2026-10-06T04:05:00Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34071869 2026-10-05T17:30:40Z category_146 category_15 category_21 category_734 category_811 portal_5 item_type_3 month_year_10_2026

<p>Classification accuracy, F1-score, and AUC results for all feature sets and classifiers (mean± standard deviation over 10 runs).</p> Morteza Jafari Malali (25316858) Sepideh Zolfaghari (25316861) Raheleh Davoodi (25316864) Space Science Neuroscience Biotechnology Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified variants &# 8212 unlike conventional measures often lack sensitivity neural information flow first systematic evaluation evoking game scenarios includes eeg recordings brain &# 8217 strong discriminative power human emotional states eoe &# 8211 phase ), aiming eeg phase series based features reached eeg phase signals emotional states eeg signals calm ), phase features generation brain brain complexity based features transient dynamics traditional shannon study provides study introduces signal complexity rf classifier results demonstrate reliable indicators random forest order variability novel application nonstationary nature multiscale irregularities mixed phaseen invasive insight including adaboost gameemo dataset gained prominence four emotion emotion recognition electrical activity dynamic representation central task capturing second affective computing 28 participants <p>Classification accuracy, F1-score, and AUC results for all feature sets and classifiers (mean± standard deviation over 10 runs).</p> 2026-10-05T17:30:11Z Dataset Dataset 10.1371/journal.pone.0329598.t001 https://figshare.com/articles/dataset/_p_Classification_accuracy_F1-score_and_AUC_results_for_all_feature_sets_and_classifiers_mean_standard_deviation_over_10_runs_p_/34071869 CC BY 4.0