious Diseases</searchLink><br /><searchLink fieldCode="DE" term="%22Biological+Sciences+not+elsewhere+classified%22">Biological Sciences not elsewhere classified</searchLink><br /><searchLink fieldCode="DE" term="%22Mathematical+Sciences+not+elsewhere+classified%22">Mathematical Sciences not elsewhere classified</searchLink><br /><searchLink fieldCode="DE" term="%22Information+Systems+not+elsewhere+classified%22">Information Systems not elsewhere classified</searchLink><br /><searchLink fieldCode="DE" term="%22world+datasets+show%22">world datasets show</searchLink><br /><searchLink fieldCode="DE" term="%22unlike+traditional+methods%22">unlike traditional methods</searchLink><br /><searchLink fieldCode="DE" term="%22trained+neural+network%22">trained neural network</searchLink><br /><searchLink fieldCode="DE" term="%22dynamic+network+changes%22">dynamic network changes</searchLink><br /><searchLink fieldCode="DE" term="%22system+%26#+8217%22">system &# 8217</searchLink><br /><searchLink fieldCode="DE" term="%22minimal+communication+overhead%22">minimal communication overhead</searchLink><br /><searchLink fieldCode="DE" term="%22efficient+decentralized+clustering%22">efficient decentralized clustering</searchLink><br /><searchLink fieldCode="DE" term="%22system+adapts%22">system adapts</searchLink><br /><searchLink fieldCode="DE" term="%22clustering+structure%22">clustering structure</searchLink><br /><searchLink fieldCode="DE" term="%22clustering+accuracy%22">clustering accuracy</searchLink><br /><searchLink fieldCode="DE" term="%22xlink+">%22">xlink "></searchLink><br /><searchLink fieldCode="DE" term="%22static+topologies%22">static topologies</searchLink><br /><searchLink fieldCode="DE" term="%22paper+presents%22">paper presents</searchLink><br /><searchLink fieldCode="DE" term="%22iot+%29%22">iot )</searchLink><br /><searchLink fieldCode="DE" term="%22immediate+results%22">immediate results</searchLink><br /><searchLink fieldCode="DE" term="%22highly+suitable%22">highly suitable</searchLink><br /><searchLink fieldCode="DE" term="%22generate+compact%22">generate compact</searchLink><br /><searchLink fieldCode="DE" term="%22fly+processing%22">fly processing</searchLink><br /><searchLink fieldCode="DE" term="%22dynamical+multi%22">dynamical multi</searchLink><br /><searchLink fieldCode="DE" term="%22distributed+environments%22">distributed environments</searchLink><br /><searchLink fieldCode="DE" term="%22distributed+aggregation%22">distributed aggregation</searchLink><br /><searchLink fieldCode="DE" term="%22dimensionality+reduction%22">dimensionality reduction</searchLink><br /><searchLink fieldCode="DE" term="%22data+must%22">data must</searchLink><br /><searchLink fieldCode="DE" term="%22consistent+summaries%22">consistent summaries</searchLink><br /><searchLink fieldCode="DE" term="%22consensus+protocol%22">consensus protocol</searchLink>
– Name: Abstract
  Label: Description
  Group: Ab
  Data: The plot shows the relationship between clustering quality (measured by relative mean absolute error between predicted and ground-truth centroids) and the total transmitted information volume across all agents. Two compression modes are evaluated: 14x and 7x. The shaded areas represent variance across 30 runs with random topologies, where each pair of agents has a 0.02 probability of being connected.
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  Data: https://figshare.com/articles/figure/Effect_of_compression_on_reconstruction_quality_under_random_communication_topology_/29667954
– Name: DOI
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  Data: 10.1371/journal.pone.0327396.g002
– Name: URL
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  Data: https://doi.org/10.1371/journal.pone.0327396.g002<br />https://figshare.com/articles/figure/Effect_of_compression_on_reconstruction_quality_under_random_communication_topology_/29667954
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      – SubjectFull: Cell Biology
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      – SubjectFull: Infectious Diseases
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      – SubjectFull: Biological Sciences not elsewhere classified
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      – SubjectFull: trained neural network
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      – SubjectFull: system &# 8217
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      – SubjectFull: minimal communication overhead
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      – SubjectFull: efficient decentralized clustering
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      – SubjectFull: consistent summaries
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      – SubjectFull: consensus protocol
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      – TitleFull: Effect of compression on reconstruction quality under random communication topology.
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              Y: 2025
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