2026-10-11T17:57:51Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33966738 2026-09-22T17:23:39Z category_146 category_7 category_12 category_15 category_16 category_21 category_272 category_45 category_734 portal_5 item_type_3 month_year_09_2026

<p>Channel-wise SHAP importance across classifiers for the full 29-channel configuration.</p> Al Mukshit Plabon (25091103) Abdul Mukit (22930321) Md. Neyamul (25091106) Omar Faruk Jehady (25091109) Fatima Tuz Zuba (25091112) Md. Faisal Mina (25091115) Torikul Islam (22969426) Space Science Medicine Cell Biology Neuroscience Physiology Biotechnology Environmental Sciences not elsewhere classified Sociology Biological Sciences not elsewhere classified study therefore provides normalized global attribution important feature family feature variables influencing evaluated using 2 establish physiological localization downstream spatial categorization shap analysis identified complementing performance ablation la contributed 15 identical stratified epoch two ecg channels ecg channels ra confirmed ied epochs conditional spatial classification channel scalp eeg emg channels scalp distribution controlled analysis containing ied conditional five ecg ablation whole channel key channel used across test accuracy routinely co patient generalization multiple machine level partitions learning classifiers fitted models confirmed four complete 29 class tasks catboost model band power 76 %. <p>Channel-wise SHAP importance across classifiers for the full 29-channel configuration.</p> 2026-09-22T17:23:23Z Dataset Dataset 10.1371/journal.pone.0358782.t010 https://figshare.com/articles/dataset/_p_Channel-wise_SHAP_importance_across_classifiers_for_the_full_29-channel_configuration_p_/33966738 CC BY 4.0