Test performance metrics for the final model. by Ramona Leenings (11167294)

Comparison with SOTA model in number of iterations and final cost. by Zixi Wang (459102)

Matlab code of a version using numerical optimization for Q. by Hiroko Kato Solvang (5718250)

R code for a version using numerical optimization for Q. by Hiroko Kato Solvang (5718250)

Overall rankings of optimization algorithms. by Máté Mohácsi (20469514)

HGSAA model’s partial calculation code. by Ruoqi Wang (14958062)

Node coding process. by Jun Zhao (59250)

Codes and related data. by Bo Ni (1298154)

Overall rankings of single-objective optimization algorithms. by Máté Mohácsi (20469514)

ROC curve for binary classification. by Nicodemus Songose Awarayi (18414494)

“…The study introduced a scheme for enhancing images to improve the quality of the datasets. Specifically, an image enhancement algorithm based on histogram equalization and bilateral filtering techniques was deployed to reduce noise and enhance the quality of the images. …”

Confusion matrix for binary classification. by Nicodemus Songose Awarayi (18414494)

“…The study introduced a scheme for enhancing images to improve the quality of the datasets. Specifically, an image enhancement algorithm based on histogram equalization and bilateral filtering techniques was deployed to reduce noise and enhance the quality of the images. …”

Parallel plot showing hyperparameter exploration. by Ramona Leenings (11167294)

IKM Pseudo – code. by Yingbo Mao (22522192)

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

“…Pixel paths were classified using a z-score brightness threshold of 1.21, optimized for noise reduction and accuracy. The A* algorithm then evaluated connectivity by minimizing Euclidean distance and heuristic cost between cells. …”

The illustration depicts our CQ-CNN architecture for binary image classification. by Mominul Islam (3513758)

S1 Code - by Gaosha Li (20570760)

Dataset 2: Zip file containing the Tables of the presented method and results by Suchismita Behera (22027316)

Code and raw data used in this study. by Zhuolin Yang (14658411)

I-NSGA-II-RF algorithm. by Xiaohua Zeng (793632)

“…The integrated information initialization population of two filtered feature selection methods is used to optimize the I-NSGA-II algorithm, using multiple chromosome hybrid coding to synchronously select features and optimize model parameters. …”

The pareto front obtained by each algorithm. by Xiaohua Zeng (793632)

“…The integrated information initialization population of two filtered feature selection methods is used to optimize the I-NSGA-II algorithm, using multiple chromosome hybrid coding to synchronously select features and optimize model parameters. …”