Summary of the feature selection algorithms. by Martin Kostadinov (20410120)

Steps involved in genetic algorithm for feature selection. by Mohd Sakib (20565228)

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Box plot the selected feature for weekends and weekdays in the dataset. by Mohd Sakib (20565228)

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Details of multiple GWO algorithm variants. by Genliang Li (5816264)

Feature selection using Boruta algorithm. by Shayla Naznin (13014015)

“…Feature selection was performed using the Boruta algorithm and model performance was evaluated by comparing accuracy, precision, recall, F1 score, MCC, Cohen’s Kappa and AUROC.…”

IRBMO vs. feature selection algorithm boxplot. by Chenyi Zhu (9383370)

“…To adapt to the feature selection problem, we convert the continuous optimization algorithm to binary form via transfer function, which further enhances the applicability of the algorithm. …”

Average accuracy by feature selection method. by Şafak Kılıç (22227019)

“…Classification is performed using Support Vector Machines with RBF/Linear kernels and k-Nearest Neighbors algorithms. The model was rigorously evaluated on two benchmark datasets: SMIDS (3000 images, 3-class) and HuSHeM (216 images, 4-class) using 5-fold cross-validation.…”

Performance comparison of ML algorithms across multiple evaluation metrics. by Muhammad Tausif (12385892)

Standard model selected for research. by Guangmei Ma (21432861)

Histogram of accuracy values for different machine learning models across multiple runs. by Amal H. Alharbi (21755906)

Normalized results of significant frame difference features. by Yandong Liu (11893664)

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Fusion outcomes for select frames in the INO dataset. by Yandong Liu (11893664)

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Fusion outcomes for select frames in the BEPMS dataset. by Yandong Liu (11893664)

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Fusion outcomes for select frames in the OTCBVS dataset. by Yandong Liu (11893664)

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Decision tree of predictive models developed using important variable peaks from decision-tree feature selection (Z-score scaled intensity). by Tran Duong Thai (20939598)

Feature mapping for vowel-e. by Gaurav Datkhile (22662871)

“…OpenSMILE facilitates the extraction of audio and functional features, which are then classified using various machine learning algorithms. …”

Feature mapping for vowel-a. by Gaurav Datkhile (22662871)

“…OpenSMILE facilitates the extraction of audio and functional features, which are then classified using various machine learning algorithms. …”

Feature mapping for vowel-o. by Gaurav Datkhile (22662871)

“…OpenSMILE facilitates the extraction of audio and functional features, which are then classified using various machine learning algorithms. …”

Model results with temporal features. by Qun Zhao (603175)

Time-frequency feature extraction flowchart. by Minan Tang (20389941)

“…Aiming at the problem of power quality disturbance detection and classification, this paper proposes a novel algorithm based on fast S-transform and crested porcupine optimizer (CPO) optimized CNN. …”