Relative performance of classification algorithms using gene-expression and clinical predictors and performing feature selection. حسب Stephen R. Piccolo (8367780)

"…We used nested cross validation to estimate which features would be optimal for each algorithm in each training set. …"

Gene-set overlap results for top 50 genes according to average rank across feature-selection algorithms for GSE46691. حسب Stephen R. Piccolo (8367780)

Gene-set overlap results for top 50 genes according to average rank across feature-selection algorithms for GSE10320. حسب Stephen R. Piccolo (8367780)

Top 50 genes according to average rank across feature-selection algorithms for GSE10320 and GSE46691. حسب Stephen R. Piccolo (8367780)

IFS curves of two classification algorithms based on feature list yielded by MCFS. حسب Zhan Dong Li (12481390)

Small-scale dataset comparative analysis using computation resources. حسب Olaide N. Oyelade (14047002)

Summary of predictive performance per dataset when using gene-expression and clinical predictors and performing feature selection. حسب Stephen R. Piccolo (8367780)

Small-scale dataset comparative analysis using the number of features selected. حسب Olaide N. Oyelade (14047002)

Summary of predictive performance per dataset when using gene-expression and clinical predictors and performing feature selection with hyperparameter optimization. حسب Stephen R. Piccolo (8367780)

Small-scale dataset comparative analysis using classification accuracy for population sizes 50 and 100. حسب Olaide N. Oyelade (14047002)

Small-scale dataset comparative analysis using fitness and cost values for population sizes 50 and 100. حسب Olaide N. Oyelade (14047002)

IFS performance with different classification algorithms and number of top features in the list yielded by MCFS. حسب Zhan Dong Li (12481390)

Relative predictive performance when training on gene-expression predictors alone vs. using clinical predictors alone or gene-expression predictors in combination with clinical pre... حسب Stephen R. Piccolo (8367780)

Summary of predictive performance per dataset when using gene-expression and clinical predictors and performing hyperparameter optimization. حسب Stephen R. Piccolo (8367780)

Summary of predictive performance per dataset when using gene-expression predictors. حسب Stephen R. Piccolo (8367780)

Expression values and standard errors of genes within each patient group under the optimal feature filtering method (ALOGA < 128) used for (blue bars) distinguishing each individua... حسب Song Cui (553627)

Summary of predictive performance per dataset when using gene-expression and clinical predictors. حسب Stephen R. Piccolo (8367780)

Comparison of ranks for classification algorithms across performance metrics. حسب Stephen R. Piccolo (8367780)

Initialization of variables in the APDCA algorithm. حسب Yangsong He (13909371)

الموضوعات:

Tradeoff between execution time and predictive performance for classification algorithms. حسب Stephen R. Piccolo (8367780)