Mantle cell lymphoma gene expression profiling array VFN-M3. The dataset contains data from 10 samples hybridized on Illumina HumanHT-12 array. -patient's primary lymphoma cells obtained from leukemiz

NIAID Data Ecosystem50

Hyperparameter optimization using 10-fold grid search CV for the filtered LMCH data dynamics with 80:20 partition with feature selection.

参数优化

特征选择

Hyperparameter optimization using 10-fold grid search CV for the filtered LMCH data dynamics with 80:20 partition with feature selection.

Figshare2024-05-16 更新40

The highest classification accuracy of each algorithm on each data set and its feature subset length.

机器学习

特征选择

The highest classification accuracy of each algorithm on each data set and its feature subset length.

NIAID Data Ecosystem80

Regression coefficient was obtained by L1-penalized logistic regression (details are described in Material and Methods) and sorted by descending absolute values.

L1正则化

特征选择

Elastic-net parameters alpha was set to 0.975 and lambda was estimated as 0.075. Coefficients were calculated with standardized variables (STDV = 1).

NIAID Data Ecosystem40

Top-ranked 40 features selected using kernelPLS for the Lymphoma dataset.

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