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<b>Sample Size Determination for Subsampling in the Analysis of Big Data, Multiplicative models for confidence intervals and Free-Knot changepoint models</b>

<p dir="ltr">We studied the relationship between subsample size and the accuracy of resulted estimation under big data setup.</p><p dir="ltr">We also proposed a novel approach to the construction of confidence intervals based on improved concentration inequalities.</p><p dir="ltr">Lastly, we studied irregular change-point models using free-knot splines.</p>

  1. 10.25394/pgs.25724451.v1
Identiferoai:union.ndltd.org:purdue.edu/oai:figshare.com:article/25724451
Date11 June 2024
CreatorsSheng Zhang (18468615)
Source SetsPurdue University
Detected LanguageEnglish
TypeText, Thesis
RightsCC BY 4.0
Relationhttps://figshare.com/articles/thesis/_b_Sample_Size_Determination_for_Subsampling_in_the_Analysis_of_Big_Data_Multiplicative_models_for_confidence_intervals_and_Free-Knot_changepoint_models_b_/25724451

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