Cross validation results across projects. حسب Xuwei Liu (6034592)

"…On the basis of the traditional quota formulation model based on statistical theory, artificial neural networks are introduced, and regularization techniques and particle swarm optimization algorithms are taken to optimize the model performance. …"

<b>Rethinking neighbourhood boundaries for urban planning: A data-driven framework for perception-based delineation</b> حسب Shubham Pawar (22471285)

"…</p><p dir="ltr"><b>Reference:</b> <code>cluster_perceptions.py</code> script logic</p><p dir="ltr">Stages:</p><ul><li>(a) Data input</li><li>(b) K-nearest neighbours spatial weights matrix</li><li>(c) Initial agglomerative clustering</li><li>(d) Merging small clusters</li><li>(e-f) Iterative splitting of largest clusters</li></ul><h4>Figure 7: Predicted Urban Perception Scores</h4><p dir="ltr">ET cell-level perception scores across the study area.…"

Inter-generational perspectives on taxpayer rights in the digitalised tax system حسب Juanita Venter (17586825)

"…While these innovations improve transparency and administrative efficiency, they also raise concerns regarding data privacy, algorithmic bias, and equitable access for all taxpayers.…"

Machine learning to predict postdialysis fatigue in patients undergoing hemodialysis حسب Yuhan Zhang (2792089)

"…</p><p>Seven machine learning algorithms were used to construct the prediction model, and RF performed the best.…"

Additional file 1 of The origin and evolution of cultivated rice and genomic signatures of heterosis for yield traits in super-hybrid rice حسب Yiyong Zhao (21466062)

"…This table delineates the results of gene expression clustering using the MFUZZ algorithm for three super-hybrid rice varieties, namely LYP9, Y900, and XLY900, along with their progenitor strains. …"

Data Sheet 2_Quality, reliability, and dissemination of lung cancer information on short-video platforms in China: a cross-platform content analysis of TikTok, Kwai, and Rednote.do... حسب Xiaoran Zheng (6254537)

"…Professional, evidence-based content enhances reliability, whereas emotional and visually driven content drives engagement. …"

Quantitatively linking morphology and optical response of individual silver nanohedra - data حسب Zoltan Sztranyovszky (19655521)

"…By systematically investigating various tomography reconstruction algorithms which influence the geometry, and varying material parameters of the system, we find out that assuming a thin (~0.3-1nm) tarnish layer has formed on the particle surface brings about a good agreement between simulation and experiment.…"

Data Sheet 1_Quality, reliability, and dissemination of lung cancer information on short-video platforms in China: a cross-platform content analysis of TikTok, Kwai, and Rednote.do... حسب Xiaoran Zheng (6254537)

"…Professional, evidence-based content enhances reliability, whereas emotional and visually driven content drives engagement. …"

Table 1_On the construction of a large-scale database of AI-assisted annotating lung ventilation-perfusion scintigraphy for pulmonary embolism (VQ4PEDB).docx حسب Amir Jabbarpour (21731339)

"…The annotated data was then ingested into Deep Lake, a SQL-based database, for AI model training. Quality assurance involved manual inspections and algorithmic validation.…"

Table 2_On the construction of a large-scale database of AI-assisted annotating lung ventilation-perfusion scintigraphy for pulmonary embolism (VQ4PEDB).docx حسب Amir Jabbarpour (21731339)

"…The annotated data was then ingested into Deep Lake, a SQL-based database, for AI model training. Quality assurance involved manual inspections and algorithmic validation.…"

Table 1_Explainable machine learning model for predicting the outcome of acute ischemic stroke after intravenous thrombolysis.docx حسب Fanhai Bu (22315168)

"…Introduction<p>Acute ischemic stroke (AIS) patients often experience poor functional outcomes post-intravenous thrombolysis (IVT). …"

Integrating urinary metabolomics and clinical datasets for multi-cancer detection حسب Dongyong Lee (18786694)

"…</p><p dir="ltr">- `group_code`: short group code </p><p dir="ltr"> - e.g., `Normal`, `HTN`, `DM`, `HTN+DM`, `CRC`, `LungCA`, `PancreasCA`.…"

archive.zip حسب Tasneem Fatima (21976946)

"…The dataset extracted from the archive consists of a large number of labeled images of wheat grains, organized in directories such as <code>wheat_for_cnn</code>, with filenames reflecting numerical categories (e.g., <code>10_1.jpg</code>, <code>100_5.jpg</code>, <code>200_0003.jpg</code>). …"

Performance evaluation of SpaVGN on melanoma ST dataset. حسب Haiyan Wang (25821)

"…Color-coded regions correspond to different tissue domains. …"

Monotone Cubic B-Splines with a Neural-Network Generator حسب Lijun Wang (176511)

"…We evaluate our method against several existing methods, some of which do not use the monotonicity constraint, on some monotone curves with varying noise levels. We demonstrate that our method outperforms the other methods, especially in high-noise scenarios. …"

Massive Mixed Models in Julia حسب Phillip M. Alday (2814652)

"…<p dir="ltr">Traditional approaches to mixed effects models using generalized least squares or expectation-maximization approaches struggle to scale to datasets with many thousands of observations and hundreds of levels of a single blocking variable. Special casing of nesting or crossing of random effects is required to achieve acceptable computational performance, but this special casing often makes it very difficult to handle less-than-idealized cases, such partial crossing or multiple levels of nesting. …"

From GIS to HBIM and Back: Multiscale Performance and Condition Assessment for Networks of Public Heritage Buildings and Construction Components حسب Teresa Fortunato (21076099)

"…GIS-BIM data exchange routines by programming codes and algorithms are developed in Python. Dynamo “As-built” and “as-damaged” HBIM models are integrated in GIS environment multi-data seismic vulnerability assessment</p>…"

Climate anomalies due to Cerrado native vegetation loss حسب Argemiro Leite-Filho (10283801)

"…</li></ul><p dir="ltr"><b>Code/software</b></p><p dir="ltr">To analyze the CSV files in your dataset, you can use various software options, such as R and Microsoft Excel. …"