<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>
| Identifer | oai:union.ndltd.org:purdue.edu/oai:figshare.com:article/25724451 |
| Date | 11 June 2024 |
| Creators | Sheng Zhang (18468615) |
| Source Sets | Purdue University |
| Detected Language | English |
| Type | Text, Thesis |
| Rights | CC BY 4.0 |
| Relation | https://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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