Concept of the Loss function in the case of Supervised Machine Learning and Physics Machine Learning approach. حسب Akshansh Mishra (21001499)

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Prediction percentage distribution using different algorithms applied in our research. حسب Md Junayed Hossain (22615268)

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Here is the extracted cattle’s image from the original image using YOLOv5 algorithm, which accurately detects and isolates the cattle for further processing. حسب Md Junayed Hossain (22615268)

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Proposed hybrid GA- ML algorithms. حسب Ankur Kumar (1357440)

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Proposed GA-ML algorithms pseudocode. حسب Ankur Kumar (1357440)

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Algorithm of model development and validation. حسب Bethan Cracknell Daniels (20469396)

Reshaping Industrial Maintenance with Machine Learning: Fouling Control Using Optimized Gaussian Process Regression حسب Francesco Negri (12992994)

"…The algorithm’s predictive capabilities are validated on five distinct data sets representing the evolution of the column’s pressure differential, a key indicator of fouling. …"

Data supporting figures and tables in Reimagining Electrical Diagrams in Construction: Automated Symbol Detection and Wiring Design and Generation with Deep Learning حسب IKENNA EKEKE (20996041)

"…</li><li>Evaluating automated wiring algorithms using modified A* search for layout optimisation.…"

Table 1_Intra- and inter-rater reliability in log volume estimation based on LiDAR data and shape reconstruction algorithms: a case study on poplar logs.docx حسب Gabriel Osei Forkuo (16752444)

"…Computer-based algorithms like Poisson interpolation and Random Sampling and Consensus (RANSAC) are commonly used to extract volume data from LiDAR point clouds, and comparative studies have tested these algorithms for accuracy. …"

Data supporting figures and tables in Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams حسب IKENNA CLEMENT EKEKE (20995226)

"…<h3><b>Dataset Description for Figshare</b></h3><p dir="ltr">This dataset supports the findings of the research titled:</p><p dir="ltr"><b>"Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams"</b></p><p dir="ltr"><b>Authors:</b> Ikenna Ekeke, Carlos Francisco Moreno-García, Eyad Elyan<br><b>Affiliation:</b> Robert Gordon University, Aberdeen, Scotland, UK<br><b>Date:</b> April 2025</p><h4><b>Overview</b></h4><p dir="ltr">The research presents an end-to-end deep learning framework combining <b>YOLOv8 object detection</b> with <b>attention mechanisms</b> to improve symbol recognition in electrical diagrams, followed by a <b>graph-based wiring algorithm</b> that automates wire routing between detected symbols. …"

Algorithm process. حسب Wei Cui (92129)

Image processing steps applied in our research. حسب Md Junayed Hossain (22615268)

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MAE, MAPE, MSE, RMSE, <i>R</i>² and Training Time (ms) for different algorithms utilised in this research. حسب Md Junayed Hossain (22615268)

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Performance of machine learning algorithms. حسب Wenxue Liu (6877754)

The Search process of the genetic algorithm. حسب Wenguang Li (6528113)

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Data Sheet 1_Person-based design and evaluation of MIA, a digital medical interview assistant for radiology.pdf حسب Kerstin Denecke (11534035)

Flowchart of the end-to-end predictive process of the hybrid framework: The first stage is the reading of the data set or a new patient case. حسب Medhat A. Tawfeek (22522087)

The construction process of the FCM clustering algorithm. حسب Xini Fang (20861990)

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(A) Flowchart of Patient Inclusion Process; (B) Study omics including MRI, accelerometry data, genetic data and lifestyle information. حسب Andrew Li (411246)

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Comparison of NQE combined with SVC, NN, and QCNN classifiers. The table shows the number of test cases, comparison with classical classifiers, and data imbalance issues in this an... حسب Aninda Astuti (21736334)