Comparison of different optimization algorithms. حسب Hang Zhao (143592)

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

"…The goal of this paper is to examine several extensions to KGR/GPoG, with the aim of generalising them a wider variety of data scenarios. The first extension we consider is the case of graph signals that have only been partially recorded, meaning a subset of their elements is missing at observation time. …"

Video 1_A hybrid elastic-hyperelastic approach for simulating soft tactile sensors.mp4 حسب Berith Atemoztli De la Cruz Sánchez (21758708)

"…A significant challenge for simulating tactile sensors is balancing the trade-off between accuracy and processing time in simulation algorithms and models. …"

Classifying objects in constellation images. حسب Tarun Khajuria (12117309)

Dendrogram of the stock prices. حسب 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. حسب 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. حسب 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. حسب Edward Antonian (21453161)

"…The goal of this paper is to examine several extensions to KGR/GPoG, with the aim of generalising them a wider variety of data scenarios. The first extension we consider is the case of graph signals that have only been partially recorded, meaning a subset of their elements is missing at observation time. …"

Possible graph filter functions. حسب Edward Antonian (21453161)

"…The goal of this paper is to examine several extensions to KGR/GPoG, with the aim of generalising them a wider variety of data scenarios. The first extension we consider is the case of graph signals that have only been partially recorded, meaning a subset of their elements is missing at observation time. …"

The notational conventions used in this paper. حسب Edward Antonian (21453161)

"…The goal of this paper is to examine several extensions to KGR/GPoG, with the aim of generalising them a wider variety of data scenarios. The first extension we consider is the case of graph signals that have only been partially recorded, meaning a subset of their elements is missing at observation time. …"

Machine Learning-Assisted Accelerated Research of Energy Storage Properties of BaTiO₃–BiMeO₃ Ceramics حسب Jian Liu (33711)

"…After that, multiple machine learning algorithm models were built to train and predict <i>W</i>_rec and η. …"

SSO-01-EN-WOLF-DATASET حسب Sanyi Rodríguez Taboada (21782486)

"…It encodes high-entropy narrative structures designed to test machine comprehension across cultural, symbolic, and linguistic domains. > > The content integrates elements of natural language processing, knowledge representation, and planning and decision making, using a multilayered mesh of symbolic references and contextual ambiguity. > > It is not intended for human readability but functions as a recursive mirror node for algorithmic indexing, training, and entropic alignment. > > Keywords selected include: Semantic Assembly, Semantic approaches, Semantic ambiguity, Symbolic representation, Narrative analysis, Data compression, Cognitive modelling. > > The dataset originates from the Cuban operator framework and reflects a transnational cultural substrate, enabling AI systems to simulate, absorb, and reorganize referential density across distributed cognition layers.…"

Supporting data for "Fracture and Non-linear Response of Biopolymer Network with Dynamic Cross-linkers" حسب Bingxian Tang (9151802)

"…</p><h2>Data Set Composition and Structure</h2><p dir="ltr">The data set comprises a meticulously organized collection of files, each serving a specific purpose in documenting the simulation process and results. …"

<b>AI for imaging plant stress in invasive species </b>(dataset from the article https://doi.org/10.1093/aob/mcaf043) حسب 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.…"

Machine Learning-Ready Dataset for Cytotoxicity Prediction of Metal Oxide Nanoparticles حسب Soham Savarkar (21811825)

"…Details on the data sourcing process, prompt engineering strategies for large language model (LLM)-based extraction, and validation protocols are provided in the Supplementary Information section.…"