ML algorithms in cyber security. حسب Abdullah Asım Yılmaz (20715311)

ML algorithms used in this study. حسب Toheeb Salahudeen (21368040)

"…Six machine learning algorithms, including Random Forest, were applied and their performance was investigated in balanced and unbalanced data sets with respect to binary and multiclass classification scenarios. …"

Comparison of different optimization algorithms. حسب Hang Zhao (143592)

الموضوعات:

Classification accuracy of different optimization algorithms and prediction models. حسب Xueying Kou (3940031)

الموضوعات:

Bagging Model Algorithm Flow. حسب Wen Yu (384130)

XGBoost odor prediction model: finding the structure-odor relationship of odorant molecules using the extreme gradient boosting algorithm حسب Pankaj Tyagi (20147683)

"…To obtain relevant physicochemical features, a feature reduction algorithm called PCA was also employed. The ML model developed in this study was able to predict all seven basic smells with high precision (>99%) and high sensitivity (>99%) when tested on an independent test dataset. …"

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

"…Future work aims to generalize this algorithm for broader biological applications by training additional Cellpose models and adapting the A* framework.…"

Feature selection using Boruta algorithm. حسب 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.…"

Framework of the proposed algorithm. حسب Jia Li (160557)

الموضوعات:

Observations that influence the accuracy of the algorithm. حسب Rabnawaz Khan (6509084)

Performance of machine learning algorithms. حسب Wenxue Liu (6877754)

Folder with all data and algorithms حسب Jorge Servert Lerdo de Tejada (22290001)

Model comparison between our model-free algorithm (here MF*) and SARSA. حسب Carlos A. Velázquez-Vargas (19751567)

"…<p>SARSA provides a temporal difference update to state-action values for every start-target pair: Q(s,a)←Q(s,a)+α[r+γQ(s′,a′)−Q(s,a)]. We evaluated the models in the data of Experiment 1 and Experiment 2 using AIC and BIC differences and testing if they were different from zero using the Wilcoxon signed-rank test. …"

Machine learning hyperparameters used for this study. حسب Shaik Ahamed Fayaz (19859670)

الموضوعات:

Proposed hybrid GA- ML algorithms. حسب Ankur Kumar (1357440)

الموضوعات:

Proposed GA-ML algorithms pseudocode. حسب Ankur Kumar (1357440)

الموضوعات:

Algorithm process. حسب Wei Cui (92129)

"…This paper aims to address these challenges by proposing an automated DDoS attack detection algorithm using the Informer model. We introduce a windowing technique to segment network traffic into manageable samples, which are then input into the Informer for feature extraction and classification. …"

Algorithm comparison. حسب Wei Cui (92129)

"…This paper aims to address these challenges by proposing an automated DDoS attack detection algorithm using the Informer model. We introduce a windowing technique to segment network traffic into manageable samples, which are then input into the Informer for feature extraction and classification. …"

Algorithm comparison. حسب Wei Cui (92129)

"…This paper aims to address these challenges by proposing an automated DDoS attack detection algorithm using the Informer model. We introduce a windowing technique to segment network traffic into manageable samples, which are then input into the Informer for feature extraction and classification. …"

Comparative analysis of off-policy PPO algorithm and on-policy algorithm on the a) CSMAR and b) MorningStar datasets. حسب Cai Yuanqing (22513351)