Optimizing Kernel Transformations to Handle Binary Class Imbalanced Dataset Classification by Vaibhavi Patel (19843282)

Binary leaf image rotated anti-clock wise from the origin degree to 40^<i>o</i>, 80^<i>o</i>, 120^<i>o</i>, and 160^<i>o</i> from left to ri... by Ali Ahmed (2567584)

Homomorphic binary tree. by Jianhua He (341366)

Overview of the segmentation algorithm. by Michael C. Robitaille (11949174)

The workflow diagram for the gene expression biomarker study which involve using principal component analysis (PCA) to reduce the number of features (principal components), thus re... by Aninda Astuti (21736334)

Classification performance after optimization. by Amal H. Alharbi (21755906)

ANOVA test for optimization results. by Amal H. Alharbi (21755906)

Wilcoxon test results for optimization. by Amal H. Alharbi (21755906)

Fig 3 - by Ali Ahmed (2567584)

Wilcoxon test results for feature selection. by Amal H. Alharbi (21755906)

Feature selection metrics and their definitions. by Amal H. Alharbi (21755906)

Statistical summary of all models. by Amal H. Alharbi (21755906)

Feature selection results. by Amal H. Alharbi (21755906)

ANOVA test for feature selection. by Amal H. Alharbi (21755906)

Classification performance of ML and DL models. by Amal H. Alharbi (21755906)

Thesis-RAMIS-Figs_Slides by Felipe Santibañez-Leal (10967991)

“…<br><br>Finally, although the developed concepts, ideas and algorithms have been developed for inverse problems in geostatistics, the results are applicable to a wide range of disciplines where similar sampling problems need to be faced, included but not limited to design of communication networks, optimal integration and communication of swarms of robots and drones, remote sensing.…”

PathOlOgics_RBCs Python Scripts.zip by Ahmed Elsafty (16943883)

“…</p><p dir="ltr">In terms of classification, a second algorithm was developed and employed to preliminary sort or group the individual cells (after excluding the overlapping cells manually) into different categories using five geometric measurements applied to the extracted contour from each binary image mask (see PathOlOgics_script_2; preliminary shape measurements). …”