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DEMA

This repository is the official implementation of "DEMA: Data-Enhanced Model Aggregation with Dual Uncertainty for Heterogeneous Data Integration".

File Structure:

  • main_function

    • method_function.r: main code for DEMA algorithm (Algotithm2 in paper);
    • Q.agg.r: main code for greedy algorithm (Algotithm1 in paper).
  • sim_codes

    • Table1_design1_and_Fig3.r: results of Table1 (Design 1) and Figure 3;
    • Table1_design2.r: results of Table1 (Design 2);
    • Table2_design1.r: results of Table2 (Design 1);
    • Table2_design2.r: results of Table2 (Design 2);
    • Table3_LUAD.r: results of Table 3 (LUAD);
    • Table3_LUSC.r: results of Table 3 (LUSC);
    • Table4.r: results of Table 4;
    • Fig2.r: results of Figure 2.

Maintainer

Menghao Wang (wangmenghao24@mails.ucas.ac.cn) and Xiaonan Hu (xnhu@amss.ac.cn,xiaonanhu@cnu.edu.cn)

Any questions or comments, please don’t hesitate to contact with us any time.

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Data-Enhanced Model Aggregation

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