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  • 标题:Minimax lower bounds for function estimation on graphs
  • 本地全文:下载
  • 作者:Alisa Kirichenko ; Harry van Zanten
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2018
  • 卷号:12
  • 期号:1
  • 页码:651-666
  • DOI:10.1214/18-EJS1407
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:We study minimax lower bounds for function estimation problems on large graph when the target function is smoothly varying over the graph. We derive minimax rates in the context of regression and classification problems on graphs that satisfy an asymptotic shape assumption and with a smoothness condition on the target function, both formulated in terms of the graph Laplacian.
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