Search Constraints

Start Over
Filtering by: Creator Southall, Brandon L. Remove constraint Creator: Southall, Brandon L. Academic Affiliation Statistics Remove constraint Academic Affiliation: Statistics Committee Member Kim, Jinsub Remove constraint Committee Member: Kim, Jinsub Resource Type Dissertation Remove constraint Resource Type: Dissertation

Search Results

  • Regularization-Based Data Integration and Its Application to Genome-Wide Association Studies

    Creator:
    Li, Kai
    Abstract:
    In genome-wide association studies, it is often challenging to have consistent findings from independent studies. This "lack of reproducibility" issue is partially caused by the relatively small sample size compared to the number of genetic markers in every single study. Therefore, researchers have developed statistical methods to integrate multiple studies...
    Resource Type:
    Dissertation
    Full Text:
    as follows: min β0,β1,··· ,βp n∑ i=1 L(β0 + β1Xi1 + · · ·+ βpXip, Yi) + Pλ(β1, · · · , βp), (1.3