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.…”

Flowchart of the study. by Usman Haider (12630481)

“…Using the first algorithm, the actual number of required RF chains can be identified. …”

Channel capacity of MIMO system with variable . by Usman Haider (12630481)

“…Using the first algorithm, the actual number of required RF chains can be identified. …”

The notational conventions used in this paper. 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.…”

Dendrogram of the stock prices. by Muhammad Hilal Alkhudaydi (21560690)

“…By testing these models on real-world data obtained from the US stock market, we were able to obtain preliminary findings on their utility.…”

Descriptive statistics on stock prices. by Muhammad Hilal Alkhudaydi (21560690)

“…By testing these models on real-world data obtained from the US stock market, we were able to obtain preliminary findings on their utility.…”

Correlation heatmap of the principal components. by Muhammad Hilal Alkhudaydi (21560690)

“…By testing these models on real-world data obtained from the US stock market, we were able to obtain preliminary findings on their utility.…”

Mean squared Error on all unseen data. 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.…”

Possible graph filter functions. 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.…”

Supporting data for Histone crotonylation is a novel epigenetic regulation and a therapeutic vulnerability for liver cancer treatment by Qidong Li (9069932)

Data Sheet 1_Evaluating the effectiveness of AI-enhanced “One Body, Two Wings” pharmacovigilance models in China: a nationwide survey on medication safety and risk management.pdf... by Jian Yang (12136)

“…Participants were recruited through stratified convenience sampling to ensure a broad geographical and professional representation. Data were collected through a validated questionnaire and analyzed using ANOVA, regression analysis, decision tree models, and random forest algorithms. …”

<b>AI for imaging plant stress in invasive species </b>(dataset from the article https://doi.org/10.1093/aob/mcaf043) by Erola Fenollosa (20977421)

“…</li><li>The dataframe of extracted colour features from all leaf images and lab variables (ecophysiological predictors and variables to be predicted)</li><li>Set of scripts used for image pre-processing, features extraction, data analytsis, visualization and Machine learning algorithms training, using ImageJ, R and Python.…”