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

The run time for each algorithm in seconds. by Edward Antonian (21453161)

“…We find evidence that the generalised GLS-KGR algorithm is well-suited to such time-series applications, outperforming several standard techniques on this dataset.…”

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

Model’s measure methods. by Songsong Wang (8088293)

Subjects: “…necessitating extensive data…”

Detection algorithm table for modeling the phonetic characteristics of Yue opera. by Yuhang Zhang (3144870)

The algorithm flow for modeling the pitch contours of Yue opera phonemes. by Yuhang Zhang (3144870)

Performance evaluation of different ML algorithms. by Shaik Ahamed Fayaz (19859670)

Subjects:

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

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

Subjects:

Flowchart data balancing algorithm (SMOTE). by Xiangting Shi (21439579)

Algorithmic experimental parameter design. by 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.…”

LDA algorithm [11,28,31,59]. by Hui Zhang (7197)

A* Path-Finding Algorithm to Determine Cell Connections by 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.…”

Confusion matrix of different ML algorithms for the test set. by Shaik Ahamed Fayaz (19859670)

Subjects:

ROC curve comparison for different machine learning algorithms. by Shaik Ahamed Fayaz (19859670)

Subjects:

Algorithm process. by Wei Cui (92129)

“…This model captures both the temporal dependencies and global attention information in the traffic data. …”

Algorithm comparison. by Wei Cui (92129)

“…This model captures both the temporal dependencies and global attention information in the traffic data. …”

Algorithm comparison. by Wei Cui (92129)

“…This model captures both the temporal dependencies and global attention information in the traffic data. …”

PLS-SEM algorithm. by Ernest Nyamekye (18451455)

ML algorithms used in this study. by 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. …”