MSE for ILSTM algorithm in binary classification. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

One advantage of our algorithm is that it is not binary in nature. حسب Yong Kuk Kim (13955214)

Flowchart depicting the structure of the BDMO algorithm. حسب Olatunji A. Akinola (13919696)

A* Path-Finding Algorithm to Determine Cell Connections حسب Max Weng (22327159)

"…To address this, the research integrates a modified A* pathfinding algorithm with a U-Net convolutional neural network, a custom statistical binary classification method, and a personalized Min-Max connectivity threshold to automate the detection of astrocyte connectivity.…"

ROC curves of the proposed method for binary class classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

Illustration of the transformed binary images of normal, benign, and malignant samples into grayscale. حسب Tehnan I. A. Mohamed (16846175)

Comparison of intrusion detection systems. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

Symmetry test result. حسب Jiyong Moon (16819302)

Effects of Class Imbalance and Data Scarcity on the Performance of Binary Classification Machine Learning Models Developed Based on ToxCast/Tox21 Assay Data حسب Changhun Kim (682542)

"…Therefore, the resampling algorithm employed should vary depending on the data distribution to achieve optimal classification performance. …"

ROC curves of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

Normalized confusion matrix of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

Normalized confusion matrix of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, (F) Ensemble LEARNING. حسب Md. Sabbir Hossain (9958939)

<i>hi</i>PRS algorithm process flow. حسب Michela C. Massi (14599915)

Enhancing digital pathology workflows: computational blur detection for H&E image quality control in preclinical toxicology حسب Cyrus Manuel (22770779)

Summary of LITNET-2020 dataset. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

SHAP analysis for LITNET-2020 dataset. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

Parameter setting for CBOA and PSO. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

NSL-KDD dataset description. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

The architecture of LSTM cell. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"

The architecture of ILSTM. حسب Asmaa Ahmed Awad (16726315)

"…Deep learning models (e.g., Long Short-Term Memory, LSTM) have been employed in designing intrusion detection systems to address this issue. …"