Proposed model training parameters. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Input image and extracted features maps. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Correlation heat map for feature selection. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Layer wise structure complexity reduction. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Accuracy change vs. ELM layers pruning rate. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Characteristic and limitations of existing work. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Working procedure of ELM classifier network. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Proposed CNN (EHO+HOBS-ELM) architecture. حسب M. Amudha (20390830)

"…Firstly, an Elephant Herding Optimization (EHO) algorithm selects pertinent features for classification tasks. …"

Performance comparison of NGNDG-AF, ReLU and ELU. حسب Ali Raza (3558965)

"…The objectives of this study were to develop reliable optimized <i>CNN</i> prediction models for skin cancer classification, to handle the severe class imbalance problem where skin cancer class was found to be much smaller than the healthy class. …"

AUC of ResNet152V2 CNN with Adam for <i>β</i> = 1. حسب Ali Raza (3558965)

"…The objectives of this study were to develop reliable optimized <i>CNN</i> prediction models for skin cancer classification, to handle the severe class imbalance problem where skin cancer class was found to be much smaller than the healthy class. …"

Data Sheet 2_Early stroke detection through machine learning in the prehospital setting.pdf حسب María Ríos Delgado (22004942)

Data Sheet 1_Early stroke detection through machine learning in the prehospital setting.pdf حسب María Ríos Delgado (22004942)

Table 1_Early stroke detection through machine learning in the prehospital setting.xlsx حسب María Ríos Delgado (22004942)

SHAP bar plot. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

Sample screening flowchart. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

Descriptive statistics for variables. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

SHAP summary plot. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

ROC curves for the test set of four models. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

Display of the web prediction interface. حسب Meng Cao (105914)

"…<div><p>Background</p><p>The high prevalence of cognitive impairment (CI) in Chronic kidney disease (CKD) patients impacts their quality of life and prognosis, yet risk prediction models for CI in this population remain underexplored.</p><p>Objective</p><p>This study aimed to develop a risk prediction model for CI in CKD patients using machine learning algorithms, with the objective of enhancing risk prediction accuracy and facilitating early intervention.…"

Supplementary file 1_Study on postoperative survival prediction model for non-small cell lung cancer: application of radiomics technology workflow based on multi-organ imaging feat... حسب Hanlin Wang (240998)

"…The study extracted radiomic features from the tumor, whole lung, and erector spinae muscles of the patients and applied 11 machine learning algorithms to construct prediction models. Subsequently, the classification performance of all constructed models was compared to select the optimal prediction model.…"