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

The comparison of results from the proposed architecture and state-of-the-art algorithms on the UNSW-B15, NSL-KDD and KDDCUP’99 dataset. حسب Abdullah Asım Yılmaz (20715311)

Parameters of ML algorithms. حسب Md. Maeen Molla (20827041)

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

Algorithmic experimental parameter design. حسب Chuanxi Xing (20141665)

"…Furthermore, the estimation of the DOA can be accurately carried out under low signal-to-noise ratio conditions. This method effectively utilizes the degrees of freedom provided by the virtual array, reducing noise interference, and exhibiting better performance in terms of positioning accuracy and algorithm stability.…"

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

"…The integration of heuristic optimization and machine learning significantly enhances both speed and precision in astrocyte data analysis. Future work aims to generalize this algorithm for broader biological applications by training additional Cellpose models and adapting the A* framework.…"

Spatial spectrum estimation for three algorithms. حسب Chuanxi Xing (20141665)

"…Furthermore, the estimation of the DOA can be accurately carried out under low signal-to-noise ratio conditions. This method effectively utilizes the degrees of freedom provided by the virtual array, reducing noise interference, and exhibiting better performance in terms of positioning accuracy and algorithm stability.…"

M3C2 algorithm diagram. حسب Xiaowei Li (620087)

الموضوعات:

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

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

Flow diagram of cuckoo search algorithm. حسب Muhammad Sadiq (9449915)

الموضوعات:

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. …"

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

الموضوعات:

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

الموضوعات:

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. …"

Flowchart of CNNBLSTM algorithm. حسب Guozhu Sui (21672798)

الموضوعات:

Overview of CINner’s mathematical model and simulation algorithm. حسب Khanh N. Dinh (20549532)

"…Right: data available to be computed in each step (see S1 Notes). …"

Federated averaging algorithm pseudocode. حسب Hadi Mohammadian KhalafAnsar (22783784)

Multi-algorithm performance comparison and statistical analysis. حسب Yanfen Zhang (2570449)

Optimal hyperparameters of the model-agnostic meta-learning algorithm with few-shot tasks. حسب Soraya Khanmohmmadi (21539953)