MCC and metrics per class for BD-Freshwater-fish classification using SwinFishNet with 5-FCV. حسب Ebru Ergün (21395498)

الموضوعات:

MCC and metrics per class for SmallFishBD classification using SwinFishNet with 5-FCV. حسب Ebru Ergün (21395498)

الموضوعات:

Flowchart of the proposed Margin Weighted Robust Discriminant Score (MW-RDS) algorithm. حسب Sheema Gul (21519289)

Class distribution for binary classes. حسب Toheeb Salahudeen (21368040)

"…RF achieved an average accuracy of 92.7% and an F1 score of 83.95% for binary classification, 90.36% and 90.1%, respectively, for the classification of three classes of severity of depression and 89.76% and 88.26%, respectively, for the classification of five classes. …"

Effect of class imbalance on predictive performance. حسب Thierry Jean (20691795)

"…<p>Each scatter plot displays the test performance of 60 models under different conditions (10 mental states x 2 algorithms x 3 forecast horizons). Rows show the effect of class imbalance on performance for ordinal regression (top) and binary classification (bottom). …"

Recent advances in the classification of diverse fish species using state-of-the-art ML and DL. حسب Ebru Ergün (21395498)

الموضوعات:

Comparison of F1 Score Metrics for the Five Algorithms. حسب Ming Gao (115719)

الموضوعات:

Computational Phases and Steps of the ATF-DF-WA Algorithm. حسب Ming Gao (115719)

الموضوعات:

Comparison of F1 Score Metrics for the Five Algorithms. حسب Ming Gao (115719)

الموضوعات:

Single classification model results comparison diagram. حسب Zhiheng Zhang (9347282)

الموضوعات:

Flowchart of an EMD algorithm. حسب Jaipriya D. (20571339)

"…Traditional EEG pattern recognition algorithms typically involve two key steps: feature extraction and feature classification, both crucial for accurate operation. …"

The standard EMD algorithm. حسب Jaipriya D. (20571339)

"…Traditional EEG pattern recognition algorithms typically involve two key steps: feature extraction and feature classification, both crucial for accurate operation. …"

Imbalanced classification metric. حسب Javad Hemmatian (20700209)

الموضوعات:

Optimizing Kernel Transformations to Handle Binary Class Imbalanced Dataset Classification حسب Vaibhavi Patel (19843282)

"…Traditional machine learning algorithms often struggle with imbalanced datasets, as they tend to bias their classification functions toward the majority class, resulting in suboptimal performance for minority classes. …"

Flow chart of image-denoising algorithm. حسب Chuanxi Xing (20141665)

الموضوعات:

Values of each evaluation index under the optimal classification combination model. حسب Lu Xiao (314030)

الموضوعات:

Neyman-Pearson Multi-Class Classification via Cost-Sensitive Learning حسب Ye Tian (220278)

"…In this work, we tackle the multi-class NP problem by establishing a connection with the CS problem via strong duality and propose two algorithms. …"

Frequency and Density plot of features Across Classes of Ease of using the telehealth system “Effort Expectancy”. حسب Anis Ben Ghorbal (22521828)

Areas of LULC classes of BMNP in the years (1993, 2003, 2013, and 2023). حسب Firdissa Sadeta Tiye (21222102)

Predicted areas of LULC classes and their percentage of change in BMNP (2023–2053). حسب Firdissa Sadeta Tiye (21222102)